diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 205448f901935280aa3b05542fcdb454f8039abb..0746d3a020370d243bd761f365aecf03b3c83475 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": "20260512T060024Z", - "generated_at": "2026-05-12T06:09:26Z", + "snapshot_id": "20260512T120027Z", + "generated_at": "2026-05-12T12:09:53Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1426,7 +1426,7 @@ "cluster_id": "cluster-43824-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", "status": "open", - "confidence": 0.55, + "confidence": 0.75, "canonical_issue_number": 43824, "canonical_pr_number": 43836, "issue_numbers": [ @@ -1437,7 +1437,8 @@ 43842 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target" ], "pr_comparisons": [ { @@ -1683,259 +1684,6 @@ } ] }, - { - "cluster_id": "cluster-44001-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44025, - "issue_numbers": [], - "pr_numbers": [ - 44001, - 44025 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44001, - "right_pr_number": 44025, - "code_similarity": 0.161, - "size_similarity": 0.44, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.486, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, - { - "cluster_id": "cluster-44002-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44002, - "issue_numbers": [], - "pr_numbers": [ - 44002, - 44004 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44002, - "right_pr_number": 44004, - "code_similarity": 0.125, - "size_similarity": 0.398, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.304, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, - { - "cluster_id": "cluster-45861-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 45861, - "issue_numbers": [], - "pr_numbers": [ - 45861, - 45903 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 45861, - "right_pr_number": 45903, - "code_similarity": 0.617, - "size_similarity": 0.516, - "file_overlap": 1.0, - "area_overlap": 0.377, - "patch_similarity": 0.546, - "shared_filenames": [ - "src/transformers/models/qwen3_5/modeling_qwen3_5.py", - "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py", - "src/transformers/models/qwen3_omni_moe/modeling_qwen3_omni_moe.py", - "src/transformers/models/qwen3_vl/modeling_qwen3_vl.py", - "src/transformers/models/qwen3_vl/modular_qwen3_vl.py", - "src/transformers/models/qwen3_vl_moe/modeling_qwen3_vl_moe.py", - "tests/models/qwen3_vl/test_modeling_qwen3_vl.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/qwen3_5/modeling_qwen3_5.py", - "left_ranges": [ - [ - 146, - 154 - ] - ], - "right_ranges": [ - [ - 146, - 154 - ], - [ - 161, - 183 - ] - ] - }, - { - "filename": "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py", - "left_ranges": [ - [ - 142, - 150 - ] - ], - "right_ranges": [ - [ - 142, - 150 - ], - [ - 157, - 179 - ] - ] - }, - { - "filename": "src/transformers/models/qwen3_omni_moe/modeling_qwen3_omni_moe.py", - "left_ranges": [ - [ - 1315, - 1323 - ] - ], - "right_ranges": [ - [ - 1315, - 1323 - ], - [ - 1330, - 1352 - ] - ] - }, - { - "filename": "src/transformers/models/qwen3_vl/modeling_qwen3_vl.py", - "left_ranges": [ - [ - 354, - 362 - ] - ], - "right_ranges": [ - [ - 354, - 362 - ], - [ - 369, - 391 - ] - ] - }, - { - "filename": "src/transformers/models/qwen3_vl/modular_qwen3_vl.py", - "left_ranges": [ - [ - 294, - 302 - ] - ], - "right_ranges": [ - [ - 32, - 38 - ], - [ - 270, - 292 - ], - [ - 311, - 319 - ] - ] - }, - { - "filename": "src/transformers/models/qwen3_vl_moe/modeling_qwen3_vl_moe.py", - "left_ranges": [ - [ - 865, - 873 - ] - ], - "right_ranges": [ - [ - 865, - 873 - ], - [ - 880, - 902 - ] - ] - }, - { - "filename": "tests/models/qwen3_vl/test_modeling_qwen3_vl.py", - "left_ranges": [ - [ - 17, - 26 - ], - [ - 29, - 35 - ], - [ - 45, - 78 - ], - [ - 522, - 547 - ] - ], - "right_ranges": [ - [ - 17, - 26 - ], - [ - 29, - 35 - ], - [ - 45, - 79 - ], - [ - 523, - 582 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2257,7 +2005,7 @@ 43842 ], "target_issue_number": 43824, - "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference evidence." + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." }, { "cluster_id": "cluster-43979-11", @@ -2276,24 +2024,6 @@ "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-44001-2", - "canonical_pr_number": 44025, - "duplicate_pr_numbers": [ - 44001 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44001-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-44002-2", - "canonical_pr_number": 44002, - "duplicate_pr_numbers": [ - 44004 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -2329,15 +2059,6 @@ ], "target_issue_number": 45647, "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." - }, - { - "cluster_id": "cluster-45861-2", - "canonical_pr_number": 45861, - "duplicate_pr_numbers": [ - 45903 - ], - "target_issue_number": null, - "reason": "PRs in cluster-45861-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index d009789f9fdf2663363a7cb74c1448ea1a8d0eb0..b7690801d41d279e7f21efca37dd43f17c2eb859 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": "20260512T060024Z", - "generated_at": "2026-05-12T06:09:26Z", + "snapshot_id": "20260512T120027Z", + "generated_at": "2026-05-12T12:09:53Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,84 +10,13 @@ "component_index": 1, "component_count": 17, "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": "e153ddec1352b53f10c71e2ea036241e882bc651ff08880d676e3ca583d3a804", - "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 2478, - "estimated_input_tokens": 620, - "estimated_eval_tokens": 1496 - }, - "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 2478, - "estimated_input_tokens": 620, - "estimated_eval_tokens": 1496 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These issues are not true duplicates: one is a Tapas tokenization mismatch, one is an auth/error-message problem for private model downloads, and one is a generic model-loading failure for bert-base-uncased. The closest pair still appears to be only superficially similar.", - "confidence": 0.89, - "canonical_issue_reason": "Issue #16618 is the broadest representative of the cluster because it concerns model loading, but it is still a separate failure mode from the other two.", - "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the most central issue by title and scope, but the cluster does not contain a clear duplicate set.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:13244", - "right": "issue:16618", - "accept": false, - "reason": "Tapas tokenization mismatch vs. generic bert-base-uncased loading failure; different code paths and symptoms." - }, - { - "left": "issue:15980", - "right": "issue:16618", - "accept": false, - "reason": "Private-model login/error-message behavior is unrelated to loading a public model like bert-base-uncased." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 2, - "component_count": 17, - "review_unit_index": 1, "review_unit_count": 46, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:24643", "issue:30277", @@ -172,8 +101,8 @@ "issue:43425|issue:44292", "issue:34928|issue:41720", "issue:44918|issue:45161", - "issue:43541|issue:43716", "issue:43716|issue:45685", + "issue:43541|issue:43716", "issue:43828|issue:44292", "issue:45507|issue:45685", "issue:43716|issue:44292", @@ -188,420 +117,426 @@ "issue:30277|issue:36331", "issue:34928|issue:36010", "issue:43039|issue:44805", - "issue:41762|issue:43596", "issue:43901|issue:44512", + "issue:41762|issue:43596", "issue:39290|issue:41720", "issue:45237|issue:45901", "issue:44841|issue:45823", "issue:43039|issue:44560", "issue:43866|issue:44863", "issue:43854|issue:43866", - "issue:39290|issue:43531", "issue:41093|issue:43638", + "issue:39290|issue:43531", "issue:43792|issue:45901", "issue:43425|issue:45070", "issue:43596|issue:45800" ], - "prepared_review_unit_hash": "cdee891446d5bf3335a2413eae4d0837f15c581e7021225a975e9a65f1c64018", + "prepared_review_unit_hash": "498516001acde0722b052d5c34e5ceaf9b3946961a72911a391991d81f06a14c", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 63, - "serialized_chars": 45920, - "estimated_input_tokens": 11480, - "estimated_eval_tokens": 23216 + "serialized_chars": 45922, + "estimated_input_tokens": 11481, + "estimated_eval_tokens": 23218 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly soft text-similarity noise across unrelated issues, with one clear duplicate family around DeepSpeed ZeRO-3 load/init IndexError failures. A small docs-only pair also shares a broad cleanup theme but not the same concrete change.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43596 is the cleanest representative of the only clear duplicate family: a ZeRO-3 model-init/load failure causing 'index 0 is out of bounds for dimension 0 with size 0'. It is broad enough to cover the matching Bert/ZeRO-3 variants.", + "summary": "This cluster is mostly heterogeneous. I only see one clear duplicate pair: the two DeepSpeed ZeRO-3 + BertModel index-out-of-bounds reports. The rest are superficial similarity matches across different models, backends, or docs topics.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43596 is the broadest, earliest report in the clear duplicate pair and best captures the shared DeepSpeed ZeRO-3/BertModel index-0 out-of-bounds failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 best represents the shared ZeRO-3 index-out-of-bounds bug and is the strongest duplicate anchor among the issues provided.", + "best_issue_reason": "issue:43596 is the best representative issue overall because it matches the strongest duplicate edge and states the common failure mode succinctly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: Qwen3.5 config attribute lookup vs streaming chat/completions behavior." + "reason": "Different models and failure paths: Qwen3_5 config attribute error vs Qwen3.5 streaming API failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated runtime paths: AMD GPU loading issue vs MPS histogram kernel limitation." + "reason": "Different backend-specific bugs: AMD GPU load failure vs MPS histogram Int error." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different models and different device/dtype problems; no shared concrete bug." + "reason": "Both are model/device issues, but one is dtype mismatch in preprocessing and the other is AMD GPU runtime failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch for Phi MoE is unrelated to GPT-OSS running on AMD GPUs." + "reason": "Different concrete bug: autocast dtype mismatch vs AMD GPU incompatibility." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model families and failure modes; not the same bug." + "reason": "Different models and code paths; one is GPU backend failure, the other is an invalid method call in a MoE model." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen NVFP4 load error is unrelated to AMD GPU execution failure." + "reason": "Qwen-3 NVFP4 runtime issue is unrelated to AMD GPU execution failure." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated code paths." + "reason": "Both are runtime errors, but one is DeepSpeed collective mismatch and the other is ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3Moe FP8 config error are different issues." + "reason": "Different model/export problem vs Qwen3Moe FP8 failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export failure vs CUDA assert during auto device mapping are not the same bug." + "reason": "ONNX export error and CUDA assert with device mapping are different failures." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanups for v5 removals, but they reference different removed features and are not the same artifact." + "reason": "Both are v5 docs cleanup items, but they target different removed features and do not look like the same concrete change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export bug and GenerationMixin import error are unrelated." + "reason": "ONNX export vs GenerationMixin import regression are unrelated code paths." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/tensor shape mismatch is unrelated to Gemma4 PLE device placement." + "reason": "Generic mask-shape IndexError and Gemma4 PLE device mismatch are different bugs." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError-like titles, but one is ZeRO-3 init and the other is a mask indexing mismatch; different bugs." + "reason": "Similar IndexError wording, but different model/setup and not enough evidence of the same root cause." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different failure types: ZeRO-3 empty-tensor init vs mask/index shape mismatch." + "reason": "Different failure shapes and setups; the zero-size Bert error is not the same as the mask mismatch IndexError." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask shape mismatch and GPT-OSS tensor-parallel issue are different problems." + "reason": "Mask/tensor shape mismatch is unrelated to GPT-OSS tensor-parallel issues." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different subsystems and error causes; not a duplicate pair." + "reason": "Different model/training path: mask mismatch vs TRL SFT embedding unpacking." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset handling is unrelated to ModernBERT ONNX export." + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Collective mismatch during ZeRO-3 and Bert ZeRO-3 index error are distinct failures." + "reason": "DeepSpeed collective mismatch on Jamba and ZeRO-3 Bert index error are different distributed failures." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 load/init IndexError ('index 0 out of bounds' with size 0), just surfaced on closely related Bert model variants." + "reason": "Same underlying DeepSpeed ZeRO-3/BertModel bug; both report the identical index-0 out-of-bounds failure, with one being a non-pretrained Bert variant." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger cross_entropy call and GPT-OSS TP failure do not point to the same code-path bug." + "reason": "Different problem domains: Liger Kernel calling cross_entropy vs GPT-OSS tensor-parallel not working." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA merge/save inconsistency are unrelated." + "reason": "Both concern tokenization/LoRA behavior, but they are different model-specific bugs and not the same change." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime error and LoRA weight merge/save mismatch are different issues." + "reason": "Different failures: NVFP4 runtime error vs LoRA merge/reload output mismatch." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation checkpointing/FSDP recomputation mismatch is unrelated to mask indexing errors." + "reason": "Both mention shape-related runtime errors, but the FSDP activation-checkpointing issue is a different code path." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed training weight-dimension error and collective mismatch are different bugs." + "reason": "Both involve DeepSpeed, but one is a weight-dimension error during training and the other is a collective mismatch in ZeRO-3." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 Bert load failure and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Bert/ZeRO-3 index error is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing shape mismatch and CustomTrainer signature mismatch are unrelated." + "reason": "FSDP activation checkpointing tensor-size mismatch and CustomTrainer loss-signature regression are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Same DeepSpeed ZeRO-3 issue family? no; GPT-OSS TP problem is a different subsystem and symptom." + "reason": "Same generic distributed vibe, but the concrete bug is different: Bert ZeRO-3 init vs GPT-OSS TP." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model-specific failures with no shared code path." + "reason": "Different model families and failures: dtype mismatch in preprocessing vs invalid method call." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3/vLLM config mismatch and Mistral tokenizer patch crash are unrelated." + "reason": "Gemma3 vLLM config attribute error and Mistral tokenizer regex crash are unrelated." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-map forward mismatch and expensive reverse embedding lookup are different Gemma4 issues." + "reason": "Both are Gemma4-related, but one is a device mismatch and the other is an expensive reverse embedding lookup." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch for Phi MoE is unrelated to GPT-OSS TP failure." + "reason": "Autocast dtype mismatch is not the same as GPT-OSS tensor-parallel failure." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch-version incompatibility and Qwen NVFP4 runtime error are not the same bug." + "reason": "General torch/version incompatibility and Qwen-3 NVFP4 runtime error are different issues." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP activation checkpointing mismatch and CUDA assert on Qwen3 auto device mapping are unrelated." + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are different distributed/runtime problems." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL SFT embedding unpacking failure and GPT-OSS TP failure are different issues." + "reason": "TRL SFT embedding unpacking and GPT-OSS tensor-parallel failure are different code paths." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch and MPS histogram Int limitation are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model/runtime failures: autocast dtype mismatch vs NVFP4 run error." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Dynamo tracing grouped_mm error and image preprocessor dtype mismatch are unrelated." + "reason": "Mixtral grouped_mm tracing error is unrelated to Mistral preprocessor dtype mismatch." }, { - "left": "issue:43716", + "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different model/device issues; no shared underlying bug." + "reason": "Autocast dtype mismatch and MPS histogram unsupported Int are different backend bugs." }, { - "left": "issue:43828", + "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Different Qwen/Phi runtime paths and different error causes." + "reason": "Different models and failure modes; no shared root cause." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen NVFP4 runtime failure and TRL embedding unpacking failure are unrelated." + "reason": "Qwen-3 NVFP4 runtime error is unrelated to Qwen3.5 embedding unpacking." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger kernel cross-entropy routing and SFT embedding unpacking are not the same bug." + "reason": "Liger Kernel cross-entropy invocation and TRL embedding unpacking are different problems." }, { "left": "issue:41762", "right": "issue:43638", - "accept": true, - "reason": "Both are ZeRO-3 load/init IndexErrors ('index 0 out of bounds' with size 0), with different models exhibiting the same underlying initialization bug." + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and Bert ZeRO-3 index error are different model-specific bugs." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both mention docs cleanup around removed v5 features, but they are different references and not the same concrete change." + "reason": "Both are docs regressions after v5 removals, but they reference different removed APIs and do not appear to be the same change." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal/model issues with no shared failure path." - }, - { - "left": "issue:43828", - "right": "issue:45685", - "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram limitation are unrelated." + "reason": "Different multimodal models and failures: image-preprocessor dtype mismatch vs video StopIteration." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "SFT trainer embedding issue and MPS int histogram limitation are unrelated." + "reason": "TRL SFT trainer embedding issue is unrelated to MPS Int histogram limitation." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger kernel usage issue and Phi MoE autocast dtype mismatch are different bugs." + "reason": "Same general dtype/theme, but different concrete bug and model path." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer compute_loss signature break are unrelated." + "reason": "DeepSpeed collective mismatch and CustomTrainer signature change are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Checkpointing/FSDP shape mismatch and GenerationMixin import error are unrelated." + "reason": "Activation-checkpointing/FSDP mismatch is unrelated to GenerationMixin import breakage." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Different subsystems and symptoms; not a duplicate." - }, - { - "left": "issue:41762", - "right": "issue:43596", - "accept": true, - "reason": "Same ZeRO-3 index-0-out-of-bounds load/init failure, just on different model classes." + "reason": "Cross-entropy call under Liger Kernel is unrelated to mask/tensor shape mismatch." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Different docs issues: one is about return_all_scores wording, the other about removed run command docs." + "reason": "Both are docs mismatches, but one is about return_all_scores and the other about the removed run command." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Gemma3 ZeRO-3 load error is a different bug from the Bert Zero-3 index-out-of-bounds failure." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different model/config bugs and different runtime failures." + "reason": "Gemma3 sliding_window config error and Qwen3 auto device-map CUDA assert are different issues." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "GPT-OSS AMD GPU failure and table-question-answering crash are unrelated." + "reason": "AMD GPU model loading failure is unrelated to table-question-answering crash." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device-map mismatch are different bugs." + "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are different code paths." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger kernel issue and Qwen3-vl StopIteration are unrelated." + "reason": "Liger Kernel cross_entropy issue is unrelated to Qwen3-vl video StopIteration." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption and NemotronH checkpoint loading issue are different problems." + "reason": "Checkpoint corruption and NemotronH checkpoint loading failure are not the same underlying bug." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Model loading test failure and corrupted checkpoint report do not describe the same bug." + "reason": "Unable to load GLM-4.7-Flash in tests and Ovis2 checkpoint corruption are different model-specific failures." }, { - "left": "issue:39290", - "right": "issue:43531", + "left": "issue:41093", + "right": "issue:43638", "accept": false, - "reason": "Gemma3 sliding_window_pattern regression and Qwen3-MoE sliding_window issue are related only by name, not the same change." + "reason": "Mask/index tensor mismatch and Bert ZeRO-3 zero-size index error are distinct runtime errors." }, { - "left": "issue:41093", - "right": "issue:43638", + "left": "issue:39290", + "right": "issue:43531", "accept": false, - "reason": "Mask shape mismatch and ZeRO-3 empty-tensor IndexError are different failure modes." + "reason": "Gemma3 sliding_window config regression and Qwen3-MoE sliding_window issue are different models and fixes." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper runtime failure and table QA crash are unrelated." + "reason": "Whisper model load failure and table-question-answering crash are unrelated." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch compatibility issue and pydantic PretrainedConfig field regression are unrelated." + "reason": "Torch version incompatibility and PretrainedConfig pydantic regression are different compatibility issues." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 model init bug and torch/transformers version incompatibility are unrelated." + "reason": "DeepSpeed ZeRO-3 Bert index error is unrelated to torch/transformers version incompatibility." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly duplicated family is the ZeRO-3 index-out-of-bounds load/init issue across 43596, 43638, and 41762; the docs pair is reasonably treated as related in theme but not the same concrete change. I didn\u2019t see any soft-edge verdicts that overstate the evidence." + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The one accepted pair, issue:43596 and issue:43638, is strongly supported by nearly identical DeepSpeed ZeRO-3/Bert index-out-of-bounds titles, and the rest of the rejections are appropriately cautious given the differing models/backends/code paths." }, "evaluator_used": true, "retried": false, @@ -611,7 +546,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 2, "review_unit_count": 46, @@ -620,7 +555,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:36010", "issue:39186", @@ -674,8 +609,8 @@ "soft_pairs": [ "issue:45859|issue:45902", "issue:43975|issue:45901", - "issue:43792|issue:45070", "issue:45362|issue:45464", + "issue:43792|issue:45070", "issue:44292|issue:45901", "issue:43404|issue:43866", "issue:39290|issue:45823", @@ -695,8 +630,8 @@ "issue:45020|issue:45800", "issue:43366|issue:45464", "issue:43531|issue:45070", - "issue:43541|issue:44589", "issue:41093|issue:43596", + "issue:43541|issue:44589", "issue:43054|issue:43994", "issue:45542|issue:45800", "issue:40990|issue:44960", @@ -708,20 +643,20 @@ "issue:44530|issue:45005", "issue:44360|issue:44512" ], - "prepared_review_unit_hash": "e9f50a6f38d9ea79408453dfc5c2ab946ac280fa0d2f76170c7ec18a877b20d4", + "prepared_review_unit_hash": "b2198e28877a7e87a81a11037377b44dce2d79a5642f23356dd02c684507843a", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 37846, + "serialized_chars": 37847, "estimated_input_tokens": 9462, "estimated_eval_tokens": 19180 }, @@ -730,235 +665,238 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of distinct Transformers regression reports. There is some broad overlap around v5/model-loading/runtime breakages, but the soft pairs do not look like true duplicates of the same underlying bug or change.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 45020 is the best umbrella candidate: it is broad, open, and centered on recent-version regressions breaking custom/remote-code models, which is the closest shared theme across many of the other reports.", + "summary": "This cluster is mostly a collection of unrelated transformer bug reports. The only plausible duplicate pair is the two custom-module loading issues around `trust_remote_code` / `from_pretrained` cache or module selection; the rest are too far apart in model, error, or code path to merge safely.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45698 is the broader, more active report of the custom-module misload problem after `save_pretrained`/`from_pretrained`; 45632 reads like a narrower cache-path collision explanation of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the most representative issue to keep as the cluster anchor because it describes a broad class of recent Transformers regressions rather than a single model-specific symptom.", + "best_issue_reason": "Issue 45698 is the best representative issue in this set because it is open, has the most discussion, and describes the user-visible failure mode most generally.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same model family, but different bugs: one is CPU-offload incompatibility in forward; the other is uninitialized-memory after meta->to_empty(cuda) materialization." + "reason": "Both involve Qwen3.5 MoE rotary embedding, but one is a CPU-offload compatibility failure and the other is a meta/to_empty materialization memory bug; not the same concrete issue." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Unrelated symptoms and code paths: detokenization regression vs table-question-answering crash." + "reason": "DeepSeek detokenization and table-question-answering crashes are unrelated." }, { - "left": "issue:43792", - "right": "issue:45070", + "left": "issue:45362", + "right": "issue:45464", "accept": false, - "reason": "Different problems: Whisper loading/runtime failure vs a PretrainedConfig/pydantic regression." + "reason": "Both mention Qwen3.5 chat/inference, but the failure modes and entrypoints differ; not one underlying bug." }, { - "left": "issue:45362", - "right": "issue:45464", + "left": "issue:43792", + "right": "issue:45070", "accept": false, - "reason": "Both involve Qwen3.5 chat paths, but one is a crash in transformers chat and the other is a streaming inference API failure; not clearly the same bug." + "reason": "Whisper loading/running and a PretrainedConfig pydantic breakage are unrelated." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "No meaningful overlap: Qwen-3-8B NVFP4 runtime error vs table-question-answering crash." + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to table-question-answering crashes." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Different models and failure modes: tied lm_head weights vs a corrupted Ovis2 checkpoint." + "reason": "Mistral3 tied-weight bug and Ovis2 checkpoint corruption are different problems." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different models and bugs: missing Gemma3 config attribute under vLLM vs Gemma4 device mismatch during forward." + "reason": "Gemma3 missing `sliding_window_pattern` in vLLM and Gemma4 device mismatch are distinct bugs." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Unrelated issues: Qwen3.5 streaming inference vs an MPS integer-kernel limitation." + "reason": "Qwen3.5 streaming API failure and an MPS histogram kernel issue are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different code paths and hardware backends: torch dynamo grouped_mm tracing vs MPS histogram support." + "reason": "Torch Dynamo grouped_mm tracing error and MPS int histogram failure are different code paths." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are runtime numeric issues, but one is grouped_mm tracing in Mixtral and the other is autocast dtype mismatch in Phi-tiny-MoE." + "reason": "Both are MoE/dtype-adjacent, but one is a tracing failure and the other is an autocast dtype mismatch; not the same bug." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "Import error for GenerationMixin is unrelated to a Gemma3 config attribute missing in vLLM." + "reason": "GenerationMixin import failure and Gemma3 config attribute failure are unrelated." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Different subsystems: processor loading for Voxtral vs a template compilation TypeError." + "reason": "Voxtral processor failure and non-template-node compile error do not share a concrete root cause." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are shape/indexing errors, but they affect different workflows and models; not enough evidence of the same bug." + "reason": "Both are index/shape errors, but they affect different models and failure points; too generic to merge." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "One is a general torch/Transformers incompatibility report; the other is a Gemma4 device-map mismatch." + "reason": "Torch/transformers compatibility and Gemma4 PLE device mismatch are not the same issue." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Completely different topics: PaddleOCR-VL loading failure vs GGUF gpt-oss support." + "reason": "PaddleOCR-VL loading in vLLM and GPT-OSS GGUF support are unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both are v5 config-related, but one is a missing pad_token_idx regression and the other is a pydantic field issue." + "reason": "StableLm missing `pad_token_idx` and a general PretrainedConfig pydantic regression are different bugs." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Different problems: int4 quantization memory growth vs tied-weights behavior on translation models." + "reason": "Int4 reserved-memory/OOM regression and tied-weights translation-model issues are not the same code-path problem." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both mention MoE/GPT-OSS-adjacent behavior, but the concrete failures are different: dynamo tracing vs tensor-parallel support." + "reason": "Both involve MoE models, but torch-dynamo grouped_mm tracing and GPT-OSS tensor-parallel behavior are distinct." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different failures: dtype mismatch under autocast vs streaming chat API failure." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming API failures are unrelated." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Both touch model loading, but one is an init_empty_weights argument regression and the other is a PretrainedConfig/pydantic breakage." + "reason": "`init_empty_weights` argument handling and PretrainedConfig pydantic field handling are separate regressions." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "A broad remote_code regression is not the same underlying bug as a specific torch version incompatibility." + "reason": "Remote-code breakage and torch/transformers version incompatibility are different classes of issue." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support is unrelated to Qwen3.5 streaming inference." + "reason": "GPT-OSS GGUF architecture support and Qwen3.5 streaming inference are unrelated." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic PretrainedConfig regression." + "reason": "Qwen3-MoE sliding-window behavior and a PretrainedConfig pydantic regression do not match." }, { - "left": "issue:43541", - "right": "issue:44589", + "left": "issue:41093", + "right": "issue:43596", "accept": false, - "reason": "Different runtime failures: grouped_mm tracing vs missing Float8 storage type." + "reason": "Both are index errors with ZeRO-3, but they occur in different models and are not clearly the same bug." }, { - "left": "issue:41093", - "right": "issue:43596", + "left": "issue:43541", + "right": "issue:44589", "accept": false, - "reason": "Both are index-out-of-bounds style errors, but they arise in different models and initialization contexts." + "reason": "Grouped_mm tracing and missing Float8 storage registration are unrelated." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both concern embeddings/representation quality, but the models and failure modes are different enough that they are not duplicates." + "reason": "Both concern SigLIP2 quality, but one is a text-embedding regression and the other is a general nonsensical-output report; not enough to treat as the same concrete bug." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend issue is unrelated to torch/Transformers incompatibility." + "reason": "TensorBoard-without-TensorFlow backend detection and torch/transformers incompatibility are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on GPT-OSS and a generic GLM5 issue are not the same bug." + "reason": "High perplexity on gpt-oss and a GLM5 issue are different model-specific bugs." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different model families and symptoms: image/text dtype mismatch vs embedding unpacking with trl SFT trainer." + "reason": "Mistral-3 image/text dtype mismatch and Qwen3.5 embedding unpacking under TRL are unrelated." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight shape error and Qwen3.5 embedding unpacking failure are different code paths." + "reason": "FSDP weight-shape failure and Qwen3.5 embedding unpacking under TRL are different problems." }, { "left": "issue:45632", "right": "issue:45698", - "accept": false, - "reason": "Both involve custom-module loading, but one is a cache-path collision and the other is loading the wrong module after save_pretrained; not the same defect." + "accept": true, + "reason": "Both report the same underlying custom-module loading problem with `trust_remote_code`/`from_pretrained`, where the wrong module is resolved due to cache/path handling." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied lm_head weights in Mistral3 and tied weights in translation models are related conceptually, but these are different model families and likely different fixes." + "reason": "Mistral3 tied-weight bug and translation-model tied-weights regressions are not the same concrete failure." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model notebook initialization breakage is unrelated to flash-attn fallback logic." + "reason": "Custom-model/Jupyter initialization and flash-attn2 fallback checks are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights regressions." + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation issues are unrelated." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A technical discussion about the DSA indexer is unrelated to stale documentation." + "reason": "DSA indexer ReLU discussion and stale docs mentioning the removed run command are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only accepted soft pair, 45632/45698, is reasonably supported by the titles, and the rest of the rejections avoid overclaiming duplicate status from broad model/task similarity alone." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 3, "review_unit_count": 46, @@ -967,7 +905,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:36331", "issue:38175", @@ -1032,10 +970,10 @@ "issue:36331|issue:41762", "issue:43866|issue:44403", "issue:41628|issue:45800", - "issue:43872|issue:44589", "issue:43054|issue:45701", - "issue:41553|issue:43883", + "issue:43872|issue:44589", "issue:38175|issue:43054", + "issue:41553|issue:43883", "issue:44910|issue:45859", "issue:41553|issue:43881", "issue:42947|issue:44387", @@ -1046,247 +984,247 @@ "issue:43975|issue:45237", "issue:42947|issue:43856", "issue:44403|issue:44488", - "issue:41762|issue:42915", "issue:43782|issue:44960", "issue:42491|issue:44368", - "issue:43881|issue:43883" + "issue:43881|issue:43883", + "issue:41762|issue:42915" ], - "prepared_review_unit_hash": "c62746840d5d5711e58dd213e4940021ca79779ed40aa9e135d1595190b4e1f4", + "prepared_review_unit_hash": "9849d21510ef53d2f22ee7e02e9c786e1367aa60ca735f359dcd596d3826a844", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36367, - "estimated_input_tokens": 9092, - "estimated_eval_tokens": 18440 + "serialized_chars": 36363, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is about the Transformers v5 non-persistent-buffer corruption regression. Issue 43950 is the clearest anchor, with 43644 and 44534 as true duplicates; 43643 is related to remote-code loading but not the same bug.", - "confidence": 0.94, - "canonical_issue_reason": "43950 most directly names the shared regression (`from_pretrained()` corrupting `register_buffer(persistent=False)` buffers) and is the best representative of the duplicate buffer-corruption cluster.", + "summary": "This cluster is mostly heterogeneous; only one clear duplicate pair appears to describe the same regression: non-persistent buffers being corrupted/fillled with junk in Transformers 5.x.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43950 is the clearest, most explicit report of the non-persistent-buffer regression, and it matches the strongest duplicate candidate (issue:44534) almost exactly.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the strongest single issue to represent this cluster because it is the most specific and regression-focused report of the same non-persistent-buffer bug.", + "best_issue_reason": "issue:43950 is the best representative because it states the bug concretely, has a specific repro/regression framing, and aligns with the only high-confidence duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Both are loading-related, but they describe different failures: Qwen3 MoE LoRA compatibility vs flash-attn2 fallback gating." + "reason": "Different failures: Qwen3 MoE LoRA incompatibility vs flash-attn2 fallback gating when FA2 is missing." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is not the same as tied-weights warnings on translation models." + "reason": "Both involve quantization/offloading broadly, but they describe different problems and code paths." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is a different bug from tied-weights handling." + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weights issues on translation models." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo is unrelated to outdated docs mentioning a removed command." + "reason": "A typo in cache strategies is unrelated to stale docs mentioning a removed run command." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking with TRL is a different code path from GraniteMoEHybrid calling an invalid method." + "reason": "Different model-specific bugs: Qwen3.5 embedding unpacking vs GraniteMoEHybrid calling an invalid method." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek detokenization and Qwen NVFP4 loading are model-specific failures with different causes." + "reason": "Different model/runtime failures; detokenization bug is not the same as NVFP4 execution failure." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both report the same Transformers v5 non-persistent-buffer corruption/junk-buffer regression." + "reason": "These describe the same underlying regression: Transformers v5 corrupts non-persistent buffers during loading/from_pretrained." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen NVFP4 runtime failure is unrelated to GraniteMoEHybrid invalid-method behavior." + "reason": "Unrelated issues: Qwen-3-8B-NVFP4 runtime error vs GraniteMoEHybrid invalid-method call." }, { "left": "issue:43644", "right": "issue:43950", - "accept": true, - "reason": "Both describe the same non-persistent-buffer corruption regression in Transformers v5." + "accept": false, + "reason": "Both are loading-related regressions, but one is about missing config fields with trust_remote_code, the other about non-persistent buffer corruption." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs-example errors with quantization failure are not the same as a text-embedding quality discrepancy." + "reason": "Different SigLIP2 problems: docs/example errors vs poorer text embeddings." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Phi autocast dtype mismatch and Qwen3.5 position_ids/SDPA issues are different failures." + "reason": "Different Qwen/Phi issues with different failure modes and models; not the same bug." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "A custom trainer kwarg error is unrelated to Gemma3 ZeRO-3 loading failure." + "reason": "Trainer API TypeError and Gemma3 ZeRO-3 loading IndexError are unrelated." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Corrupted checkpoint and generic loading noise are not the same underlying issue." + "reason": "Checkpoint corruption is not the same as a general loading-noise issue." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "AutoImageProcessor import failure and torch/transformers incompatibility are distinct bugs." - }, - { - "left": "issue:43872", - "right": "issue:44589", - "accept": false, - "reason": "bitsandbytes kwarg incompatibility is different from missing Float8 storage type errors." + "reason": "Import error for AutoImageProcessor is unrelated to torch/transformers version incompatibility." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality and tokenizer changes across versions are related only broadly, not the same bug." + "reason": "Both mention tokenization/behavior changes across versions, but they are not the same concrete bug." }, { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:43872", + "right": "issue:44589", "accept": false, - "reason": "Bad AutoTokenizer error messaging and missing `all_tied_weights_keys` are unrelated." + "reason": "Different quantization incompatibilities with different error signatures." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same as broader text-embedding degradation." + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as degraded text embeddings." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error messaging for Voxtral is unrelated to Molmo tied-weights attribute failure." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-attn illegal-memory-access on Qwen3.5 is different from CPU-offload incompatibility in rotary embedding." + "reason": "Different Qwen3.5 failures: Flash Attention crash from 3D position_ids vs CPU-offload incompatibility in rotary embedding." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral AutoTokenizer error messaging and glm-4v loading failure are unrelated model-loading problems." + "reason": "Voxtral AutoTokenizer error handling is unrelated to glm-4v-9b loading failure." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient-checkpointing ineffectiveness and int4 CUDA reserved-memory OOM are different performance bugs." + "reason": "Both involve training/memory concerns, but one is gradient checkpointing with LoRA and the other is int4 reserved-memory/OOM behavior." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both concern SigLIP2, but one is a quality complaint and the other is an HF-vs-JAX implementation discrepancy." + "reason": "Both are SigLIP2-related, but one is an embedding quality complaint and the other is a JAX vs HF implementation discrepancy." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise is not the same as inability to load a specific checkpoint." + "reason": "General loading noise is not the same issue as failing to load a specific model." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Missing fields with `trust_remote_code=True` is adjacent to, but not the same as, broader remote-code breakage." + "reason": "Missing fields in AutoConfig with trust_remote_code is not the same concrete bug as broader remote_code breakages." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization issues and Python 3.13 flash_attn import errors are unrelated." + "reason": "Detokenization regression and Python 3.13 flash_attn import failure are unrelated." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Detokenization issues and AMD GPU runtime failures are unrelated." + "reason": "Detokenization bug is unrelated to GPT-OSS-20B failing on AMD GPUs." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Checkpointing/LoRA behavior is unrelated to Qwen3 MoE memory usage." + "reason": "Different MoE-related performance/memory concerns with different scopes and symptoms." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are loading-related, but one is generic noise and the other is a specific checkpoint load failure." - }, - { - "left": "issue:41762", - "right": "issue:42915", - "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and Qwen3 MoE LoRA incompatibility are different model-specific issues." + "reason": "General loading-noise complaint does not match a specific model-load failure." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight-only loading error is not the same as GLM5 loading/reporting issues." + "reason": "Qwen3VL weight_only loading error is unrelated to a generic GLM5 issue." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA compatibility across hf versions and a tie-word-embeddings warning are not the same underlying bug." + "reason": "LoRA compatibility across hf4.x/hf5.x is not the same as tie_word_embeddings warnings during ms-swift fine-tuning." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "glm-4v loading failure and missing `all_tied_weights_keys` are different failures." + "reason": "Different loading errors for different models; no shared concrete code-path bug is evident." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError is unrelated to the Qwen3 MoE LoRA incompatibility." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The 43950/44534 match is grounded, but the accepted 43643/43950 soft edge is too strong for the packet: 43643 is only described as missing fields with `trust_remote_code=True`, and the packet does not clearly tie it to the non-persistent-buffer regression. Because that acceptance overstates the evidence, I can\u2019t approve the cluster as written." + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft pair, issue:43950 / issue:44534, is well-supported by the near-identical titles and the same non-persistent-buffer regression framing. The remaining verdicts also read as cautious rather than overclaimed. Confidence is a bit high for a cluster with mostly soft-similarity evidence, but not enough to reject." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 4, "review_unit_count": 46, @@ -1295,7 +1233,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:24643", "issue:30064", @@ -1353,18 +1291,18 @@ "issue:44661|issue:45020", "issue:44991|issue:45399", "issue:43828|issue:45823", - "issue:45081|issue:45399", "issue:43827|issue:44509", + "issue:45081|issue:45399", "issue:43950|issue:45902", "issue:45020|issue:45356", "issue:43404|issue:43950", "issue:43742|issue:45399", - "issue:42915|issue:45020", "issue:43257|issue:43866", + "issue:42915|issue:45020", "issue:43638|issue:45823", "issue:43792|issue:44220", - "issue:43872|issue:44291", "issue:43940|issue:45313", + "issue:43872|issue:44291", "issue:42915|issue:43872", "issue:43854|issue:44863", "issue:41553|issue:44991", @@ -1372,8 +1310,8 @@ "issue:45759|issue:45902", "issue:36331|issue:41093", "issue:44928|issue:45588", - "issue:43872|issue:45538", "issue:41093|issue:44805", + "issue:43872|issue:45538", "issue:44530|issue:44863", "issue:41553|issue:44488", "issue:44479|issue:44560", @@ -1383,20 +1321,20 @@ "issue:44155|issue:45584", "issue:43366|issue:43531" ], - "prepared_review_unit_hash": "e4eef7719deb7a488cc9d4a6d00c018a9c8dd8c394233139434d6b812d14469b", + "prepared_review_unit_hash": "3786fc595fc970c867a105b9999cb14f38d5d67934337e1b06066c9ddad0ada8", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38555, + "serialized_chars": 38554, "estimated_input_tokens": 9639, "estimated_eval_tokens": 19534 }, @@ -1405,228 +1343,228 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: most items are unrelated model-, tokenizer-, or docs-specific issues. Only a few clear duplicate pairs stand out, notably the v5 docs/pipeline regression, the `_is_hf_initialized` / `init_empty_weights` loading regression, the identical mask-shape IndexError reports, and the Qwen3-vl video regression.", - "confidence": 0.81, - "canonical_issue_reason": "No single issue cleanly represents the entire cluster, but issue 44291 is the strongest canonical candidate among the clear duplicates because it states the generalized `_is_hf_initialized` / `init_empty_weights` regression rather than only a downstream symptom.", + "summary": "The cluster is mostly a grab-bag of unrelated bug reports. I found a few strong duplicate pairs around docs cleanup, the `_is_hf_initialized` loading regression, a repeated mask-shape IndexError, and a Qwen video-input regression; the rest do not look mergeable.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44291 is the clearest, most general statement of the `_is_hf_initialized` model-loading regression; issue:43872 is a narrower bitsandbytes manifestation of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44291 is the best overall issue to anchor deduping here: it is the most generalized and actionable report among the true duplicates, while most other items are separate bugs that should not be collapsed together.", + "best_issue_reason": "issue:44291 is the strongest anchor in the set: explicit error, clear root cause, and broad applicability across model-loading paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different failures: MPS histogram/int support in MoE vs Gemma4 PLE device placement with device_map auto." + "reason": "Different bugs: MPS histogram/int error in MoE code vs Gemma4 device placement mismatch." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Unrelated symptoms: missing Qwen2.5-VL import vs bitsandbytes/_is_hf_initialized incompatibility." + "reason": "Different failures: Qwen2.5-VL import error vs bitsandbytes `_is_hf_initialized` constructor incompatibility." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad remote_code regression is not the same bug as Gemma4 PLE device mismatch." + "reason": "Too broad and unrelated: remote_code breakage is not the same as Gemma4 PLE device mismatch." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer mapping edge case vs remote_code breakage; different code paths and fixes." + "reason": "Both are model-loading adjacent, but not the same underlying bug or code path." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression vs flash-attn fallback gating; different subsystems." + "reason": "Tokenizer loading failure vs flash-attn fallback gating; unrelated subsystems." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi-MoE is not the same as Gemma4 device mismatch." - }, - { - "left": "issue:45081", - "right": "issue:45399", - "accept": false, - "reason": "Mistral tokenizer regex crash and flash-attn fallback checks are unrelated." + "reason": "Different runtime path: autocast dtype mismatch vs Gemma4 device_map forward mismatch." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: both report stale pipeline-task references removed in v5." + "reason": "Same docs regression after v5 pipeline removals; both ask to remove stale summarization/translation pipeline references." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash vs flash-attn fallback selection; not the same issue." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Non-persistent buffer corruption on from_pretrained is a different issue from Qwen3Moe inv_freq materialization." + "reason": "Both involve buffer/materialization problems, but one is a general from_pretrained regression and the other is a specific Qwen3Moe uninitialized-memory report." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer/model regressions; no shared concrete bug." + "reason": "Different tokenizer/model-loading failures with only loose theme overlap." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "lm_head weight tying bug is unrelated to non-persistent buffer handling." + "reason": "lm_head tying bug is unrelated to non-persistent buffer corruption." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM load failure and flash-attn fallback gating are distinct problems." + "reason": "MobileLLM key error and flash-attn fallback gating are unrelated." }, { - "left": "issue:42915", - "right": "issue:45020", + "left": "issue:43257", + "right": "issue:43866", "accept": false, - "reason": "FineGrainedFP8Config failure is not the same as remote_code model breakage." + "reason": "Qwen3 MOE weight-conversion issue vs Ovis2 checkpoint corruption; different bugs." }, { - "left": "issue:43257", - "right": "issue:43866", + "left": "issue:42915", + "right": "issue:45020", "accept": false, - "reason": "Qwen3 MoE weight-conversion problem and Ovis2 checkpoint corruption are different bugs." + "reason": "FineGrainedFP8/Qwen3Moe failure is not the same as remote_code loading regressions." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "Deepspeed ZeRO-3 empty-parameter loading failure is unrelated to Gemma4 device placement." + "reason": "DeepSpeed zero3 index error in BERT training is unrelated to Gemma4 device mismatch." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Both are Whisper/audio-related, but the titles do not establish the same concrete root cause; too weak to merge." - }, - { - "left": "issue:43872", - "right": "issue:44291", - "accept": true, - "reason": "Same underlying incompatibility around `_is_hf_initialized` / `init_empty_weights`; 44291 generalizes the bitsandbytes symptom." + "reason": "Both are Whisper/audio-related, but the titles do not clearly point to the same concrete bug." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both mention DeepSpeed weight-loading issues, but they target different Qwen variants and do not clearly share one code-path bug." + "reason": "Both are ZeRO-3 loading failures for Qwen models, but the affected models and symptoms differ too much to merge confidently." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` TypeError during model loading; 44291 states the general regression, 43872 is a specific bitsandbytes manifestation." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "FP8 config failure and bitsandbytes/_is_hf_initialized incompatibility are unrelated." + "reason": "Different causes: FP8 config failure vs `_is_hf_initialized` constructor incompatibility." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for different architectures." + "reason": "Different model-loading failures for different architectures; no shared concrete bug." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Bad error message for Voxtral tokenization is not the same as the est-roberta tokenizer failure." + "reason": "Bad error message for Voxtral tokenizer loading is not the same as est-roberta tokenizer load failure." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Qwen3 MoE weight-conversion issue and DeepSpeed GAS gradient averaging regression are separate training bugs." + "reason": "Qwen3 MOE weight conversion under DeepSpeed is unrelated to GAS gradient averaging with loss kwargs." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite config unwrapping issue is unrelated to Qwen3Moe rotary embedding materialization." + "reason": "Composite config unwrapping bug vs uninitialized rotary-embedding memory; different code paths." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "CustomTrainer kwarg mismatch and mask-shape IndexError are different training failures." + "reason": "Different training API mismatch vs mask/tensor shape IndexError." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF NaN/SDPA fallback issue is unrelated to flash_attention.py s_aux=None crash." - }, - { - "left": "issue:43872", - "right": "issue:45538", - "accept": false, - "reason": "bitsandbytes/init_empty_weights incompatibility is unrelated to CLIPTokenizer max length." + "reason": "RLHF NaNs from SDPA/BF16 fallback is unrelated to flash_attention `s_aux=None` crash." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same generic mask-shape IndexError pattern; these look like duplicate reports of the same underlying indexing bug." + "reason": "Same mask-vs-tensor shape mismatch IndexError; 44805 looks like the same bug with generalized placeholders." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "`_is_hf_initialized` loading regression is unrelated to CLIPTokenizer max length handling." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Qwen3.5 paged attention group-type crash is unrelated to NemotronH checkpoint loading." + "reason": "PagedAttention group-type crash and NemotronH checkpoint loading are different failures." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer-load failures for different models." + "reason": "Tokenizer error-message quality issue vs a concrete tokenizer load failure; not the same bug." }, { "left": "issue:44479", "right": "issue:44560", "accept": true, - "reason": "Both describe the same Qwen video-input regression around 5.3.0, with 44560 as a specific instance of the broader issue." + "reason": "Both describe the same 5.3.0 Qwen video-input regression/StopIteration family in the video preprocessing path." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-shape error and void segmentation map processing are unrelated." + "reason": "DeepSpeed training weight-shape error vs image processor segmentation-map handling; unrelated." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and Phi-MoE autocast dtype mismatch are different problems." + "reason": "GGUF architecture support and autocast dtype mismatch are unrelated." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug and Gemma4 PLE device mismatch are separate forward-path issues." + "reason": "Both are Gemma4, but one is FSDP2 shared_kv_states logic and the other is device_map auto placement." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 token/embedding leakage and Whisper empty-transcription handling are unrelated." + "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription handling are different bugs." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "GGUF/gpt-oss support vs Qwen3-MoE sliding-window behavior; no shared concrete code-path problem." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative about unrelated issues. The accepted duplicates are well-supported by their titles and descriptions: 43827/44509, 43872/44291, 41093/44805, and 44479/44560. The rejected soft edges also read as appropriately cautious rather than overstated. " + "feedback": "The summary stays within the packet evidence and the accepted/rejected pairs are conservative. The duplicated docs, `_is_hf_initialized`, mask-shape, and Qwen video-regression pairs are plausibly same-bug matches, while the rejects avoid over-connecting only loosely related issues." }, "evaluator_used": true, "retried": false, @@ -1636,7 +1574,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 5, "review_unit_count": 46, @@ -1645,7 +1583,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:36010", "issue:38175", @@ -1700,14 +1638,14 @@ "issue:43950|issue:45834", "issue:43550|issue:44910", "issue:44560|issue:45685", - "issue:43824|issue:43957", "issue:43645|issue:43646", + "issue:43824|issue:43957", "issue:43366|issue:44589", "issue:42915|issue:43957", "issue:42617|issue:43366", "issue:44560|issue:44918", - "issue:36010|issue:42915", "issue:44661|issue:45823", + "issue:36010|issue:42915", "issue:38175|issue:43994", "issue:43632|issue:45834", "issue:44560|issue:44805", @@ -1727,259 +1665,259 @@ "issue:43708|issue:44075", "issue:43854|issue:43931", "issue:42491|issue:45276", - "issue:42915|issue:44756", "issue:43257|issue:43854", + "issue:42915|issue:44756", "issue:42491|issue:43931", "issue:39692|issue:43994" ], - "prepared_review_unit_hash": "369348f6034820a322d4a9b61b7c71daaf71a21f13d252c9be27aa5ff00c4519", + "prepared_review_unit_hash": "0076ef3ba59e20efd60015d22ed2c1a596cad61c77a3ea2f04f4f4c13f5f794d", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37802, - "estimated_input_tokens": 9451, - "estimated_eval_tokens": 19158 + "serialized_chars": 37806, + "estimated_input_tokens": 9452, + "estimated_eval_tokens": 19160 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly distinct Transformers v5/model-loading regressions; only a few soft pairs are true duplicates, chiefly around non-persistent buffers, custom model init, and SigLIP2 bad outputs.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43950 is the clearest root-cause report of the broad v5 regression in `from_pretrained` buffer handling (`register_buffer(persistent=False)`), which also matches the duplicate buffer-corruption reports.", + "summary": "The cluster is mostly heterogeneous. 43644/44534 is the clear duplicate pair around the non-persistent buffer regression, and 43645/43646 is the other defensible soft duplicate. The SigLIP2 pair 38175/43994 is too weakly supported and should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue 43644 is the clearest concrete regression report for the non-persistent-buffer corruption bug, and issue 44534 is an exact near-duplicate of that failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "It has the most actionable and general bug statement in the cluster, and it describes a reusable loading-path regression rather than a model-specific symptom.", + "best_issue_reason": "issue 43644 is the strongest canonical issue because it is specific, well-scoped, and directly duplicated by 44534.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Buffer corruption during loading and a Kosmos2.5 OCR index error are unrelated failure modes." + "reason": "Different bugs: non-persistent buffer corruption vs. Kosmos2.5 OCR index error." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Both involve attention/kernel failures, but they affect different models and code paths with different symptoms." + "reason": "Different models and different failure modes; the shared attention/runtime theme is too broad." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-VL video StopIteration and an MPS int-histogram limitation are unrelated bugs." - }, - { - "left": "issue:43824", - "right": "issue:43957", - "accept": false, - "reason": "Importing Qwen2.5-VL and meta-device loading breakage are different model-loading issues." + "reason": "Unrelated errors: video StopIteration vs. MPS histogram not implemented for Int." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Both report the same Transformers v5 regression breaking custom model initialization; the notebook detail is just a context variant." + "reason": "Same underlying regression: Transformers 5.0 breaks custom model initialization, with notebook-specific wording in one report." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Specific ImportError for one class is not the same bug as generic meta-device loading breakage." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF gpt-oss support and Float8 storage lookup failure are unrelated." + "reason": "Different code paths and symptoms; no shared underlying bug is evident." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failure and meta-device loading issues do not share the same underlying bug." + "reason": "Both are load failures, but they affect different models and mechanisms." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to GGUF architecture support." + "reason": "No concrete overlap beyond being transformer-related issues." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Video StopIteration and TRL embedding unpacking are different Qwen3-VL/QLora training failures." + "reason": "Different failures in different model paths; not enough to treat as the same bug." }, { - "left": "issue:36010", - "right": "issue:42915", + "left": "issue:44661", + "right": "issue:45823", "accept": false, - "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated." + "reason": "Tokenizer-mapping behavior is unrelated to Gemma4 PLE device mismatch." }, { - "left": "issue:44661", - "right": "issue:45823", + "left": "issue:36010", + "right": "issue:42915", "accept": false, - "reason": "Tokenizer mapping/model registration bug and Gemma4 device mismatch are separate issues." + "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading are unrelated problems." }, { "left": "issue:38175", "right": "issue:43994", - "accept": true, - "reason": "Both describe the same SigLIP2 model producing wrong/degenerate outputs; the later issue is a broader symptom report." + "accept": false, + "reason": "Same model family, but only vague wrong-output symptoms are shown; not enough evidence of the same underlying bug." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized regression and Kosmos2.5 OCR index error are unrelated." + "reason": "Different regressions: _is_hf_initialized flag behavior vs. Kosmos2.5 OCR indexing." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "These are different runtime errors with no shared concrete code path." + "reason": "Distinct tensor-path failures with no clear shared root cause." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Strict config validation for granite_speech and tiny-random glm4v config loading are different problems." + "reason": "Similar config-validation wording, but different models and different actual failures." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed ZeRO-3 Bert indexing failure and add-new-model-like tokenizer mapping failure are unrelated." + "reason": "DeepSpeed zero3/Bert indexing is unrelated to add-new-model-like tokenizer mapping." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Zero3/BertModel indexing failure is not the same bug as tokenizer mapping registration." + "reason": "Different failures: zero3/BertModel indexing vs. model-mapping logic." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping registration and mask-shape mismatch are different bugs." + "reason": "No overlap beyond both being transformer bugs." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "gpu+cpu offload loading failure and mmap OOM on Strix Halo are memory-related but not the same defect." + "reason": "Both are loading/memory related, but the concrete bug mechanisms differ." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "These are the same v5 non-persistent-buffer corruption regression, just worded slightly differently." + "reason": "Exact duplicate regression: both describe v5 filling non-persistent buffers with junk." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both mention SigLIP2, but one is wrong outputs and the other is documentation/example errors with model/processor mismatch." + "reason": "Docs example/model-processor mismatch and quantization failure are not the same as the wrong-output report." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention failures are model-specific and different." + "reason": "Different Qwen3.5 failures with different triggers and symptoms." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3_moe LoRA compatibility and BitNet packed-weight unpacking are separate accelerate-loading problems." + "reason": "Different loading bugs: Qwen3 MoE LoRA compatibility vs. packed-weight unpacking." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "ZeRO-3 weight loading for language_model and save_pretrained visual-key regression are unrelated." + "reason": "Both concern Qwen3.5, but the failure modes are different: ZeRO-3 loading vs. save_pretrained key corruption." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Tokenizer pre-tokenizer override bug and Granite token-ID regression are different tokenizer issues." + "reason": "Tokenizer regressions affecting different model families and different mechanisms." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "They are similar Scandinavian BERT load failures, but not clearly the same underlying bug from the available evidence." + "reason": "Likely related class of load failures, but not enough evidence that they are the same bug." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Qwen3 device-mapping assert and Qwen3Moe FP8 failure are distinct regressions." + "reason": "Different Qwen3 failures with different symptoms and likely different causes." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Checkpoint max_steps recalculation and SGD args being ignored are unrelated trainer/optimizer bugs." + "reason": "Trainer checkpoint math and SGD argument handling are unrelated." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "GLM-4.7-Flash test loading failure and Qwen3-VL weight-shape mismatch are different model-loading issues." + "reason": "Different model-loading failures with no shared concrete mechanism." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3_moe LoRA compatibility and Gemma4 resize_token_embeddings behavior are unrelated." + "reason": "Qwen3 MoE LoRA compatibility is unrelated to Gemma4 embedding resizing." }, { - "left": "issue:42915", - "right": "issue:44756", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "Qwen3Moe FP8 and Strix Halo mmap OOM are different problems." + "reason": "Different models and different loading paths." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:42915", + "right": "issue:44756", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed and GLM-4.7-Flash loading are unrelated." + "reason": "FP8 load failure and mmap/OOM tuning are different issues." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "LoRA compatibility regression and Qwen3-VL weight mismatch are different bugs." + "reason": "Both are Qwen3-related, but the specific bugs are different." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "SigLIP2 documentation example issues and wrong inference outputs are related only by model family, not clearly the same bug." + "reason": "Docs/example errors are not the same bug as the runtime wrong-output report." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The clustering is conservative and well grounded in the packet. The three accepted soft pairs are reasonably supported by the titles and descriptions: non-persistent buffer junk (43644/44534), custom model initialization / notebook variant (43645/43646), and SigLIP2 wrong outputs (38175/43994). The rejected pairs are mostly framed cautiously as related but not clearly the same bug, which matches the available evidence. One small note: phrases like \"root-cause report\" for issue 43950 are a bit stronger than the packet alone proves, but not enough to invalidate the overall summary." + "accept": false, + "feedback": "The canonical 43644/44534 duplicate looks well grounded, and most non-matches are conservatively rejected. However, the accepted 38175/43994 pair overstates the evidence: the packet only shows same model family and vague wrong-output symptoms, not enough to conclude the same underlying bug. Because at least one soft-edge accept is not sufficiently conservative, I would reject this review." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 6, "review_unit_count": 46, @@ -1988,7 +1926,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:36010", "issue:39404", @@ -2053,9 +1991,9 @@ "issue:44164|issue:44291", "issue:41720|issue:44155", "issue:44402|issue:44488", - "issue:43425|issue:43957", "issue:39692|issue:44960", "issue:42947|issue:45704", + "issue:43425|issue:43957", "issue:43873|issue:44387", "issue:43335|issue:45663", "issue:45663|issue:45759", @@ -2066,8 +2004,8 @@ "issue:43854|issue:45216", "issue:44292|issue:44912", "issue:42947|issue:43381", - "issue:43957|issue:44756", "issue:44743|issue:44960", + "issue:43957|issue:44756", "issue:45276|issue:45292", "issue:45684|issue:45698", "issue:43381|issue:44928", @@ -2075,20 +2013,20 @@ "issue:44164|issue:44756", "issue:43646|issue:43708" ], - "prepared_review_unit_hash": "bf184a20eebd6e98d2902e7bbadfe4aad681027a72fadfad4ea0782907f8a7d4", + "prepared_review_unit_hash": "cc25c6130cefd8e016ef27c97a517570860e29a04d0132484dd92bce89ab82e1", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38089, + "serialized_chars": 38091, "estimated_input_tokens": 9523, "estimated_eval_tokens": 19302 }, @@ -2097,216 +2035,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a collection of distinct Transformers regressions that only share broad themes like loading, quantization, checkpointing, or embedding resize behavior. I did not find a true duplicate pair with enough evidence to merge.", - "confidence": 0.66, - "canonical_issue_reason": "No item is a clear duplicate hub; issue 45292 is the broadest, least model-specific resize_token_embeddings regression, so it is the best representative.", + "summary": "This is a loose cluster of mostly unrelated Transformers regressions. A few items are thematically close around custom-model save/load and initialization in Transformers 5.x, but none of the soft pairs look like true duplicates under a strict triage standard.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43646 is the broadest umbrella for the cluster\u2019s recurring Transformers 5.x custom-model initialization/load regressions, and is the best single issue to anchor a mixed cluster like this.", "canonical_pr_reason": null, - "best_issue_reason": "45292 is the most generic and reusable bug report in the set, making it the least arbitrary representative for the cluster.", + "best_issue_reason": "43646 is the most representative issue if you need one tracker for the cluster: it captures the general custom-model init breakage that overlaps with several nearby save/load reports, even though the rest of the cluster is mostly separate bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory/quantization, but one is Qwen3 MoE training inefficiency and the other is offloading failure; different bugs." + "reason": "Both are memory-related, but one is Qwen3 MoE training memory usage and the other is quantization/offload behavior; different bugs." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading regressions, but for different models and different failure modes." + "reason": "Different models and different failure modes; one is a specific model load issue, the other is a tokenizer regression for a different model." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Shared Transformers 5.0 context, but one is non-persistent buffers and the other is Jupyter custom-model init; not the same bug." + "reason": "Same Transformers 5.x theme, but one is junk non-persistent buffers and the other is notebook custom-model initialization; not the same bug." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different models and different code paths: Qwen chat crash vs Gemma4Processor missing _tokenizer." + "reason": "Both are model-serving/chat crashes, but they involve different models and different code paths." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is training inefficiency and the other is int4 reserved-memory OOM; not the same underlying issue." + "reason": "Both mention memory, but one is training efficiency and the other is int4 reserved-memory OOM; separate regressions." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both involve flash attention, but one is Qwen3.5 packed-sequence misparse and the other is s_aux=None AttributeError." + "reason": "Both hit flash_attention code, but the failures differ: packed 3D position_ids misinterpretation vs s_aux=None AttributeError." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA/qwen3_moe version-compatibility issue vs generic resize_token_embeddings propagation bug; unrelated root causes." + "reason": "LoRA/qwen3_moe compatibility and resize_token_embeddings are unrelated bugs." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Import error for GenerationMixin vs Whisper pipeline return_language regression; different artifacts and failures." + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language regression." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Both are resize_token_embeddings bugs, but they affect different model families and different submodules." + "reason": "Both are resize_token_embeddings symptoms, but they affect different model implementations and different embedding targets; not enough to call duplicate." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both concern untied lm_head weights, but in different models and likely different tie-weight paths." + "reason": "Both concern untied lm_head weights, but they are model-specific reports with no evidence of the same underlying code-path." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "save/from_pretrained extra_state handling vs init_empty_weights argument mismatch; different loading mechanisms." + "reason": "save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized are different load/init regressions." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 device-mapping crash vs AudioFlamingo3 batch contamination; no shared underlying bug." + "reason": "Auto device mapping CUDA assert and AudioFlamingo3 track leakage are unrelated inference bugs." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both tokenizer-related, but one is vocab-size inconsistency and the other is model loading failure." - }, - { - "left": "issue:43425", - "right": "issue:43957", - "accept": false, - "reason": "Torch 2.10 compatibility vs meta-device loading regression; different incompatibilities." + "reason": "Both touch tokenizer/vocab edge cases, but they are about different models and different symptoms." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Documentation example errors vs a generic GLM5 issue; no same code-path bug." + "reason": "Documentation example errors are not the same as the GLM5 issue." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/PEFT issue vs T5 apex RMSNorm leak; unrelated." + "reason": "Gradient checkpointing with PEFT LoRA and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility is separate from meta-device model loading failures." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both mention quantization and memory, but one is offloading behavior and the other is OOM from reserved memory." + "reason": "Quantization offload behavior and int4 reserved-memory OOM are different bugs." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Gemma4 FSDP2 shared_kv_states error; different systems." + "reason": "Sparse-layer config creation and Gemma4 FSDP2 attention state rebuilding are unrelated." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 KeyError vs Qwen multimodal from_config text_config unwrapping; unrelated." + "reason": "Gemma4 FSDP2 attention state and Qwen3.5 multimodal config unwrapping are different code paths." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different Qwen/Gemma code paths; one is FSDP2 state rebuild, the other CPU-offload rotary embedding incompatibility." + "reason": "Gemma4 attention/FSDP2 and Qwen3_5Moe rotary embedding offload are distinct issues." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights constructor mismatch vs mmap OOM workaround; not the same bug." + "reason": "Unexpected _is_hf_initialized argument and Strix Halo mmap OOM are unrelated." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 track leakage vs Gemma4 device mismatch under auto device_map; different failures." + "reason": "AudioFlamingo3 batched inference leakage and Gemma4 PLE device mismatch are different bugs." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both are memory/OOM reports, but one is quantization-related reserved memory and the other is Strix Halo mmap behavior." + "reason": "Both are memory-related, but reserved CUDA memory under int4 and mmap OOM are not the same failure." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Model load failure in unit tests vs save_pretrained checkpoint regression; different directions of the pipeline." + "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 save_pretrained regression are separate issues." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantized models and different symptoms: load error vs bf16 fallback." + "reason": "Different quantization formats, different models, and different outcomes." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Gradient checkpointing in PEFT vs gradient checkpointing in eval mode; distinct conditions and fixes." + "reason": "Checkpointing ineffective with PEFT LoRA is not the same as checkpointing being disallowed in eval mode." }, { - "left": "issue:43957", - "right": "issue:44756", + "left": "issue:44743", + "right": "issue:44960", "accept": false, - "reason": "meta-device loading regression vs mmap/OOM workaround; different code paths." + "reason": "Qwen3 modular recurrent-state reset and GLM5 are unrelated." }, { - "left": "issue:44743", - "right": "issue:44960", + "left": "issue:43957", + "right": "issue:44756", "accept": false, - "reason": "Qwen3_5 recurrent-state reset bug vs generic GLM5 issue; not the same bug." + "reason": "Meta-device loading regression and mmap OOM on Strix Halo are different problems." }, { "left": "issue:45276", "right": "issue:45292", "accept": false, - "reason": "Same general resize_token_embeddings theme, but the affected submodules and model scope differ enough that this is not a confirmed duplicate." + "reason": "Both are resize_token_embeddings reports, but they affect different model internals and look like separate model-specific bugs." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load custom models, but one is permissions propagation and the other is wrong module loading." + "reason": "Both concern save_pretrained/from_pretrained for custom models, but one is about permissions and the other about loading the wrong module." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Checkpointing eval-mode issue vs RLHF NaN from 3D position_ids and SDPA fallback; unrelated." + "reason": "Gradient checkpointing in eval mode and RLHF NaNs from 3D position_ids are unrelated." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 state bug vs Qwen3_5Moe rotary embedding uninitialized-memory bug; different code paths." + "reason": "Different models and different mechanisms: Gemma4 FSDP2 attention state vs Qwen3_5Moe rotary embedding materialization." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state issue vs Strix Halo mmap OOM; not the same underlying defect." + "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM are unrelated." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model init regression vs Trainer resume_from_checkpoint max_steps miscalculation; unrelated." + "reason": "Custom model initialization breakage and Trainer resume max_steps miscalculation are different subsystems and different bugs." } ] }, @@ -2319,7 +2257,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 7, "review_unit_count": 46, @@ -2328,7 +2266,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:36032", "issue:39404", @@ -2383,13 +2321,13 @@ "issue:44479|issue:44877", "issue:45588|issue:45663", "issue:45292|issue:45335", - "issue:43645|issue:44164", "issue:43257|issue:44863", + "issue:43645|issue:44164", "issue:44402|issue:44451", "issue:43828|issue:43957", "issue:43425|issue:43828", - "issue:44589|issue:44756", "issue:39404|issue:45701", + "issue:44589|issue:44756", "issue:44683|issue:45823", "issue:43931|issue:44863", "issue:43906|issue:44530", @@ -2401,33 +2339,33 @@ "issue:39404|issue:44912", "issue:44265|issue:44898", "issue:43299|issue:43931", - "issue:44479|issue:44805", "issue:43994|issue:44079", + "issue:44479|issue:44805", "issue:45005|issue:45902", "issue:39404|issue:44671", - "issue:44589|issue:45084", "issue:40990|issue:42947", - "issue:43425|issue:44918", "issue:44671|issue:44991", + "issue:44589|issue:45084", + "issue:43425|issue:44918", "issue:44164|issue:45759", "issue:43596|issue:44683", "issue:36032|issue:43452", "issue:43856|issue:44756" ], - "prepared_review_unit_hash": "f0f5c5b12c71ece7d9c1c71e3e52b7af2a6b7a8a0d09e3912a79fc1b59575646", + "prepared_review_unit_hash": "057cdc226e3dacd40654861fb8f601c857c29d39903fb1d9a068041fd3484171", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37610, + "serialized_chars": 37609, "estimated_input_tokens": 9403, "estimated_eval_tokens": 19062 }, @@ -2436,216 +2374,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only clear duplicate-like pair is the resize_token_embeddings bug, where one report is the generic form and the other is a t5gemma-specific instance.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45292 is the broader, more canonical report; 45335 is a model-specific manifestation of the same resize_token_embeddings not propagating to output/decoder embeddings.", + "summary": "This set is mostly heterogeneous. I only see one clear duplicate-style pair: the two resize_token_embeddings reports. Most other pairs share only broad themes like v5 loading regressions, model-specific dtype issues, or docs drift, which is not enough to merge them as the same bug.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43611 is the broadest representative of the cluster\u2019s dominant theme: a Transformers v5 model-loading regression. Several other reports are narrower, model-specific load failures, so this is the best single issue to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 best represents the duplicate pair because it states the underlying bug more generally and is likely the better anchor for triage.", + "best_issue_reason": "issue:43611 is the clearest overall representative of the main failure pattern in this set: v5 breaking model loading across different models/configurations.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different failures: video-input regression in Qwen VL models vs strict config blocking granite_speech loading." + "reason": "Both are v5-era regressions, but one is a video-input bug for Qwen VL models and the other is a Granite Speech config-loading issue; different code paths." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Unrelated code paths: flash_attention s_aux handling vs Gemma4 FSDP2 shared_kv_states reconstruction." + "reason": "Flash-attention crash on sink-less models is unrelated to the Gemma4 FSDP2 shared_kv_states KeyError." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying bug: resize_token_embeddings not updating downstream embeddings; 45335 is the t5gemma-specific instance." + "reason": "Same underlying resize_token_embeddings bug: the generic output_embeddings report matches the t5gemma decoder.embed_tokens symptom." }, { - "left": "issue:43645", - "right": "issue:44164", + "left": "issue:43257", + "right": "issue:44863", "accept": false, - "reason": "Custom-model initialization in notebooks is not the same as save/from_pretrained handling extra_state." + "reason": "Different load failures: Qwen3 MoE conversion under accelerate/deepspeed vs NemotronH checkpoint loading." }, { - "left": "issue:43257", - "right": "issue:44863", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "Both are loading issues, but for different architectures and different root causes." + "reason": "Custom-model initialization in Jupyter notebooks is a different bug from save/from_pretrained handling extra_state." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both involve tokenizer/model loading, but the titles point to different models and no shared concrete bug." + "reason": "The first is a tokenizer vocab-size mismatch; the second is a generic ScandiBERT load failure with no clear evidence it shares the same root cause." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Different mismatch scenarios: autocast dtype error vs meta-device loading failure." + "reason": "Autocast dtype mismatch and meta-device loading breakage are different symptoms and likely different fixes." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version compatibility is too broad to equate with a specific autocast dtype mismatch bug." + "reason": "Torch 2.10 incompatibility is too broad and unrelated to the specific autocast dtype mismatch bug." }, { - "left": "issue:44589", - "right": "issue:44756", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to disabling mmap for OOM on Strix Halo." + "reason": "Whisper pipeline return_language regression is not the same as a general tokenization-behavior change report." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:44589", + "right": "issue:44756", "accept": false, - "reason": "Whisper pipeline return_language regression is not the same as a general tokenization change report." + "reason": "Missing Float8 storage and disabling mmap on Strix Halo for OOM are unrelated issues." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device_map mismatch are different problems." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different failures." }, { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Qwen3-VL shape mismatch and NemotronH checkpoint-loading failure are distinct model-loading bugs." + "reason": "Qwen3-VL shape-mismatch loading and NemotronH checkpoint loading are distinct model families and bugs." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "The isolated reproduction of another issue is not the same as the Qwen3.5 PagedAttentionCache crash." + "reason": "An isolated reproduction of another issue is not the same bug as the Qwen3.5 PagedAttentionCache linear_attention crash." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "base_model_prefix loading regression and notebook-defined custom model initialization are separate failures." - }, - { - "left": "issue:43425", - "right": "issue:45823", - "accept": false, - "reason": "Torch 2.10 incompatibility is too broad and not the same as Gemma4 PLE device mismatch." + "reason": "Both are v5 regressions, but one is base_model_prefix loading behavior and the other is custom-model initialization in notebooks." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to a compiler/template-node TypeError." + "reason": "PagedAttentionCache linear_attention crash and non-template-node compile failure are different code-path problems." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch version incompatibility is not the same as a Mistral-3 image preprocessor dtype mismatch." + "reason": "A torch version incompatibility report is not the same as a Mistral-3 image-preprocessor dtype mismatch." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but one is about return_all_scores and the other about removed pipeline tasks." + "reason": "Both are docs issues, but they cover different removed/renamed pipeline APIs and should not be merged as one bug." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline language return regression and MXFP4 fallback behavior are different issues." + "reason": "Whisper pipeline behavior and gpt-oss MXFP4 quantization fallback are unrelated." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failures with torch_compilable_check are unrelated to Perceiver non-default resolution handling." + "reason": "torch.export / torch_compilable_check failure is unrelated to Perceiver non-default-resolution interpolation." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both concern Qwen3-VL models, but one is a v5 regression and the other is a checkpoint shape mismatch." + "reason": "Both involve Qwen3-VL loading, but one is a MoE-model regression and the other is a weight-shape mismatch; not clearly the same concrete bug." }, { - "left": "issue:44479", - "right": "issue:44805", + "left": "issue:45005", + "right": "issue:45902", "accept": false, - "reason": "Video-input regression and mask/index shape mismatch are different concrete failures." + "reason": "Tied-weights translation-model issues and the Qwen3_5Moe rotary-embedding memory bug are unrelated." }, { - "left": "issue:43994", - "right": "issue:44079", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "Incorrect SigLIP2 outputs and ModelOutput key assignment are separate bugs." + "reason": "Handling extra_state in save/from_pretrained is a different bug from not unwrapping text_config in AutoModelForCausalLM.from_config." }, { - "left": "issue:45005", - "right": "issue:45902", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "Tied-weights loading and uninitialized-memory after to_empty are different model/materialization problems." + "reason": "deepspeed zero3/BertModel index error is unrelated to compiled flex_attention failing on torch>=2.9." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "Whisper pipeline behavior and CamemBERT masked LM predictions are unrelated." + "reason": "T5 tokenizer add_special_tokens conflict and gguf_file failures in from_pretrained are different loading bugs." }, { - "left": "issue:44589", - "right": "issue:45084", + "left": "issue:43856", + "right": "issue:44756", "accept": false, - "reason": "Missing Float8 storage and non-template-node compilation errors do not share the same root cause." + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are unrelated performance/memory issues." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on gpt-oss-20b is not the same as gradient checkpointing being ineffective with LoRA." - }, - { - "left": "issue:43425", - "right": "issue:44918", - "accept": false, - "reason": "General Torch incompatibility does not match the Qwen3.5 SFT unpacking failure." + "reason": "High perplexity on a model-eval benchmark is not the same bug as gradient checkpointing being ineffective with PEFT LoRA." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT prediction quality and tokenizer loading for est-roberta are different problems." - }, - { - "left": "issue:44164", - "right": "issue:45759", - "accept": false, - "reason": "extra_state save/load handling is unrelated to from_config not unwrapping text_config." + "reason": "CamemBERT masked-LM prediction errors and tokenizer-load failure for EMBEDDIA/est-roberta are different model-specific problems." }, { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "Zero3/BertModel index error is unrelated to flex_attention compilation on newer torch." + "reason": "These are different failures: one is a missing Float8 storage type, the other is a compilation error for non-template nodes." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:43425", + "right": "issue:44918", "accept": false, - "reason": "T5Tokenizer special-method conflict and gguf_file loading breaks are different tokenizer/model-loading bugs." + "reason": "Torch 2.10 incompatibility and Qwen3.5 SFT embedding unpacking are unrelated." }, { - "left": "issue:43856", - "right": "issue:44756", + "left": "issue:44479", + "right": "issue:44805", "accept": false, - "reason": "Qwen3 MoE training memory usage and disabling mmap for Strix Halo OOM are not the same bug." + "reason": "A video-input regression and a mask/tensor shape mismatch are not the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted pair, issue:45292 and issue:45335, is plausibly the same resize_token_embeddings bug affecting different downstream embeddings, and the rest of the pairwise rejections do not overclaim shared root causes." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, `issue:45292` / `issue:45335`, is a plausible duplicate-style resize_token_embeddings bug. The other rejections are appropriately cautious given the differing model families, code paths, or problem types." }, "evaluator_used": true, "retried": false, @@ -2655,7 +2575,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 8, "review_unit_count": 46, @@ -2664,7 +2584,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:32090", "issue:34567", @@ -2726,272 +2646,269 @@ "issue:40990|issue:43421", "issue:43611|issue:43644", "issue:44488|issue:44987", - "issue:43716|issue:45084", "issue:44206|issue:44220", + "issue:43716|issue:45084", "issue:43643|issue:44530", "issue:43883|issue:44488", "issue:34567|issue:40444", - "issue:36032|issue:42915", "issue:44811|issue:45584", "issue:43644|issue:43646", - "issue:43541|issue:45084", - "issue:44451|issue:44987", + "issue:36032|issue:42915", "issue:43452|issue:43482", + "issue:44451|issue:44987", + "issue:43541|issue:45084", "issue:42915|issue:44530", "issue:44849|issue:45325", "issue:43317|issue:43482", "issue:36032|issue:43645", - "issue:44987|issue:44991", "issue:43404|issue:44466", - "issue:45084|issue:45507", + "issue:44987|issue:44991", "issue:43883|issue:44991", "issue:43262|issue:43377", + "issue:45084|issue:45507", "issue:43646|issue:44534", "issue:43994|issue:44610", "issue:43645|issue:44534" ], - "prepared_review_unit_hash": "18f68080e309d48de7e48a3db55d59750bedacef0acd21018dd589c70fea169f", + "prepared_review_unit_hash": "16279dedaae2e64e864f679608b7e9fbeea5056ba36d198d3b711edddfd07941", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37700, - "estimated_input_tokens": 9425, - "estimated_eval_tokens": 19106 + "serialized_chars": 37696, + "estimated_input_tokens": 9424, + "estimated_eval_tokens": 19104 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A heterogeneous set of issues with a few topical clusters; the strongest duplicate-like pairings are around custom-model initialization in v5 and GGUF loading regressions. Most other items appear to be distinct bugs in different models or code paths.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 43646 is the best canonical issue because it uses the broadest framing of the v5 custom-model initialization regression, which cleanly covers the paired buffer-junk report.", + "summary": "Mostly unrelated issue set; the only clear duplicate is the Transformers v5/non-persistent buffers regression. No PRs are present.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43644 is the clearest representative of the duplicate pair: it precisely describes the v5 regression where non-persistent buffers are filled with junk, and issue:44534 is the same bug phrased more generally.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best representative overall because it captures the broad custom-model initialization regression, making it a good umbrella for the closest duplicate-like subcluster.", + "best_issue_reason": "issue:43644 is the best canonical anchor because it is specific, well-scoped, and directly matches the near-identical later report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Different subsystems and failures: Trainer GPU broadcast NoneType error vs Whisper pipeline return_language behavior." + "reason": "Different failures: Trainer GPU broadcast NoneType error vs Whisper pipeline return_language regression." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading problems, but they involve different models and different failure modes." + "reason": "Both involve tokenizer/model loading, but the concrete bugs differ: tokenizer loading for est-roberta vs Mistral regex patching on a backend_tokenizer attribute." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both mention offload/device behavior, but they are different models and distinct code paths." + "reason": "Both are device/offload related, but they affect different models and code paths (XLNet positional encoding vs Qwen3.5 MoE rotary embedding)." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Unrelated regressions: save/from_pretrained extra_state handling vs video-input processing for Qwen VL models." + "reason": "Unrelated areas: save/from_pretrained extra_state handling vs a video input regression for Qwen multimodal models." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Different regressions: Apple Silicon allocator warmup TypeError vs _is_hf_initialized flag breakage." + "reason": "Different bugs: Apple Silicon caching_allocator warmup TypeError vs `_is_hf_initialized` flag breakage in v5." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Shared Mistral/tokenizer theme is too broad; the concrete failure modes differ." + "reason": "Both mention loading failures, but one is a model-loading problem and the other is a tokenizer regex patch crash." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Unrelated areas: tokenizer mapping handling vs compiled flex_attention on torch >= 2.9." + "reason": "Different mechanisms: TOKENIZER_MAPPING_NAMES handling vs compiled flex_attention on torch >= 2.9." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity/LM evaluation problem vs tokenizer post-processor update bug; no shared code path." + "reason": "Perplexity issue vs runtime special-token post-processor update bug; same tokenizer/theme but not the same bug." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but they describe different concrete bugs." + "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer serialization." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures, but they concern different models and likely different loader regressions." + "reason": "Both are model-loading failures, but they target different models and likely different regressions." }, { - "left": "issue:43716", - "right": "issue:45084", + "left": "issue:44206", + "right": "issue:44220", "accept": false, - "reason": "Different bugs: image preprocessor/model dtype mismatch vs template-node compilation error." + "reason": "Both are audio-related feature extraction issues, but the concrete failures differ (`center` arg regression vs `_torch_extract_fbank_features()`)." }, { - "left": "issue:44206", - "right": "issue:44220", + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "Both touch audio feature extraction, but the titles indicate different failure points." + "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs a template compilation TypeError." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Different behaviors: AutoConfig trust_remote_code field loss vs PagedAttentionCache linear_attention crash." + "reason": "Missing fields in AutoConfig with trust_remote_code is unrelated to PagedAttentionCache/linear_attention failures." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Different problems: missing all_tied_weights_keys on a model class vs a specific tokenizer/model loading failure." + "reason": "Different problems: missing `all_tied_weights_keys` on Molmo vs tokenizer loading failure for a specific model." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting vs multi-image IterableDataset finetuning failure are unrelated." - }, - { - "left": "issue:36032", - "right": "issue:42915", - "accept": false, - "reason": "Tokenizer special-token conflict vs FineGrainedFP8Config failure on Qwen3Moe; different code paths." + "reason": "TrainerState token counting bug vs Qwen2.5-VL iterable dataset with multiple images; no shared code-path." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both Whisper-related, but batch_decode skip_special_tokens and empty-transcription after align_special_tokens are distinct symptoms." + "reason": "Whisper token decoding ignores skip_special_tokens vs empty-transcription failure after align_special_tokens; related area but distinct symptoms/code paths." }, { "left": "issue:43644", "right": "issue:43646", - "accept": true, - "reason": "These look like the same v5 custom-model initialization regression: 43644 is a specific symptom, while 43646 is the broader failure report." + "accept": false, + "reason": "Close in wording, but 43646 is a broader custom-model initialization break while 43644 is specifically non-persistent buffer serialization; not clearly the same bug." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict vs FineGrainedFP8Config failure on Qwen3Moe; different components entirely." + }, + { + "left": "issue:43452", + "right": "issue:43482", "accept": false, - "reason": "Different failures in different paths: torch dynamo grouped_mm tracing vs template-node compilation." + "reason": "Both mention GGUF/loading, but one is a generic gguf_file break in AutoTokenizer/AutoModel loading and the other is a specific Qwen2.5-GGUF v5 failure; not clearly the same defect." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Separate model-loading failures for different checkpoints." + "reason": "Two different model-loading failures for different repositories; no evidence they share the same underlying bug." }, { - "left": "issue:43452", - "right": "issue:43482", - "accept": true, - "reason": "Both point to the same GGUF/from_pretrained loader regression; 43482 is a specific instance of the broader 43452 bug." + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm torch dynamo tracing error is unrelated to the template-node compilation error." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs Qwen3.5 paged-attention cache crash; not the same bug." + "reason": "FineGrainedFP8Config failure on Qwen3MoE vs PagedAttentionCache invalid group type; different layers and symptoms." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen-family issues: output_hidden_states bug vs rope index scaling bug in multimodal video handling." + "reason": "Qwen3.5 output_hidden_states bug vs Qwen2.5-VL rope index scaling bug; same family name only, not the same issue." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different loading contexts: device_map/offload dequantized model load vs GGUF model load failure." + "reason": "Different loading failures: dequantized model device_map offload vs Qwen2.5-GGUF v5 loading regression." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-token conflict vs Jupyter/custom model initialization regression; distinct issues." - }, - { - "left": "issue:44987", - "right": "issue:44991", - "accept": false, - "reason": "Both are version-related loading failures, but they affect different models and likely different tokenizer/model code paths." + "reason": "Tokenizer method conflict and custom model initialization break are unrelated." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both involve lm_head/tied weights, but one is a missing tie in a specific model class and the other is device-dependent serialization." + "reason": "Different model families and bugs: Mistral3 lm_head tying vs inconsistent lm_head serialization depending on device." }, { - "left": "issue:45084", - "right": "issue:45507", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "Different failures: template compilation error vs GraniteMoEHybrid invalid method call." + "reason": "Both are version-gated loading failures, but for different models and different objects (model vs tokenizer)." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Unrelated: missing tied-weights metadata vs tokenizer loading regression for a specific model." + "reason": "Molmo tied-weights attribute error is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio sampling-rate defaulting in apply_chat_template is unrelated to MIMI encoder batch-vs-single behavior." + "reason": "Audio chat-template sampling-rate default issue vs MIMI encoder batch-padding-mask bug; different subsystems." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation TypeError is unrelated to GraniteMoEHybrid calling an invalid method." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Different v5 regressions: custom model initialization vs non-persistent buffer junk." + "reason": "43646 is about custom model initialization; 44534 is specifically non-persistent buffers filled with junk. Different bugs." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different vision/processor issues for different models with different expected input sizes and failure modes." + "reason": "Different vision model issues: SigLIP2 nonsensical outputs vs OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook/custom-model initialization bug vs non-persistent buffer junk regression; related theme, but not the same concrete issue." + "reason": "Jupyter/custom-model initialization regression vs non-persistent buffer junk-fill regression; not the same bug." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The pair judgments are conservative and the two accepted pairs are plausible, but the summary is slightly overconfident/inaccurate: the packet includes open issues as well, so describing the set as \u201cclosed transformer issues\u201d is not fully grounded. Please keep the top-level characterization at the level of \u201ca heterogeneous set of issues\u201d rather than asserting state." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 9, "review_unit_count": 46, @@ -3000,7 +2917,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:36032", "issue:40444", @@ -3056,47 +2973,47 @@ "issue:44403|issue:45081", "issue:43377|issue:43819", "issue:42915|issue:45084", - "issue:44451|issue:45081", "issue:44265|issue:44610", "issue:45216|issue:45357", + "issue:44451|issue:45081", "issue:44220|issue:44683", "issue:44987|issue:45081", "issue:43404|issue:45127", - "issue:42915|issue:44291", "issue:43632|issue:44756", + "issue:42915|issue:44291", "issue:44062|issue:44987", + "issue:44479|issue:45325", "issue:36032|issue:43742", "issue:43296|issue:43531", - "issue:44479|issue:45325", - "issue:42915|issue:44589", "issue:43611|issue:44534", "issue:40444|issue:45325", + "issue:42915|issue:44589", "issue:43531|issue:44877", "issue:40990|issue:44811", "issue:36032|issue:41720", - "issue:43425|issue:44403", "issue:44079|issue:45663", + "issue:43425|issue:44403", "issue:43632|issue:44534", - "issue:42175|issue:45542", "issue:41553|issue:43582", + "issue:42175|issue:45542", "issue:44462|issue:45812", "issue:43421|issue:44568", "issue:43818|issue:45357" ], - "prepared_review_unit_hash": "761cf492ae8a443344de482b6b650ee59cadb82377cc12b6ab1dfcbec58281ef", + "prepared_review_unit_hash": "a1ce9f57d70c4b2b64766f257a4bb3d7276b388364048efb89db17a7107ab145", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36715, + "serialized_chars": 36713, "estimated_input_tokens": 9179, "estimated_eval_tokens": 18614 }, @@ -3105,208 +3022,208 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed cluster of Transformers tokenizer/loading and model-regression reports, with a few genuine duplicate-like pockets. I kept the stronger same-path pairs (Qwen3.5 save_pretrained, Qwen2.5-VL video/position-id, and tokenizer special-token handling) and rejected the weaker AutoTokenizer/Granite link as too speculative.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45812 is still the best single anchor because it is the broadest, active AutoTokenizer regression in the set and has the clearest cluster-wide relevance. That said, not every tokenizer-loading issue here is a duplicate of it, so the linkage should stay conservative.", + "summary": "Mostly distinct transformer/model-specific regressions; only one soft pair looks like the same save_pretrained bug for Qwen3.5. The rest share broad subsystems but not the same concrete failure mode.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45812 is the best cluster representative because it describes a broad, user-visible v4\u2192v5 tokenizer regression affecting all Granite models, which is more general than the narrower model-specific failures here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest representative issue overall: broad impact, open regression, and the most central to the tokenizer-loading subcluster.", + "best_issue_reason": "issue:45812 is the strongest stand-in for the set: it is broad, regression-oriented, and about core loading/tokenization behavior rather than a one-off model quirk.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different multimodal families and failure modes; only the broad video/image-input area overlaps." + "reason": "Both are multimodal loading/input errors, but one is a Llava Next segfault and the other is a Qwen3OmniMoe video ValueError; different code paths and fixes." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "One is generic loading noise, the other is a specific tokenizer patch crash; no same bug path." + "reason": "Unnecessary load noise vs a Mistral regex patch crash; unrelated symptoms and root causes." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are audio-related, but batching/padding-mask behavior and DAC latent decoding mismatch are separate bugs." + "reason": "Different models and failures: MIMI padding-mask batching vs DAC latent/STE mismatch." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Different runtime failures with no concrete shared code path." - }, - { - "left": "issue:44451", - "right": "issue:45081", - "accept": false, - "reason": "Both mention loading, but ScandiBERT loading and Mistral regex patching are different paths." + "reason": "Qwen3Moe FP8 config failure is unrelated to the template-compilation TypeError." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "Unrelated areas: torch.export support vs an image processor size mismatch." + "reason": "torch.export/torch_compilable_check is a compile/export issue; the other is an OmDet-Turbo image-size mismatch." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression; 45357 looks like a narrower manifestation of the same broken checkpoint-writing path." + "reason": "Both report the same Qwen3.5 save_pretrained regression with incorrect saved keys; the later issue is a continuation of the same bug." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure is not the same as the Mistral backend-tokenizer crash." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Different features and failure surfaces: fbank extraction vs compiled flex_attention on newer torch." + "reason": "Feature extraction/fbank issue vs compiled flex_attention failure; different components and failure modes." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Both are loading regressions, but for different models and different tokenizer/config logic." + "reason": "Loading physical-intelligence/fast and the Mistral regex crash are separate loading regressions." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but one is a missing tie in model init and the other is LoRA merge behavior with extended vocab." + "reason": "Untied lm_head weights in Mistral3 are not the same as LoRA-vocabulary collapse after merge." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Different bugs: FP8 config handling vs init_empty_weights/_is_hf_initialized argument handling." + "reason": "_is_hf_initialized compatibility break and mmap/OOM on Strix Halo are unrelated." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Unrelated regressions: a Transformers v5 flag issue versus an Apple Silicon mmap/OOM workaround." + "reason": "Both mention fp8/initialization issues, but one is a Qwen3Moe config failure and the other is an init_empty_weights argument regression." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "The AddedToken special-argument error and the physical-intelligence/fast loading failure do not share the same path." + "reason": "AddedToken keyword conflict is unrelated to the physical-intelligence/fast loading failure." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL/video position handling, but one is a broad video-input regression and the other is a specific still-image temporal-position scaling bug." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Both are load-time errors, but the T5 tokenizer method conflict and the MobileLLM key error are unrelated." + "reason": "T5Tokenizer add_special_tokens conflict and MobileLLM key error are unrelated loading issues." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different model families and different failures; no shared concrete bug." - }, - { - "left": "issue:44479", - "right": "issue:45325", - "accept": true, - "reason": "Both target the same Qwen2.5-VL temporal/video position-id regression; 45325 is a specific manifestation of the broader v5.3.0 video-input breakage." - }, - { - "left": "issue:42915", - "right": "issue:44589", - "accept": false, - "reason": "The config failure and missing storage-type error are distinct issues despite similar float8 terminology." + "reason": "PaddleOCR-VL load failure is unrelated to the Qwen3-MoE sliding_window issue." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Different v5 regressions: base_model_prefix loading breakage vs non-persistent buffer initialization junk." + "reason": "base_model_prefix loading break and junk non-persistent buffers are different v5 regressions." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both touch Qwen2.5-VL, but one is dataset/multi-image finetuning and the other is still-image temporal position scaling." + "reason": "IterableDataset multi-image finetuning failure is not the same as the Qwen2.5-VL temporal position scaling bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to missing Float8 storage support." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Separate model/config problems with no shared code path." + "reason": "Sliding-window behavior in Qwen3-MoE and strict config loading for granite_speech are separate issues." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity on GPT-OSS and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "High perplexity on GPT-OSS and Whisper skip_special_tokens behavior are unrelated." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer load conflict versus device-mapping CUDA assert; no substantive overlap." - }, - { - "left": "issue:43425", - "right": "issue:44403", - "accept": false, - "reason": "Torch version compatibility and loading-noise are not the same bug." + "reason": "Tokenizer load conflict and Qwen3 auto-device-map cuda assert are different bugs." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP shared_kv_states are unrelated." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Different regressions in different parts of model initialization and buffer handling." + "reason": "Torch version incompatibility does not match the generic load-noise issue." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Both are TensorFlow/backend packaging complaints, but they describe different concrete problems and fixes." + "reason": "_is_hf_initialized break and non-persistent buffer corruption are distinct regressions." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error message and Apple Silicon warmup TypeError are unrelated." + "reason": "Voxtral tokenizer error-message bug and AppleSilicon warmup TypeError are unrelated." }, { - "left": "issue:44462", + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow optionality, but one is missing TF in the torch extra and the other is a backend/runtime detection error; not the same concrete bug." + }, + { + "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both involve AutoTokenizer/loading, but the symptoms differ ('ignores tokenizer.json' vs 'wrong token IDs for all Granite models') and the same bug path is not established." + "reason": "Both are tokenizer regressions, but one is repo tokenizer.json being ignored while the other is Granite token IDs being wrong; not enough evidence they share one root cause." }, { "left": "issue:43421", "right": "issue:44568", - "accept": true, - "reason": "Both concern special-token/post-processor handling in tokenizers, and 44568 plausibly fits the same runtime special-token update gap." + "accept": false, + "reason": "Runtime special-token post-processor updates and mdeberta BOS/EOS insertion are related in area but not the same concrete bug." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA tower architecture issues are unrelated to Qwen3.5 save_pretrained key serialization." + "reason": "Video-LLaVA weight/temporal-attention defect is unrelated to Qwen3.5 save_pretrained key serialization." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is broadly grounded, but it is not conservative enough on every soft edge. In particular, the accepted link between issue:44462 and issue:45812 overstates the evidence: both involve AutoTokenizer/loading, but the titles only show different symptoms ('ignores tokenizer.json' vs 'wrong token IDs for all Granite models') and do not clearly establish the same bug path. A few other accepted pairs are plausible, but this one is too speculative for a precision pass." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft pairs. The only accepted pair, issue:45216 vs issue:45357, is plausibly the same Qwen3.5 save_pretrained regression. The rest are appropriately rejected as distinct bugs, and the representative issue choice is supported by the broader tokenizer-regression title rather than overclaiming cluster-wide evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 10, "review_unit_count": 46, @@ -3315,7 +3232,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:33666", "issue:35707", @@ -3368,11 +3285,11 @@ ], "soft_pairs": [ "issue:43317|issue:43856", - "issue:43792|issue:44589", - "issue:44683|issue:45020", "issue:33666|issue:40444", - "issue:44403|issue:44991", + "issue:44683|issue:45020", + "issue:43792|issue:44589", "issue:44829|issue:45479", + "issue:44403|issue:44991", "issue:43482|issue:45538", "issue:35707|issue:40444", "issue:44079|issue:44534", @@ -3380,255 +3297,252 @@ "issue:43482|issue:43525", "issue:43377|issue:45491", "issue:43749|issue:44079", - "issue:41720|issue:45081", - "issue:43531|issue:44291", "issue:43644|issue:44079", "issue:40444|issue:45381", + "issue:41720|issue:45081", + "issue:43531|issue:44291", "issue:44265|issue:45072", "issue:43632|issue:45072", - "issue:43611|issue:43646", - "issue:42175|issue:43296", "issue:45325|issue:45381", + "issue:43611|issue:43646", "issue:43994|issue:44898", + "issue:42175|issue:43296", "issue:43454|issue:44466", "issue:45325|issue:45834", - "issue:43792|issue:43957", "issue:42915|issue:43482", + "issue:43792|issue:43957", "issue:44387|issue:44617", "issue:43296|issue:45800", "issue:43701|issue:45325", "issue:44479|issue:45823" ], - "prepared_review_unit_hash": "da6ea750a1277fdc0355e6bd3fe37669a149519d7d29b8ae02294f631885d0c7", + "prepared_review_unit_hash": "f84019fe7d4d71801f94fd80981fa6122005e6aa4663d29cc19780a9f0424aca", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36954, - "estimated_input_tokens": 9239, - "estimated_eval_tokens": 18734 + "serialized_chars": 36957, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose cluster of recent Transformers v5 regressions across model loading, device mapping, and multimodal position-id handling. Only one soft pair looks like the same underlying custom-model initialization breakage; the rest are adjacent but distinct bugs.", - "confidence": 0.65, - "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set, covering the general class of recent Transformers-version breakages that many of the other issues are specific manifestations of.", + "summary": "This set is mostly a collection of unrelated issue pairs. Only 43644 and 44534 look like a true duplicate; the other soft pairs share broad model families or subsystems but describe different bugs.", + "confidence": 0.91, + "canonical_issue_reason": "43644 is the best canonical issue because 44534 is essentially the same v5 non-persistent-buffer regression, and 43644 is the earlier, clearer report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best single representative for this cluster because it captures the widest shared theme of recent Transformers v5 regressions.", + "best_issue_reason": "43644 is the safest representative of the only clear duplicate pair in the set; the remaining issues are not close enough to collapse into one canonical bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Both mention device map/memory, but one is dequantized-model loading and the other is Qwen3 MoE training OOM." + "reason": "Both mention model loading/training on GPUs, but they are different bugs in different workflows and model families." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup are different failure modes." + "reason": "Same Qwen VL area, but one is multi-GPU training and the other is iterable-dataset fine-tuning with multiple images; not the same bug." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading regressions are unrelated." + "reason": "One is a torch>=2.9 flex_attention regression; the other is a broader remote_code loading breakage." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Same model family area, but multi-GPU training and multi-image iterable-dataset finetuning are distinct bugs." + "reason": "Different failure modes: model-specific runtime failure versus missing Float8 storage object." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Loading noise vs tokenizer loading failure for a specific model are not the same issue." + "reason": "Both affect training loss, but one is flash_attention_3 regression and the other is a problem_type/num_labels loss bug." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Both are training regressions, but FlashAttention-3 degeneration and single-label zero-loss are different code paths." + "reason": "One is generic loading noise; the other is a specific tokenizer loading failure for a single model." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF/v5 tokenizer loading and CLIPTokenizer max_length behavior are unrelated." + "reason": "Different components: GGUF loading under v5 versus CLIPTokenizer max_length behavior." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image finetuning." + "reason": "Different generation/training paths; no evidence they are the same underlying bug." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer junk are separate internals." + "reason": "Both touch v5 internals, but ModelOutput key assignment is unrelated to non-persistent buffer initialization." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized and Float8 storage lookup are different bugs." + "reason": "Meta init argument handling and Float8 storage lookup are distinct loading bugs." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Tokenizer loading failure and missing pad_token_id on Llama4Config are unrelated." + "reason": "Different errors and code paths: GGUF loading versus missing pad_token_id on Llama4Config." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "MIMI padding-mask behavior and Gemma3 sliding-window NaNs are different model paths." + "reason": "Both are batching-related model bugs, but one is padding-mask mismatch and the other is NaNs from sliding-window all-padding cases." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated." + "reason": "FSDP CPU RAM-efficient loading is unrelated to ModelOutput key assignment." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Qwen3 auto device-map cuda asserts and Mistral regex patch crashes are unrelated." + "reason": "Non-persistent buffer junk is unrelated to ModelOutput key assignment." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are separate issues." + "reason": "Both are Qwen2.5-VL, but one is multi-image finetuning and the other is video position-id regression." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Non-persistent buffer serialization and ModelOutput key assignment are not the same bug." + "reason": "Auto device-mapping CUDA assert and Mistral tokenizer regex crash are unrelated." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "Multi-image finetuning failure and Qwen2.5-VL video position-id regression are distinct." + "reason": "Sliding-window MoE bug and init_empty_weights argument mismatch are different issues." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/torch_compilable_check and bfloat16 dtype mismatches are different failures." + "reason": "torch.export with torch_compilable_check is a different problem from dtype mismatch in inference." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized flag breakage and bfloat16 inference dtype mismatch are unrelated." - }, - { - "left": "issue:43611", - "right": "issue:43646", - "accept": true, - "reason": "Both are Transformers 5.0 model-initialization/custom-model loading regressions and appear to stem from the same breakage." + "reason": "_is_hf_initialized flag handling is unrelated to bfloat16 dtype mismatches." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:45325", + "right": "issue:45381", "accept": false, - "reason": "Missing TensorFlow in a torch extra and PaddleOCR-VL loading failure are unrelated." + "reason": "Related Qwen2.5-VL position-id area, but one is still-image temporal scaling and the other is video vision_position_ids; too different to merge confidently." }, { - "left": "issue:45325", - "right": "issue:45381", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Both involve Qwen2.5-VL position ids, but one is still-image scaling and the other is video vision ids; too different to merge confidently." + "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is custom model initialization." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 nonsensical outputs and Perceiver resolution handling are different model bugs." + "reason": "Different models and symptoms: SigLIP2 nonsense outputs versus Perceiver resize/interpolation failure." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Package/backend install issue and PaddleOCR-VL loading issue are unrelated." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head tying, but one is a generation bug and the other is serialization inconsistency; not clearly the same bug." + "reason": "Tying lm_head weights and serialization inconsistency are related conceptually but not the same concrete bug." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL position-id regression and Kosmos2.5 OCR index error are unrelated." + "reason": "Qwen2.5-VL rope-index scaling bug is unrelated to Kosmos2.5 OCR long-input index errors." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "Whisper loading/runtime failure and meta-device loading regressions are different issues." + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are different issues." }, { - "left": "issue:42915", - "right": "issue:43482", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF tokenizer loading are unrelated." + "reason": "Model-specific can't-run report and meta-device loading regression are not the same bug." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Int4 quantization memory regression and SAM3Video OOM are different causes." + "reason": "Int4 memory regression and a model OOM report are not the same underlying issue." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "PaddleOCR-VL loading failure and torch/transformers incompatibility are not the same bug." + "reason": "PaddleOCR-VL load failure and torch/transformers incompatibility are separate problems." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch and Qwen2.5-VL position-id scaling are unrelated." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id scaling." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen2.5-VL video regression and Gemma4 device mismatch are different model-specific bugs." + "reason": "Video input regression in Qwen VL models and Gemma4 device-mismatch forward failure are different bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary stays within the packet: it treats the set as a loose collection of recent Transformers v5 regressions, and the lone accepted soft pair (issue:43611 / issue:43646) is plausibly the same model-initialization breakage. The other soft-edge rejections are conservative given the differing titles, and the representative choice of issue:45020 is a reasonable broad umbrella for the group." - }, - "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 }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 11, "review_unit_count": 46, @@ -3637,7 +3551,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:34634", "issue:35707", @@ -3690,9 +3604,9 @@ ], "soft_pairs": [ "issue:43881|issue:44488", - "issue:44291|issue:44877", - "issue:43262|issue:43746", "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:44291|issue:44877", "issue:40990|issue:45584", "issue:34634|issue:35707", "issue:43873|issue:45701", @@ -3704,251 +3618,251 @@ "issue:41720|issue:45823", "issue:43377|issue:44610", "issue:43454|issue:45072", - "issue:43572|issue:45759", - "issue:39692|issue:40444", "issue:43377|issue:44898", + "issue:39692|issue:40444", + "issue:43572|issue:45759", "issue:43526|issue:43883", "issue:43749|issue:44534", "issue:44466|issue:45357", "issue:43454|issue:43720", "issue:43881|issue:44991", - "issue:43296|issue:44877", "issue:41720|issue:43322", + "issue:43296|issue:44991", "issue:41720|issue:44977", "issue:40990|issue:45701", "issue:44008|issue:45823", - "issue:43404|issue:45357", "issue:45632|issue:45684", - "issue:42617|issue:42915", + "issue:43404|issue:45357", "issue:44186|issue:45072", + "issue:42617|issue:42915", "issue:43577|issue:43708" ], - "prepared_review_unit_hash": "3c1e8b7365b2467b938d557c008f5bec6985b12aeedda8952639de2978cebdee", + "prepared_review_unit_hash": "58d7c7b0fcb38283598158b59ea64b779ac4fbcc2856ca922722b0923f2a2fa3", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37820, - "estimated_input_tokens": 9455, - "estimated_eval_tokens": 19166 + "serialized_chars": 37822, + "estimated_input_tokens": 9456, + "estimated_eval_tokens": 19168 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose semantic grouping of model-loading, device-map, tokenizer, quantization, and weight-tying issues; none of the soft pairs look like exact duplicates.", - "confidence": 0.8, - "canonical_issue_reason": "No single exact duplicate spans the cluster, but issue 43873 is the broadest representative of the offloading/quantization subgroup and has the strongest activity.", + "summary": "This cluster is largely heterogeneous: the soft pairs share broad HF/transformers themes, but they do not look like the same underlying bug. I would not merge any of the proposed issue pairs, and there are no PRs here to consider.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43873 is the closest representative because it is the broadest and most discussed report around offloading/quantization, which is the nearest common thread among the few somewhat-related items.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best standalone anchor because it is the most general loading/offloading report in the set and has the most discussion/inbound attention, though the cluster is not a true duplicate set.", + "best_issue_reason": "issue:43873 is the best single issue to anchor the cluster: it is general, active, and sits in the same loading/offload problem space as a few neighbors, even though the overall set is not a true duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different models and different loading failures; only the broad \"load fails\" theme overlaps." + "reason": "Different models and likely different loading failures; same broad symptom of load failure is not enough." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "One is an init_empty_weights argument mismatch, the other is strict config parsing for granite_speech." + "reason": "CPU offload device mismatch vs torch.export/torch_compilable_check export failure are different code paths." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate defaults vs PEFT checkpoint loading are unrelated bugs." + "reason": "Audio chat-template sampling-rate defaulting and PEFT checkpoint loading are unrelated bugs." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "CPU-offload device mismatch for Bark is unrelated to torch.export failures around torch_compilable_check." + "reason": "Both are loading-related, but one is an init_empty_weights signature issue and the other is strict config validation." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity during eval and Whisper empty-transcription generation failure are different code paths." + "reason": "Benchmark perplexity on one model vs Whisper empty-transcription generation bug on another model." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "Bark voice_preset handling and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Offloading/quantization behavior does not match a tokenization-change regression." + "reason": "Offloading/quantization behavior and tokenizer changes are different problems." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crash is unrelated to torch.export and torch_compilable_check." + "reason": "Tokenizer padding/truncation crash is unrelated to export-time torch_compilable_check failures." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offload, but one is dequantized device_map loading and the other is a broader quantization/offloading report." + "reason": "Both mention offload/quantization, but one is dequantized model loading with device_map and the other is general offloading behavior; not the same bug." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with cached inputs is unrelated to a Qwen3 auto-device-map cuda assert." + "reason": "Progressive generation cache handling and Qwen3 device-map CUDA assert are different failure modes." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Bark CPU offload mismatch and DAC.from_latents missing STE are different model behaviors." + "reason": "Device mismatch during CPU offload and DAC latent/STE mismatch are unrelated." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying in AyaVision is unrelated to Bamba torch.compile/SDPA failure." + "reason": "Weight tying bug in AyaVision and torch.compile SDPA failure in Bamba are different issues." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device_map auto, but the failing models and underlying mismatches are different." + "reason": "Both involve device placement, but the models and root causes differ." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batching/padding-mask bug is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "Padding-mask-dependent encoder outputs and processor/model input-size mismatch are unrelated." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "A missing lm_head tie is not the same as dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "LM-head tying bug and bfloat16 dtype mismatch are different code paths." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Missing pad_token_idx in config and composite config unwrapping are separate config-handling bugs." + "reason": "Missing padding-mask support and Perceiver resolution handling are not the same bug." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc example errors are unrelated to Qwen2.5-VL finetuning on iterable multi-image prompts." + "reason": "Documentation example mismatch/quantization failure and multi-image IterableDataset finetuning failure are different." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "MIMI padding-mask inconsistency is unrelated to Perceiver resolution/interpolation failure." + "reason": "Missing pad_token_idx in config and text_config unwrapping in composite multimodal configs are different config bugs." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Molmo missing all_tied_weights_keys are unrelated." + "reason": "BEiT image label reduction and missing all_tied_weights_keys on Molmo are unrelated." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer serialization are different mechanisms." + "reason": "FSDP CPU RAM efficient loading breakage and non-persistent buffer junk in v5 are different loader/state issues." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "lm_head serialization inconsistency is not the same as incorrect visual encoder keys in Qwen3.5 save_pretrained." + "reason": "Both touch serialization, but one is lm_head weight serialization and the other is Qwen3.5 visual encoder key handling." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Weight tying bug in AyaVision is unrelated to BitNet packed-weight unpacking during loading." + "reason": "Weight tying in AyaVision and unpacking packed weights during accelerate loading are different defects." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Model load failure for glm-4v-9b is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Model load failure for glm-4v-9b and tokenizer load failure for est-roberta are unrelated." }, { - "left": "issue:43296", - "right": "issue:44877", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and strict granite_speech config parsing are distinct failures." + "reason": "CUDA assert on auto device mapping and segmentation fault while loading Llava Next are different failures." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:43296", + "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto device-map cuda assert and Llava Next segmentation fault are different bugs." + "reason": "PaddleOCR-VL load failure in vLLM and tokenizer loading failure for a different model are not duplicates." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Auto device mapping crash and flash-attention generation bug are different Qwen3 issues." + "reason": "Same family name, but device-map CUDA assert and flash-attention generation regression are distinct bugs." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity regression and tokenization changes are not the same defect." + "reason": "High perplexity on a benchmark and tokenization version regression are too different to be the same issue." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma 3n forward variable collision and Gemma4 PLE device mismatch are unrelated." - }, - { - "left": "issue:43404", - "right": "issue:45357", - "accept": false, - "reason": "Missing lm_head tying in Mistral3 differs from bad visual encoder key serialization in Qwen3.5." + "reason": "Gemma 3n variable collision and Gemma4 device mismatch are unrelated." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collisions and read-only permission propagation are different save/load issues." + "reason": "Trust-remote-code cache path collision and read-only permission propagation are different filesystem issues." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "3d_parallel launch failure and Qwen3Moe FP8 config failure are unrelated." + "reason": "Weight tying in Mistral3 and incorrect visual encoder keys in Qwen3.5 are different model-specific bugs." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash and bfloat16 dtype mismatch are different subsystems." + "reason": "Tokenizer crash on NER/padding versus dtype mismatch in inference are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel runtime failure and FineGrainedFP8Config failure on Qwen3Moe are different problems." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype loading bug and Trainer resume max_steps calculation bug are unrelated." + "reason": "Model/qformer dtype preservation and Trainer resume max_steps computation are unrelated." } ] }, @@ -3961,7 +3875,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 12, "review_unit_count": 46, @@ -3970,11 +3884,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ - "issue:30064", "issue:33357", - "issue:34634", "issue:35707", "issue:36010", "issue:36331", @@ -4003,6 +3915,8 @@ "issue:44387", "issue:44423", "issue:44479", + "issue:44492", + "issue:44509", "issue:44610", "issue:44671", "issue:44743", @@ -4025,18 +3939,18 @@ "issue:43873|issue:44756", "issue:44387|issue:45704", "issue:44423|issue:45406", - "issue:44877|issue:44991", "issue:36331|issue:42617", - "issue:36331|issue:42915", - "issue:43450|issue:45701", + "issue:44877|issue:44991", "issue:43550|issue:43720", + "issue:43450|issue:45701", + "issue:36331|issue:42915", "issue:44610|issue:44898", "issue:44186|issue:44610", "issue:44479|issue:44918", - "issue:42915|issue:43317", - "issue:41720|issue:42617", "issue:43550|issue:43606", "issue:43316|issue:44913", + "issue:41720|issue:42617", + "issue:42915|issue:43317", "issue:43295|issue:45701", "issue:45081|issue:45812", "issue:44671|issue:44743", @@ -4044,246 +3958,250 @@ "issue:41720|issue:45161", "issue:43531|issue:43572", "issue:43421|issue:45812", - "issue:36010|issue:42617", "issue:43540|issue:43782", + "issue:36010|issue:42617", "issue:44186|issue:44361", "issue:42915|issue:43322", "issue:43388|issue:45059", "issue:45406|issue:45464", - "issue:30064|issue:34634", + "issue:44492|issue:44509", "issue:43421|issue:45701", - "issue:33357|issue:35707" + "issue:33357|issue:35707", + "issue:43606|issue:43720" ], - "prepared_review_unit_hash": "bce1ba19d30af66e5b3326d5a6d05d18eb955a46457d88f0b462324d9ed87ca0", + "prepared_review_unit_hash": "8c4a37cb9b9e562348f77123807afec9d5b77ec84dde22739e56fb4b36e457dd", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36873, - "estimated_input_tokens": 9219, - "estimated_eval_tokens": 18694 + "soft_pair_count": 32, + "serialized_chars": 37216, + "estimated_input_tokens": 9304, + "estimated_eval_tokens": 18864 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated Transformer bugs. The serve-related pair `issue:44423` and `issue:45406` should not be treated as duplicates: they hit different model paths and fail with different concrete exceptions.", - "confidence": 0.93, - "canonical_issue_reason": "`issue:45406` is the clearest standalone issue in the cluster because it names the exact `Gemma4Processor` `_tokenizer` crash; `issue:44423` is a separate Qwen3.5 continuous-batching serve failure and should remain distinct.", + "summary": "The cluster is highly heterogeneous: it mixes unrelated bugs across generation, quantization/offloading, multimodal processors, tokenizers, configs, and docs. The soft pairs are mostly broad topical similarities, not the same underlying defect, so no soft edges should be accepted.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "`issue:45406` is the strongest representative issue: specific, reproducible, and tied to an exact exception/path, unlike the broader serve crash reports around it.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization/offloading behavior vs a Strix Halo mmap/OOM workaround; different bugs." + "reason": "Both mention memory/offloading, but one is a quantization offload regression and the other is an mmap/OOM issue on Strix Halo; different failure modes and fixes." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 OOM under Transformers 5.x vs an apex RMSNorm memory leak; not the same failure." + "reason": "Both concern memory usage under quantization, but one is CUDA reserved memory growth in Transformers 5.x and the other is T5 silently using apex RMSNorm; not the same bug." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve-related, but one is a Qwen3.5 continuous-batching `str.to()` crash and the other is a Gemma4Processor `_tokenizer` crash." + "reason": "Both crash in serving paths, but one is continuous-batching with multimodal models and the other is a Gemma4Processor attribute regression; different code paths." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Different tokenizer/loading regressions affecting different model paths." + "reason": "Both are runtime errors, but one is Trainer compute_loss signature drift and the other is failure to run 3d_parallel.py; unrelated issues." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Trainer `compute_loss` API mismatch vs a `3d_parallel.py` runtime failure; unrelated." + "reason": "Both are loading/config-related, but one is strict config blocking granite_speech and the other is tokenizer loading for est-roberta; not duplicate bugs." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Trainer API mismatch vs Qwen3MoE FP8 load failure; different code paths." + "reason": "Both involve model loading/SDPA or accelerate, but one is a torch.compile+SDPA failure and the other is unpacked packed-weights handling in accelerate loading." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video batching shape bug vs a tokenization/version regression; not the same issue." + "reason": "Video processor shape regression vs tokenizer behavior changes across versions; different subsystems and symptoms." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Bamba torch.compile/SDPA issue vs BitNet packed-weight unpacking during loading; distinct bugs." + "reason": "Trainer compute_loss API mismatch is unrelated to Qwen3Moe FineGrainedFP8Config failure." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Processor output size mismatch vs a Perceiver non-default-resolution failure; different symptoms and causes." + "reason": "Both are vision processor size problems, but one is OmDet-Turbo processor/model size mismatch and the other is Perceiver interpolation not respecting non-default resolution." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2 tokenizer crash vs an image processor shape bug; not the same bug." + "reason": "Both affect image processing, but one is LayoutLMv2 tokenizer NER padding/truncation and the other is OmDet-Turbo input resolution mismatch." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Video-input regression across Qwen VL models vs an embeddings unpacking/trainer issue." + "reason": "Both mention Qwen3.5 and regressions, but one is video input handling and the other is unpacking input embeddings with TRL SFT trainer." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Qwen3Moe FP8 load failure vs dequantized model offload loading failure; too different." + "reason": "Both are hardware/runtime failures, but one is SDPA with torch.compile and the other is CPU offload device mismatch in bark-small." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "Qwen3 auto-device-map CUDA assert vs a generic parallel script failure." + "reason": "Both are config/API consistency issues, but one is Gemma3TextConfig divergence and the other is GPTNeoX rotary_pct not persisting on reload." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Different models and failure modes: SDPA/torch.compile vs CPU offload device mismatch." + "reason": "Qwen3 auto device mapping cudaErrorAssert vs inability to run 3d_parallel.py; not the same bug or code path." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "Config API discrepancy vs a rotary_pct reload regression; not the same issue." + "reason": "Both involve loading/quantization, but one is Qwen3Moe with FineGrainedFP8Config and the other is device_map auto loading a dequantized model on cpu/gpu offload." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor/tokenizer regression in custom model code vs a broader tokenization change report." + "reason": "Processor/tokenizer regression in v4.57.5 vs tokenization changes across versions; one is a specific API break, the other is a broader version-dependent tokenization report." }, { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Mistral regex patch crash vs Granite token ID regression; different tokenizer bugs." + "reason": "Mistral regex patch crash in tokenizer internals vs Granite models producing wrong token IDs; unrelated tokenizer bugs." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction bug vs Qwen3.5 recurrent-state reset in modular code." + "reason": "CamemBERT masked LM prediction regression and Qwen3.5 recurrent-state cache behavior are different model-specific issues." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs a glm-4v-9b loading failure; unrelated." + "reason": "BeitImageProcessorFast label reduction bug vs glm-4v-9b loading failure; different components and failure signatures." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both are Qwen/MoE-related, but the concrete errors and affected setups differ." + "reason": "Both mention MoE/model parallelism, but one is a CUDA assert with auto device mapping and the other is only-TP not working for GPT-OSS MoE; distinct problems." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window Qwen3-MoE behavior vs a StableLm config field regression; different issues." + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to StableLmConfig missing pad_token_idx after 5.0 update." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Special-token post-processor update bug vs wrong token IDs in AutoTokenizer; same broad area, but not the same bug." + "reason": "Runtime special-token/post-processor update issue vs Granite token IDs regression; both tokenizer-related but different bugs." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "GenerationMixin import error vs a parallel script runtime issue; unrelated." + "reason": "Video processing ValueError in Qwen3OmniMoe vs Qwen3VL weight_only loading error; different models and failure points." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "Video-processing regression vs a `from_pretrained(weight_only=True)` loading error; different code paths." + "reason": "ImportError for GenerationMixin from transformers.generation is unrelated to 3d_parallel.py execution failure." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer/model crashes with different symptoms and models." + "reason": "LayoutLMv2 tokenizer padding/truncation crash vs MLukeTokenizer AttributeError on tasks; both tokenizer bugs but not the same defect." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "FP8 loading failure vs a Llava Next segmentation fault; not the same bug." + "reason": "Qwen3Moe FineGrainedFP8Config failure vs Llava Next segmentation fault; different models and code paths." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric-gathering label truncation vs SAM3 text/bbox behavior; separate issues." + "reason": "Metric gathering label truncation bug vs SAM3 text/bbox behavior; both input/label handling but unrelated." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Both mention serve, but one is a Gemma4Processor attribute crash and the other is a Qwen3.5 streaming inference failure." + "reason": "Gemma4Processor missing _tokenizer in serve vs Qwen3.5 streaming inference failure; different processor/server bugs." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Void segmentation map processing vs BarkProcessor voice preset handling; unrelated." + "reason": "A typo in cache strategies is unrelated to removed pipeline task docs still being referenced." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Runtime special-token update bug vs a broader version-to-version tokenization change report." + "reason": "TokenizersBackend post-processor update bug vs version-dependent tokenization change report; related area, but not the same issue." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error vs a progressive-generation `inputs_embeds`/`past_key_values` issue; unrelated." + "reason": "MacOS bus error with pretrained CLIP model vs generation with inputs_embeds/past_key_values; entirely different failures." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both touch loading/offload, but one is CPU offload device mismatch and the other is accelerate loading with packed weights not unpacked; not duplicate." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary overstates the evidence for a duplicate pair. In the packet, `issue:44423` is a continuous-batching crash on Qwen3.5 with `AttributeError: 'str' object has no attribute 'to'`, while `issue:45406` is a Gemma4Processor `_tokenizer` attribute crash. They are both serve-related, but the concrete failures and models differ, so treating them as the same bug is not grounded enough. The rest of the soft-edge rejections are generally conservative, but the single accepted pair should be rejected." - }, - "evaluator_used": true, - "retried": true, + "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_index": 1, "component_count": 17, "review_unit_index": 13, "review_unit_count": 46, @@ -4292,8 +4210,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ + "issue:30064", "issue:34567", "issue:34634", "issue:35707", @@ -4302,28 +4221,28 @@ "issue:42886", "issue:43381", "issue:43421", + "issue:43525", "issue:43531", "issue:43550", "issue:43606", "issue:43653", - "issue:43720", "issue:43746", "issue:43782", "issue:43844", "issue:43873", "issue:43927", + "issue:43994", "issue:44062", "issue:44077", "issue:44186", "issue:44368", "issue:44451", - "issue:44492", - "issue:44509", "issue:44514", "issue:44545", "issue:44589", "issue:44610", "issue:44625", + "issue:44671", "issue:44779", "issue:44843", "issue:44898", @@ -4343,244 +4262,258 @@ "issue:45859" ], "soft_pairs": [ - "issue:44492|issue:44509", "issue:41720|issue:43746", - "issue:43606|issue:43720", - "issue:44779|issue:45812", "issue:43550|issue:43653", + "issue:30064|issue:34634", + "issue:44779|issue:45812", "issue:43873|issue:45704", "issue:44514|issue:44545", "issue:44625|issue:45479", "issue:43606|issue:43653", "issue:43531|issue:45759", - "issue:34634|issue:41720", "issue:43421|issue:43927", + "issue:34634|issue:41720", "issue:34567|issue:35707", "issue:44368|issue:45357", "issue:43782|issue:45381", "issue:44898|issue:45072", "issue:44451|issue:44991", "issue:44077|issue:44625", + "issue:45759|issue:45859", "issue:44987|issue:45042", "issue:43531|issue:44589", - "issue:45759|issue:45859", - "issue:44062|issue:44451", "issue:43421|issue:43653", + "issue:44062|issue:44451", "issue:44918|issue:44936", "issue:45588|issue:45759", "issue:39692|issue:44610", "issue:43381|issue:43844", "issue:42886|issue:44843", - "issue:43421|issue:44186" + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:45704|issue:45859", + "issue:43525|issue:43531" ], - "prepared_review_unit_hash": "521265de539230fa462e3424f8798d2984655bfe92859cfc9a3fb6d0494008ea", + "prepared_review_unit_hash": "0195a73f2668597e1c869fe4d9a38e78dba9f3e4ab5fff8feee1f84eb3d2f46a", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36032, - "estimated_input_tokens": 9008, - "estimated_eval_tokens": 18272 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37167, + "estimated_input_tokens": 9292, + "estimated_eval_tokens": 18840 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a heterogeneous mix of unrelated issue reports; only two soft pairs look like true duplicates. There is no single cluster-wide canonical issue or PR.", - "confidence": 0.9, + "summary": "This cluster is mostly a loose collection of unrelated bug reports across different models and subsystems. I only accept the two pairs that appear to describe the same concrete tokenizer/processor bug; the rest are similar at a high level but not the same underlying issue.", + "confidence": 0.84, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone report: it describes a broad, user-visible tokenizer regression with a clear v4\u2192v5 break and impact across all Granite models.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44492", - "right": "issue:44509", - "accept": false, - "reason": "Both touch docs, but one is a typo and the other is stale pipeline-task documentation; not the same bug." - }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Different models and failures: Qwen3 device-mapping CUDA assert vs GraniteSpeech local-checkpoint/PEFT loading." + "reason": "Different problems and code paths: Qwen3 auto device-mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Both are loading/offload related, but Bark CPU offload device mismatch and BitNet packed-weight unpacking are different code paths." + "reason": "Unrelated: Bamba torch.compile/SDPA failure vs BigBirdTokenizer special-token registration bug." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "Both are tokenizer regressions, but for different model families and symptoms; not the same underlying bug." + "reason": "Different processors and symptoms: void segmentation maps vs BarkProcessor voice_preset handling." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Model compile/SDPA failure vs tokenizer special-token registration/empty decode issue." + "reason": "Both are tokenizer regressions, but on different model families and likely different root causes (Deepseek vs Granite)." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and a T5 Apex RMSNorm memory leak are unrelated bugs." + "reason": "Quantization/offloading issue vs a T5 apex RMSNorm memory leak; not the same bug." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False; titles and failure mode match." + "reason": "Same processor and same crash path: Qwen2_5_VLProcessor.apply_chat_template on batched input with padding=False." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "One is Qwen3.5 config propagation for num_labels; the other is a broader sequence-classification loss degeneration issue across models." + "reason": "Both involve labels/classification, but one is Qwen3.5 config propagation and the other is a broader single-label zero-loss bug." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Bark CPU offload device mismatch is unrelated to BigBirdTokenizer special-token decode behavior." + "reason": "Different areas: Bark CPU-offload device mismatch vs tokenizer special-token registration." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both mention Qwen3.x, but sliding_window behavior and text_config unwrapping are separate configuration bugs." + "reason": "Both are Qwen-related, but one is sliding_window behavior in MoE models and the other is config unwrapping for composite multimodal models." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are entirely different problems." + "reason": "Both touch tokenizer internals, but one is runtime special-token post-processor updates and the other is save/load of custom token IDs causing IndexError." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Different tokenizer issues: runtime post-processor refresh vs DiaConfig losing custom token IDs on save/load." + "reason": "Different models and failures: BarkProcessor voice_preset vs Qwen3 auto device mapping CUDA assert." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "TrainerState token counters vs progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "One is a warning about tie_word_embeddings during LoRA fine-tuning; the other is a save_pretrained regression for visual encoder keys." + "reason": "Different Qwen3.5 issues: warning about tie_word_embeddings vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen VL-related, but one is a from_pretrained weight_only load error and the other is a video vision_position_ids bug." + "reason": "Both are Qwen VL, but the concrete bugs differ: weight_only from_pretrained error vs wrong video vision_position_ids." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver image-size interpolation and bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different issues." + "reason": "Perceiver image size handling vs dtype mismatches in SwitchTransformers/TimmWrapperModel; not the same change." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are model/tokenizer loading failures, but they affect different checkpoints and likely different root causes." + "reason": "Separate tokenizer-loading regressions for different models; same broad theme, but not the same underlying bug." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Optional post_init policy for patchtsmixer is unrelated to Qwen3.5 num_labels propagation." + "reason": "Unrelated: patchtsmixer post_init policy vs Qwen3.5 num_labels propagation." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen issues: config unwrapping for composite multimodal models vs CPU-offload compatibility in rotary embedding." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "One is a specific model load failure; the other is an image-processor dependency regression on PIL backends." + "reason": "Separate regressions: model loading failure for one repo vs PIL backend image processors incorrectly requiring torchvision." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window behavior for Qwen3-MoE and a Float8 storage lookup error are unrelated." + "reason": "No shared code path: Qwen3-MoE sliding_window vs a Float8 storage lookup error." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Config unwrapping for composite Qwen multimodal models and CPU-offload incompatibility in rotary embedding are different bugs." + "reason": "Both are tokenizer-related, but one is runtime post-processor syncing and the other is a model-specific special-token registration bug." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken construction error and ScandiBERT loading failure are not the same underlying problem." - }, - { - "left": "issue:43421", - "right": "issue:43653", - "accept": false, - "reason": "Both involve special tokens, but runtime post-processor updates and BigBird mask-token registration are distinct failures." + "reason": "TypeError in AddedToken construction vs model loading failure for ScandiBERT; unrelated." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT unpacking for Qwen3.5 embeddings and trainer.evaluate() failing after train() are different trainer issues." + "reason": "Different trainer failures: SFT unpacking of Qwen3.5 embeddings vs evaluate() after train()." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sinkless-model AttributeError and Qwen config unwrapping are unrelated." + "reason": "Flash-attention s_aux handling vs Qwen config unwrapping; different layers of the stack and different failures." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both mention processor/model mismatches, but for different models and different concrete failures." + "reason": "Both are vision/model-input mismatches, but for different models and different failure modes (docs/quantization vs resolution mismatch)." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and gradient blow-up under ZeRO-3 are separate training behaviors." + "reason": "Gradient checkpointing eval-mode restriction vs ZeRO-3 gradient explosion are unrelated training issues." }, { "left": "issue:42886", "right": "issue:44843", "accept": true, - "reason": "Both describe HF_HUB_OFFLINE failures when loading tokenizer assets; 44843 pinpoints the same offline-mode network call via model_info()." + "reason": "Same offline-cache tokenizer failure: both point to HF_HUB_OFFLINE breaking AutoTokenizer/model_info access during loading." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Tokenizer post-processor refresh and LayoutLMv2 NER/batched padding crashes are different tokenizer bugs." + "reason": "Different tokenizer problems: dynamic special-token updates vs LayoutLMv2 batched NER padding/truncation crash." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked LM regression." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Apex RMSNorm memory leak in T5 vs Qwen rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to Qwen3-MoE sliding_window behavior." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the set is heterogeneous, the two accepted soft pairs are strongly supported by the titles/body themes, and the claim that there is no cluster-wide canonical issue or PR is conservative. I did not see any soft-edge verdict that overstates the evidence." + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The two accepted pairs are plausibly the same concrete bugfix candidate, while the rejected pairs are appropriately treated as separate issues despite superficial similarity." }, "evaluator_used": true, "retried": false, @@ -4590,7 +4523,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 14, "review_unit_count": 46, @@ -4599,19 +4532,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:30064", "issue:36010", "issue:39692", "issue:40444", "issue:41720", - "issue:42915", "issue:43295", "issue:43322", "issue:43335", "issue:43421", - "issue:43525", "issue:43531", "issue:43540", "issue:43550", @@ -4625,278 +4556,279 @@ "issue:43720", "issue:43746", "issue:43756", + "issue:43782", "issue:43818", "issue:43819", "issue:43873", - "issue:43994", "issue:44008", "issue:44062", "issue:44186", "issue:44220", "issue:44488", "issue:44661", - "issue:44671", "issue:44811", "issue:44843", + "issue:44877", "issue:44898", + "issue:44977", "issue:45072", "issue:45081", "issue:45183", "issue:45356", + "issue:45381", "issue:45479", "issue:45685", "issue:45704", "issue:45834", - "issue:45859", "issue:45907" ], "soft_pairs": [ - "issue:43994|issue:44671", - "issue:43525|issue:43531", - "issue:45704|issue:45859", "issue:45081|issue:45356", "issue:41720|issue:45704", "issue:45356|issue:45907", "issue:39692|issue:43873", - "issue:43596|issue:44220", "issue:43746|issue:43873", + "issue:43596|issue:44220", "issue:40444|issue:43746", - "issue:42915|issue:43746", - "issue:44220|issue:44661", + "issue:43746|issue:45381", "issue:43540|issue:44008", - "issue:30064|issue:36010", "issue:43720|issue:43819", + "issue:44220|issue:44661", "issue:43618|issue:43697", "issue:45183|issue:45479", "issue:43653|issue:43720", + "issue:30064|issue:36010", "issue:43335|issue:43756", "issue:43295|issue:45834", "issue:43716|issue:44008", "issue:43550|issue:45072", - "issue:44062|issue:44488", "issue:43550|issue:43819", + "issue:44062|issue:44488", "issue:43322|issue:45685", "issue:44186|issue:44898", "issue:44843|issue:45081", "issue:43577|issue:43818", - "issue:43531|issue:43643", "issue:43421|issue:44811", - "issue:43653|issue:43819" + "issue:43531|issue:43643", + "issue:43653|issue:43819", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:43782|issue:44977" ], - "prepared_review_unit_hash": "eaed07aaf41249208937961e5af799853d5b8006e10066cdae0a63050c6aeb05", + "prepared_review_unit_hash": "31822a23be0d88c26735e2ec6895ed3b040fd206a673b530c25da6c4931aad2e", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 37427, - "estimated_input_tokens": 9357, - "estimated_eval_tokens": 18970 + "serialized_chars": 36862, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: tokenizer regressions, vision/multimodal bugs, dtype/offload issues, config/model-loading regressions, and CI/documentation problems. None of the soft pairs look like the same underlying bug, so no duplicate merges are justified.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is largely heterogeneous: the soft-paired issues span unrelated bugs in tokenizers, multimodal processors, model loading, quantization/offloading, and framework regressions. None of the soft edges look like true duplicates, so I would keep them separate rather than collapsing the cluster.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue clearly serves as a duplicate target for the whole cluster; the items are too diverse. If forced to pick an anchor, issue #43873 is the most triage-worthy representative because it has the strongest cross-references and a broadly impactful infrastructure theme (offloading + quantization), but it is not a duplicate hub for the rest of the set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #43873 is the best single issue for manual follow-up because it is open, has the most inbound references, and concerns a broadly relevant runtime behavior regression. It is still only a representative anchor, not a merge target for the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43994", - "right": "issue:44671", - "accept": false, - "reason": "Both involve model output quality, but one is SigLIP2 inference/pipeline misuse and the other is a CamemBERT masked-LM regression in v5; different models and failure modes." - }, - { - "left": "issue:43525", - "right": "issue:43531", - "accept": false, - "reason": "Llama4Config missing pad_token_id and Qwen3-MoE sliding_window behavior are unrelated config/model bugs." - }, - { - "left": "issue:45704", - "right": "issue:45859", - "accept": false, - "reason": "T5 Apex RMSNorm memory leak and Qwen3_5Moe CPU offload incompatibility affect different code paths and components." - }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both touch mistral regex handling, but 45081 is a tokenizer crash on backend_tokenizer access while 45356 is a Kimi-K2.5 regression about codec handling and warning text; not the same bug." + "reason": "Both mention Mistral-related tokenizer behavior, but one is a crash in _patch_mistral_regex while the other is a broader Kimi-K2.5 regression about codec handling and warnings. Different failure modes and likely different fixes." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 auto device-map cuda assert and T5 RMSNorm memory leak are unrelated runtime issues." + "reason": "Qwen3 CUDA assert on device mapping is unrelated to T5 silently using apex.FusedRMSNorm and leaking memory. Different model families and different code paths." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Kimi-K2.5 tokenizer regression is about Mistral regex/codec behavior; list_repo_files revision forwarding is a hub API bug." + "reason": "Tokenizer regression with mistral regex/codec handling is unrelated to list_repo_files failing to forward revision in CI. Different subsystems entirely." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 doc example errors and quantization failure are about example/model usage, while 43873 is a general offloading-with-quantization issue with no matching model/path shown." - }, - { - "left": "issue:43596", - "right": "issue:44220", - "accept": false, - "reason": "Both cause runtime failures, but deepspeed zero3 init with BertModel and _torch_extract_fbank_features are different subsystems and symptoms." + "reason": "SigLIP2 doc example errors are documentation/model-usage issues, while #43873 is about offloading with quantization. Not the same underlying bug." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "GraniteSpeech PEFT checkpoint loading and offloading with quantization are different loading/offload bugs." + "reason": "GraniteSpeech PEFT local checkpoint loading and quantization/offloading behavior are different code paths and different symptoms." }, { - "left": "issue:40444", - "right": "issue:43746", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Qwen2.5-VL iterable dataset with multiple images and GraniteSpeech PEFT local checkpoint loading do not share the same code path." + "reason": "Deepspeed ZeRO3/BertModel index error is unrelated to _torch_extract_fbank_features. Different model stack and failure site." }, { - "left": "issue:42915", + "left": "issue:40444", "right": "issue:43746", "accept": false, - "reason": "Qwen2.5 MoE FP8 config failure and GraniteSpeech adapter loading are unrelated." + "reason": "Qwen2.5-VL iterable dataset multi-image finetuning failure is unrelated to GraniteSpeech PEFT checkpoint loading." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:43746", + "right": "issue:45381", "accept": false, - "reason": "Audio feature extraction and add-new-model-like TOKENIZER_MAPPING_NAMES handling are different tokenizer/model utilities." + "reason": "Local checkpoint/PEFT loading for GraniteSpeech is unrelated to Qwen2.5-VL video vision_position_ids behavior." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Gemma3n audio_mel_mask name collision are separate multimodal bugs." + "reason": "Qwen3OmniMoe video processing ValueError and Gemma3n audio_mask AttributeError are distinct multimodal model bugs with different code paths." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Void segmentation-map processing and the GenerationMixin import error are entirely unrelated." + "reason": "BitNet packed-weight loading under accelerate and DAC.from_latents missing STE are unrelated issues." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading and DAC from_latents vs forward mismatch are different model internals." + "reason": "Feature extraction failure and add-new-model-like failing inside TOKENIZER_MAPPING_NAMES are different components and different bug types." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions assignment and RTDetrV2 differing outputs are unrelated model regressions." + "reason": "CLIPOutput attentions assignment regression and RTDetrV2 output differences are unrelated model implementation bugs." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "XOR validation for input_ids/inputs_embeds errors and single-label classification with num_labels=1 zero-loss behavior are different validation vs loss bugs." + "reason": "Invalid input validation/error messaging across models is not the same as degenerate zero-loss classification behavior." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are different issues." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to BitNet packed-weight unpacking during loading." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing failure is unrelated to the GenerationMixin ImportError." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse layer creation and Smollm3 RoPE layer dropping are unrelated model-configuration bugs." + "reason": "SwitchTransformers sparse-layer creation at zero layers and Smollm3 RoPE-layer dropping are different configuration/model construction bugs." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "processor.tokenizer regression and Kosmos2.5 long OCR index error are different multimodal/tokenization failures." + "reason": "processor.tokenizer regression in v4.57.5 is unrelated to Kosmos2.5 OCR long-input indexing errors." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Mistral image preprocessor dtype mismatch and Gemma3n audio variable collision are unrelated model-specific bugs." + "reason": "Mistral-3 image preprocessor/model dtype mismatch is not the same bug as Gemma3n audio mask collision." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Both mention SDPA/dtype/runtime, but Bamba torch.compile failure and SwitchTransformers/TimmWrapperModel bfloat16 mismatch are different code paths." + "reason": "Bamba torch.compile + SDPA failure and dtype mismatch issues in SwitchTransformers/TimmWrapperModel are separate regressions." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "AddedToken special-argument conflict and inability to load cjvt/sleng-bert are not the same underlying tokenizer bug." + "reason": "Bamba torch.compile SDPA bug and DAC.from_latents vs forward mismatch are unrelated model behaviors." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Bamba torch.compile+SDPA failure and DAC from_latents mismatch are unrelated model/runtime issues." + "reason": "AddedToken special-argument TypeError is not the same as loading cjvt/sleng-bert failing." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next segmentation fault and MPS histogram not implemented for Int in MoE are different backend/model problems." + "reason": "Llava Next segmentation fault and MoE MPS histogram Int error are distinct runtime failures." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding versus Perceiver non-default resolution classification failure are unrelated." + "reason": "LayoutLMv2Tokenizer crashes on NER/padding are unrelated to Perceiver image classification with non-default resolution." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizer regex/hub behavior, but one is unconditional model_info() breaking offline mode and the other is a tokenizer backend attribute crash; different fixes." + "reason": "Offline hub/model_info Mistral regex patch issue and tokenizer crash with fix_mistral_regex are related only superficially; one is offline-mode behavior, the other is a tokenizer object attribute mismatch." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype propagation and Video-LLaVA missing temporal attention/shared weights are unrelated multimodal architecture bugs." + "reason": "Blip2 dtype remaining float32 and Video-LLaVA missing temporal attention / shared weights are unrelated model-loading problems." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Qwen3-MoE sliding_window and trust_remote_code AutoConfig missing fields are different configuration issues." + "reason": "TokenizersBackend post-processor update at runtime and Whisper batch_decode skip_special_tokens behavior are different tokenizer APIs and different bugs." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "TokenizersBackend post-processor refresh on special-token changes and Whisper batch_decode skip_special_tokens behavior are different tokenizer APIs." + "reason": "Qwen3-MoE sliding_window issue and trust_remote_code AutoConfig missing fields are unrelated." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC forward/from_latents mismatch are unrelated." + "reason": "BigBirdTokenizer special-token registration bug and DAC STE mismatch are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code and strict config blocking granite_speech config are both config-related, but they are different failure modes and fixes." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and Qwen2.5-VL vision_position_ids being wrong are distinct multimodal-video bugs." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only load error and Qwen3.5 flash-attention generation failure are separate model/version/runtime issues." } ] }, @@ -4909,7 +4841,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 15, "review_unit_count": 46, @@ -4918,7 +4850,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:30064", "issue:34634", @@ -4927,17 +4859,19 @@ "issue:39692", "issue:41720", "issue:42175", - "issue:43540", + "issue:43262", "issue:43577", "issue:43582", "issue:43606", - "issue:43643", "issue:43644", + "issue:43650", "issue:43720", "issue:43749", "issue:43782", + "issue:43819", "issue:43825", "issue:43827", + "issue:43906", "issue:43994", "issue:44060", "issue:44186", @@ -4953,33 +4887,28 @@ "issue:44671", "issue:44805", "issue:44821", - "issue:44877", + "issue:44857", "issue:44936", - "issue:44977", "issue:44991", "issue:45020", "issue:45072", "issue:45081", "issue:45084", "issue:45325", - "issue:45381", "issue:45406", "issue:45584", "issue:45701", "issue:45834" ], "soft_pairs": [ - "issue:43643|issue:44877", - "issue:43540|issue:45381", "issue:44448|issue:44671", - "issue:43782|issue:44977", "issue:45584|issue:45834", "issue:43644|issue:43749", - "issue:44561|issue:45020", - "issue:43825|issue:43994", "issue:44485|issue:44509", - "issue:44821|issue:45084", + "issue:43825|issue:43994", + "issue:44561|issue:45020", "issue:39692|issue:45834", + "issue:44821|issue:45084", "issue:30064|issue:36331", "issue:41720|issue:44991", "issue:44186|issue:44442", @@ -4992,26 +4921,29 @@ "issue:34634|issue:36010", "issue:44610|issue:45072", "issue:43782|issue:45325", - "issue:42175|issue:45081", "issue:43720|issue:45072", + "issue:42175|issue:45081", "issue:45081|issue:45406", "issue:43749|issue:44291", - "issue:44060|issue:44368" + "issue:44060|issue:44368", + "issue:43650|issue:43906", + "issue:43582|issue:44857", + "issue:43262|issue:43819" ], - "prepared_review_unit_hash": "bebac7435379fda6964eeee8a05a66da5814ddd5a78e9a888179d4ca86619093", + "prepared_review_unit_hash": "483b339caea6222e0cb330ffad9dc33c47bde6f67fc250714393ddf200e31701", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35675, + "serialized_chars": 35676, "estimated_input_tokens": 8919, "estimated_eval_tokens": 18094 }, @@ -5020,180 +4952,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated Transformers bugs with only loose thematic overlap around v5 regressions, loading, and processor/tokenizer issues. I do not see any soft pair that is clearly the same underlying bug or change.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45020 is the best broad umbrella candidate because it covers the recurring theme of recent-version breakages around remote_code/model loading, but it is still only a partial fit and not a true duplicate of the whole set.", + "summary": "The cluster is heterogeneous: most pairs are superficially similar but point to different models, code paths, or even docs vs runtime behavior. I would reject all soft edges as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the cluster mixes unrelated regressions across model loading, tokenization, audio, vision, training, and documentation.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most representative open issue for the cluster\u2019s shared theme of v5 regressions affecting model loading and remote-code models.", + "best_issue_reason": "issue:45020 is the broadest representative of the remote_code regression theme, but it is still too general to serve as a true duplicate canonical for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43643", - "right": "issue:44877", - "accept": false, - "reason": "Both involve config/loading behavior, but one is about missing fields from trust_remote_code and the other is strict config blocking granite_speech; different failure modes and targets." - }, - { - "left": "issue:43540", - "right": "issue:45381", - "accept": false, - "reason": "Different Qwen model families and different bugs: video processing failure vs still-image RoPE/position_id scaling." - }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are output regressions, but they affect different models and tasks (Pegasus generation vs CamemBERT masked LM)." - }, - { - "left": "issue:43782", - "right": "issue:44977", - "accept": false, - "reason": "Different code paths: from_pretrained weight_only loading error vs flash-attention generation issue." + "reason": "Different models and failure modes: Pegasus output drift vs CamemBERT masked-LM prediction regression." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty transcription handling and Kosmos2.5 long-OCR index errors are unrelated bugs." + "reason": "Both are input-shape edge cases, but they affect different modalities and code paths (Whisper empty transcription vs Kosmos2.5 long OCR)." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Both concern loading/state handling, but junk non-persistent buffers and FSDP CPU RAM-efficient loading are not the same concrete bug." + "reason": "Both are loading-related, but one is non-persistent buffer initialization and the other is FSDP CPU RAM loading." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "44561 is a specific regression from removing is_torch_fx_available; 45020 is a broader umbrella for remote_code breakages, not the same concrete issue." + "reason": "One is a GLM-5 RoPE implementation discussion; the other is stale v5 docs about removed pipeline tasks." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is a pipeline error message around removed translation tasks; the other is a SigLIP2 docs/model mismatch plus quantization failure." + "reason": "One is an error-message/docs issue; the other is a SigLIP2 model/pipeline correctness bug." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "GLM-5 RoPE implementation is unrelated to stale docs that still mention removed pipeline tasks." + "reason": "Related theme, but 45020 is a broad umbrella for many remote_code breakages; 44561 is a specific helper-removal regression." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "AutoImageProcessor URL loading and a template compilation TypeError are unrelated." + "reason": "SigLIP2 docs/example errors are unrelated to Kosmos2.5 OCR index failures." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "SigLIP2 documentation errors and Kosmos2.5 long OCR index errors are different problems." + "reason": "AutoImageProcessor URL loading and template compilation errors are different subsystems and bugs." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor void segmentation maps and CustomTrainer compute_loss kwargs are unrelated." + "reason": "Segmentation-map processing and CustomTrainer.compute_loss signature changes are unrelated." }, { "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": "Qwen3 device-mapping CUDA assert and tokenizer loading for est-roberta are distinct issues." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer/model issues: LayoutLMv2 NER/padding crash versus AutoTokenizer failing FastSpeech2ConformerTokenizer." + "reason": "LayoutLMv2 NER/padding crashes and FastSpeech2Conformer tokenizer loading are different tokenizer bugs." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Both mention removed v5 pipeline tasks, but one is an incorrect runtime message and the other is stale docs; related, not the same bug." + "reason": "Both relate to v5 pipeline removals, but one is runtime messaging and the other is stale documentation." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 OCR index errors are separate model/input bugs." + "reason": "Video-input regression and long OCR index error are different model-specific failures." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "One is a dtype propagation bug in Blip2 loading; the other is an Apple Silicon TypeError in caching_allocator_warmup." + "reason": "Blip2 dtype propagation and Apple Silicon allocator warmup TypeError are unrelated." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape mismatch IndexError and trainer.evaluate() failing after train are not the same issue." + "reason": "Mask-shape IndexError and trainer evaluate-after-train failure are not the same bug." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM regressions and general tokenization changes are not the same concrete bug." + "reason": "Masked-LM prediction changes are not the same as general tokenization changes, even if they may be related." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU-offload device mismatch for bark-small and bfloat16 dtype mismatches in other models are distinct failures." + "reason": "Bark CPU-offload device mismatch and dtype mismatches in other models are different loading bugs." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset behavior and a GenerationMixin import error are unrelated." + "reason": "BarkProcessor voice_preset failure and GenerationMixin import failure are unrelated." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo processor size mismatch and bfloat16 dtype mismatch in inference are different bugs." + "reason": "OmDet-Turbo image-size mismatch and dtype mismatch regressions are different defects." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen-VL bugs: weight_only loading failure versus still-image temporal position_id scaling." + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling are separate VL issues." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Backend dependency packaging and a Mistral tokenizer regex crash are unrelated." + "reason": "BitNet packed-weight unpacking and dtype mismatch problems do not share the same code path." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch regressions." + "reason": "Missing tensorflow backend in pip extras is unrelated to the Mistral tokenizer patch crash." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both are attribute errors in tokenizer/processor internals, but they affect different components and causes." + "reason": "Both are attribute errors, but they hit different objects and loading paths (tokenizer patch vs Gemma4Processor in serve)." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both involve loading/empty-weights paths, but FSDP CPU RAM-efficient loading and an unexpected _is_hf_initialized argument are distinct regressions." + "reason": "Both concern model loading, but FSDP CPU RAM loading and init_empty_weights `_is_hf_initialized` are different failures." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both are tied-weights warnings, but one is an incorrect internal tying bug and the other is a user-facing config warning on a different model." + "reason": "Wrong tied-weights warning and the LoRA tie_word_embeddings warning are distinct issues." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A vague 'ADD THE DATA' issue is not the same as a specific reproduction of another bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA AMP image-loss crash are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and DAC latent/STE mismatch are different audio bugs." } ] }, @@ -5206,7 +5138,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 16, "review_unit_count": 46, @@ -5215,7 +5147,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:34634", "issue:36010", @@ -5231,27 +5163,26 @@ "issue:43531", "issue:43550", "issue:43577", - "issue:43582", "issue:43638", "issue:43645", - "issue:43650", "issue:43653", "issue:43696", "issue:43697", "issue:43720", "issue:43742", "issue:43746", + "issue:43749", "issue:43819", "issue:43854", - "issue:43906", "issue:43927", "issue:44479", "issue:44554", "issue:44568", "issue:44589", "issue:44610", + "issue:44756", "issue:44811", - "issue:44857", + "issue:44849", "issue:44912", "issue:44936", "issue:44977", @@ -5264,255 +5195,249 @@ "issue:45488", "issue:45538", "issue:45600", + "issue:45701", "issue:45803" ], "soft_pairs": [ - "issue:43650|issue:43906", - "issue:43582|issue:44857", - "issue:43262|issue:43819", "issue:43526|issue:43697", "issue:43526|issue:44554", "issue:45459|issue:45803", "issue:34634|issue:36331", + "issue:43653|issue:44912", "issue:45084|issue:45538", - "issue:43742|issue:45020", "issue:43329|issue:45600", - "issue:43653|issue:44912", + "issue:43742|issue:45020", "issue:43638|issue:44936", + "issue:43257|issue:43329", "issue:43452|issue:44991", "issue:43746|issue:44811", - "issue:43257|issue:43329", - "issue:44589|issue:45042", "issue:43257|issue:43696", + "issue:44589|issue:45042", "issue:43854|issue:44977", "issue:38175|issue:44610", - "issue:36010|issue:43645", "issue:39692|issue:44912", "issue:43819|issue:43927", + "issue:36010|issue:43645", "issue:43454|issue:43577", - "issue:43720|issue:44610", "issue:43550|issue:44912", + "issue:43720|issue:44610", "issue:44568|issue:45488", - "issue:43531|issue:45042", "issue:43262|issue:44811", "issue:43329|issue:44479", + "issue:43531|issue:45042", + "issue:44568|issue:45356", + "issue:43749|issue:44756", "issue:36010|issue:36331", - "issue:44568|issue:45356" + "issue:44849|issue:45701" ], - "prepared_review_unit_hash": "ea0bb5d84edaf897c24d727d7d33b49f4b7bb21f96ccdbea8c321e294b20f758", + "prepared_review_unit_hash": "73b7fb12a06fef296575c00484cdd7792bd096b71b2cc8b86e7442d2f2864c29", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37228, - "estimated_input_tokens": 9307, - "estimated_eval_tokens": 18870 + "soft_pair_count": 30, + "serialized_chars": 36882, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs mostly overlap only at a broad subsystem level (tokenizers, audio, vision, loading, training) but describe different concrete failures, so none look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "This cluster is very noisy: most items are distinct model-, tokenizer-, processor-, or training-specific regressions rather than true duplicates. I would not merge any soft pairs. The best triage anchor is the broad open issue about recent version regressions affecting remote-code models.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45020 is the broadest open umbrella candidate here and best matches the overall theme of version-induced loading/runtime regressions, even though the rest of the cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a clear global canonical here; the set spans many unrelated bugs, so any choice would be arbitrary.", + "best_issue_reason": "Issue 45020 is the most suitable representative for triage because it is recent, open, and broad enough to anchor adjacent version-regression reports without incorrectly collapsing unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43650", - "right": "issue:43906", - "accept": false, - "reason": "Completely unrelated: a vague request vs an isolated reproduction of a different upstream issue." - }, - { - "left": "issue:43582", - "right": "issue:44857", - "accept": false, - "reason": "Different failures and code paths: Apple Silicon allocator TypeError vs CUDA AMP image-loss crash." - }, - { - "left": "issue:43262", - "right": "issue:43819", - "accept": false, - "reason": "Both audio-related, but one is chat-template sampling rate and the other is DAC latent decoding mismatch." - }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Different vision bugs in different models; no shared root cause is evident." + "reason": "Different models and failure modes: BeitImageProcessorFast label reduction vs RTDetrV2 output drift." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Unrelated model families and failures; a processor label bug is not the same as an attention correctness issue." + "reason": "Unrelated subsystems: image processor label handling vs MPS attention correctness." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both mention exception handling, but they are different bugs in different functions and should not be merged." + "reason": "Both are error-handling bugs, but they affect different code paths and are not the same underlying defect." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Different APIs and failure modes: Bark voice preset vs trainer compute_loss signature." + "reason": "BarkProcessor voice preset vs Trainer compute_loss signature mismatch are unrelated issues." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Unrelated issues: template compilation error vs tokenizer max_length misconfiguration." + "reason": "BigBirdTokenizer special-token decode bug is unrelated to MXFP4 quantization loading." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Both involve loading, but one is a specific MobileLLM key error and the other is a broad remote_code regression." + "reason": "Different tokenization/compile paths: template-node compilation error vs CLIPTokenizer max length constant." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Different areas: multimodal token counting vs stale auto_mapping references in CI." + "reason": "Video token counting bug is unrelated to stale auto_mappings references." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Tokenizer special-token registration is unrelated to MXFP4 quantization loading fallback." + "reason": "Both involve loading, but one is a MobileLLM key error and the other is a broad remote_code regression; not the same bug." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Different trainer/deepspeed failures with different triggers and symptoms." + "reason": "Zero3 index error with non-pretrained Bert is unrelated to evaluate-after-train behavior." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion and multimodal video token counting are different problems." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are model-loading/tokenizer issues, but the affected paths and reported bugs differ." + "reason": "Both are from_pretrained/tokenizer loading complaints, but the file formats and failure modes differ." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Unrelated: PEFT local checkpoint loading vs Whisper batch_decode skip_special_tokens behavior." + "reason": "GraniteSpeech PEFT checkpoint loading is unrelated to Whisper batch_decode special-token handling." }, { "left": "issue:43257", - "right": "issue:43329", + "right": "issue:43696", "accept": false, - "reason": "Different bugs: Qwen3 MoE weight conversion/loading vs undefined video-token helper names." + "reason": "Weight conversion bug vs plain CUDA OOM are not duplicates." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Different incompatibilities: missing Float8 storage vs torchvision requirement in PIL image processors." - }, - { - "left": "issue:43257", - "right": "issue:43696", - "accept": false, - "reason": "Different Qwen3/OOM-loading issues with no shared root cause shown." + "reason": "Float8 storage deserialization and PIL-backend torchvision dependency are unrelated." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Same broad generation/loading area, but different models and failure mechanisms." + "reason": "Different models and symptoms: GLM-4.7-Flash load failure vs Qwen3.5 flash-attn generation bug." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Both are vision-related, but one is zero probabilities and the other is processor/model input-size mismatch." - }, - { - "left": "issue:36010", - "right": "issue:43645", - "accept": false, - "reason": "Different compatibility regressions: GenerationMixin import failure vs Jupyter custom-model initialization." + "reason": "Both are vision-model issues, but one is zero probabilities and the other is processor/model input-size mismatch." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation/example errors are not the same as MXFP4 quantization fallback behavior." + "reason": "SigLIP2 docs example errors are unrelated to MXFP4 quantization fallback." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different components and failures: DAC latent conversion vs Dia config save/load token IDs." + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token ID loss are separate bugs." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "One is weight tying causing bad generation; the other is dtype propagation on load." + "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are distinct API regressions." }, { - "left": "issue:43720", - "right": "issue:44610", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Completely different subsystems: packed-weight loading vs image processor resolution mismatch." + "reason": "AyaVision weight tying and Blip2 dtype propagation are different model-specific bugs." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Different model/runtime problems: torch.compile+SDPA vs quantization loading fallback." + "reason": "torch.compile/SDPA failure for Bamba is unrelated to MXFP4 quantization loading." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "Both tokenizer regressions, but different tokenizer classes and different broken behaviors." + "reason": "BitNet packed-weight loading and OmDet-Turbo image size mismatch are unrelated." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Unrelated model sliding-window bug vs image processor torchvision dependency regression." + "reason": "Tokenizer special-token addition bug and tokenizer.json pre-tokenizer override are different root causes." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Both audio, but sampling-rate defaults and decode special-token handling are distinct bugs." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to Whisper batch_decode behavior." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Possible thematic overlap on video VLMs, but the reports describe different regressions and are not clearly the same bug." + "reason": "Both touch video, but one is undefined-variable token counting and the other is a broader v5.3.0 video regression." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Different breakages: import path change vs trainer method signature change." + "reason": "Qwen3-MoE sliding_window behavior and PIL torchvision dependency are unrelated." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both tokenizer regressions, but on different models and different underlying tokenizer handling." + "reason": "Different tokenizer regressions affecting different models and code paths." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP RAM-efficient loading and Strix Halo mmap OOM are different memory-related issues." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss kwarg mismatch are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug is not the same as a generic tokenization change regression." } ] }, @@ -5525,7 +5450,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 17, "review_unit_count": 46, @@ -5534,7 +5459,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:33357", "issue:34567", @@ -5555,9 +5480,9 @@ "issue:43643", "issue:43697", "issue:43742", - "issue:43749", "issue:43756", "issue:43824", + "issue:43906", "issue:43927", "issue:43931", "issue:44062", @@ -5565,9 +5490,8 @@ "issue:44479", "issue:44488", "issue:44560", - "issue:44756", + "issue:44737", "issue:44821", - "issue:44849", "issue:44898", "issue:44912", "issue:44938", @@ -5580,267 +5504,264 @@ "issue:45381", "issue:45405", "issue:45538", - "issue:45701", + "issue:45588", "issue:45759", "issue:45859", "issue:45907" ], "soft_pairs": [ - "issue:43749|issue:44756", - "issue:44849|issue:45701", "issue:43643|issue:45759", + "issue:43257|issue:43931", "issue:34567|issue:40990", "issue:43329|issue:43450", - "issue:43257|issue:43931", "issue:43606|issue:45859", "issue:43257|issue:43756", "issue:43697|issue:45357", - "issue:44987|issue:45538", - "issue:44291|issue:45042", - "issue:42915|issue:43742", "issue:43452|issue:43582", - "issue:42915|issue:44821", + "issue:44291|issue:45042", + "issue:44987|issue:45538", "issue:44987|issue:45907", + "issue:42915|issue:43742", "issue:33357|issue:34567", - "issue:41720|issue:43540", "issue:44479|issue:45381", - "issue:42915|issue:45538", + "issue:41720|issue:43540", "issue:43927|issue:44912", - "issue:42175|issue:43824", - "issue:43317|issue:45538", + "issue:42915|issue:44821", + "issue:42915|issue:45538", "issue:43577|issue:45072", + "issue:43317|issue:45538", + "issue:42175|issue:43824", "issue:43540|issue:44479", "issue:43540|issue:44560", "issue:44062|issue:44991", "issue:42175|issue:44938", "issue:45137|issue:45405", + "issue:38175|issue:44898", "issue:42175|issue:44488", - "issue:38175|issue:44898" + "issue:44737|issue:45588", + "issue:43906|issue:45381" ], - "prepared_review_unit_hash": "1f59b41624637a42b01bf872abbbc812e7ff0642a4933cc8a809d5e35f04c3a7", + "prepared_review_unit_hash": "483b0834708406e2f191ec3001c69e366fc1a92a34677b7831ffd90f880967a8", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36619, - "estimated_input_tokens": 9155, - "estimated_eval_tokens": 18566 + "serialized_chars": 36228, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly unrelated despite superficial theme overlap (often just the same subsystem/model family). One soft duplicate stands out: the Qwen video-input regression report and the qwen2.5-vl vision_position_ids report look like the same underlying bug.", - "confidence": 0.9, - "canonical_issue_reason": "issue:44479 is the broadest, clearest report of the Qwen v5.3.0 video-input regression; issue:45381 appears to be the same bug narrowed to qwen2.5-vl/vision_position_ids.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The only noticeable dense subcluster is around Qwen/Qwen-VL video-input regressions, but even there the items are similar rather than clear duplicates.", + "confidence": 0.43, + "canonical_issue_reason": "Issue 44479 is the broadest and most representative item in the main coherent subcluster: it explicitly covers a multi-model Qwen video-input regression in v5.3.0.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best canonical issue because it captures the full regression scope across affected Qwen video models, while still matching the specific qwen2.5-vl symptom in issue:45381.", + "best_issue_reason": "44479 best represents the largest coherent theme in the set (Qwen video regression reports), whereas the other issues are narrower, model-specific, or on unrelated code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43749", - "right": "issue:44756", - "accept": false, - "reason": "Different loading problems: FSDP CPU/RAM-efficient loading vs Apple Silicon mmap/OOM mitigation." - }, - { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Different bugs: Qwen3.5 output_hidden_states regression vs a tokenizer/version change report." + "reason": "Different loading bugs: missing fields with trust_remote_code vs unwrapping text_config for composite multimodal configs." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Different config-loading failures: missing fields from trust_remote_code vs composite Qwen text_config unwrapping." + "reason": "Different models and failures: Qwen3 MoE weight conversion vs Qwen3-VL weight shape mismatch." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Unrelated: TrainerState token counter vs high perplexity on a specific model/dataset." + "reason": "Unrelated areas: Trainer token-count metric not updating vs high perplexity on a causal LM." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both are video-related, but one is a multimodal token-counting code bug and the other is batched processor shape handling." - }, - { - "left": "issue:43257", - "right": "issue:43931", - "accept": false, - "reason": "Both involve Qwen3 loading, but one is accelerate/deepspeed weight conversion and the other is a weight-shape mismatch for Qwen3-VL." + "reason": "Both are video-related, but one is an undefined helper in token counting and the other is a batched processor shape bug." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Same general CPU-offload area, but different models and concrete failures." + "reason": "Both mention offload, but they concern different code paths and models: generic device mismatch vs Qwen3_5Moe rotary embedding CPU-offload behavior." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different model-specific issues: Qwen3 MOE weight conversion vs Smollm3 RoPE layer dropping." + "reason": "Different model families and bugs: Qwen3 MoE conversion vs SmolLM3 RoPE-layer dropping." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different subsystems: RTDetrV2 output regression vs Qwen3.5 save_pretrained key naming." + "reason": "Different subsystems: RTDetrV2 output regression vs Qwen3.5 save_pretrained key mismatch." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Different tokenizer/model-loading problems; only loosely related by loading behavior." + "reason": "Unrelated failure modes: gguf_file loading vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Different failures: init_empty_weights signature mismatch vs PIL backend torchvision dependency handling." + "reason": "Different bugs: init_empty_weights argument handling vs PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Different model/config bugs: FineGrainedFP8Config vs MobileLLM loading key error." + "reason": "No overlap beyond general loading problems; one is a model load failure, the other is tokenizer max-length handling." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Different domains: GGUF loader breakage vs AppleSilicon allocator warmup TypeError." + "reason": "Unrelated: model loading for physical-intelligence/fast vs list_repo_files not forwarding revision." }, { "left": "issue:42915", - "right": "issue:44821", + "right": "issue:43742", "accept": false, - "reason": "Different issues: Qwen3Moe quantization/config vs loading AutoImageProcessor from a URL." + "reason": "Different models and code paths: Qwen3Moe FP8 config vs MobileLLM key error on load." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Different code paths: model load failure vs list_repo_files failing to forward revision." + "reason": "Completely unrelated: MacOS bus error with CLIP vs TrainerState token counting." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:44479", + "right": "issue:45381", "accept": false, - "reason": "Completely unrelated: MacOS CLIP bus error vs TrainerState token counting." + "reason": "Close theme, but not enough to merge: broad Qwen video regression vs a specific vision_position_ids bug in qwen2.5-vl." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Both mention Qwen and CUDA/video, but one is device mapping on A800 and the other is video-input processing in Qwen3OmniMoe." + "reason": "Different concrete problems: auto device mapping cuda assert vs Qwen3OmniMoe video processing ValueError." }, { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both describe the same Qwen video-input regression; 45381 is the specific qwen2.5-vl manifestation of the broader bug in 44479." + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated: DiaConfig losing custom token IDs vs MXFP4 quantization fallback." }, { "left": "issue:42915", - "right": "issue:45538", + "right": "issue:44821", "accept": false, - "reason": "Unrelated: Qwen3Moe FP8 config failure vs CLIPTokenizer max_length issue." + "reason": "Different topics: Qwen3Moe FP8 configuration vs AutoImageProcessor URL loading." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Different loading/config bugs: DiaConfig save/load token IDs vs MXFP4 quantization fallback." + "reason": "Different topics: Qwen3Moe FP8 configuration vs CLIPTokenizer max_length behavior." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Unrelated: TensorFlow extra installation problem vs missing Qwen2_5_VL import." + "reason": "Both are dtype-related, but they affect different model families and likely different implementation paths." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Different issues: device_map/offload loading failure vs tokenizer max_length default." + "reason": "Unrelated: device_map/offload loading failure vs CLIPTokenizer max_length." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Both are dtype-related, but different models and different failure modes; not the same concrete bug." + "reason": "Unrelated: missing TensorFlow backend in torch install vs missing Qwen2_5_VL export." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both are video-input reports, but the model and failure mode differ; not enough evidence of one underlying bug." + "reason": "Same broad area, but the titles point to different reports and symptoms; not enough evidence that they are the same underlying bug." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Different Qwen video-input failures affecting different models and error paths." + "reason": "Both are video-input issues, but they target different models and errors (ValueError vs StopIteration)." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer-loading issues; the model-specific symptom is not the same as the AddedToken keyword bug." + "reason": "Tokenizer constructor error vs tokenizer loading failure for a specific model; not the same bug." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Unrelated: backend installation issue vs Python 3.14 load failure." + "reason": "Unrelated: TensorFlow backend packaging vs Python 3.14 import/load failure." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "Completely unrelated: DeepSpeed ZeRO3 deque error vs PEFT version pin mismatch." + "reason": "Completely unrelated: DeepSpeed ZeRO3 deque error vs PEFT version bump." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different model-specific inference issues with no shared concrete code path." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Unrelated: TensorFlow backend packaging vs a specific model load failure." + "reason": "Unrelated: TensorFlow backend packaging vs a specific model loading failure." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Different vision-model bugs: zero probabilities on SigLIP2 vs Perceiver non-default resolution failure." + "reason": "Different code paths: XLNet positional encoding device placement vs flash_attention s_aux handling." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "One is a repro of an earlier issue, the other is a specific qwen2.5-vl video-position bug; not enough to call them duplicates." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The canonicalization is grounded in the packet: issue:44479 is the broad Qwen v5.3.0 video-input regression, and issue:45381 is a narrower qwen2.5-vl manifestation of the same symptom. The soft-edge verdicts are generally conservative and stay within what the titles support; no pair is overstated as a duplicate without evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 18, "review_unit_count": 46, @@ -5849,8 +5770,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ + "issue:24643", "issue:28282", "issue:29127", "issue:34567", @@ -5863,6 +5785,7 @@ "issue:43526", "issue:43531", "issue:43540", + "issue:43577", "issue:43582", "issue:43643", "issue:43688", @@ -5872,7 +5795,6 @@ "issue:43749", "issue:43756", "issue:43782", - "issue:43906", "issue:43994", "issue:44062", "issue:44291", @@ -5882,7 +5804,6 @@ "issue:44561", "issue:44589", "issue:44704", - "issue:44737", "issue:44792", "issue:44821", "issue:44898", @@ -5896,20 +5817,17 @@ "issue:45381", "issue:45405", "issue:45479", - "issue:45588", "issue:45600", "issue:45823" ], "soft_pairs": [ "issue:28282|issue:34689", - "issue:44737|issue:45588", - "issue:43742|issue:44291", "issue:42915|issue:43749", - "issue:43906|issue:45381", + "issue:43742|issue:44291", "issue:43526|issue:45479", + "issue:43756|issue:45325", "issue:28282|issue:29127", "issue:43540|issue:45823", - "issue:43756|issue:45325", "issue:43582|issue:43782", "issue:43493|issue:43994", "issue:34567|issue:36331", @@ -5925,207 +5843,209 @@ "issue:43697|issue:45216", "issue:43688|issue:43749", "issue:44484|issue:44704", - "issue:43720|issue:44898", "issue:44514|issue:45381", + "issue:43720|issue:44898", "issue:41762|issue:44936", - "issue:43643|issue:44561" + "issue:43643|issue:44561", + "issue:43452|issue:43577", + "issue:24643|issue:29127" ], - "prepared_review_unit_hash": "6d3eca9783ad63ca7a1d855bbf362c4b485c454df9fd189ef54724c4456ff49c", + "prepared_review_unit_hash": "513d958d18f627a8f7515326efaa07f9cdf79a0b5d9224e75afb22519357e500", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36379, - "estimated_input_tokens": 9095, - "estimated_eval_tokens": 18446 + "serialized_chars": 35769, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the proposed pairs mostly share only broad areas like loading, config, trainer, or multimodal code, but not the same concrete bug/change. I would not merge any of the soft edges.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43749 is the highest-signal issue in the set, with the most discussion and inbound references, and it represents a broad, user-impacting regression more than the other reports.", + "summary": "This cluster is not a single duplicate family; it spans many unrelated Transformers bugs across different models and subsystems. None of the soft pairs look like the same underlying fix.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items cover distinct failure modes (model loading, training APIs, processors, multimodal paths, config/serialization regressions) rather than one duplicated bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the best representative issue here because it is broad, well-discussed, and likely to anchor triage better than the narrower one-off reports.", + "best_issue_reason": "issue:43749 is the best anchor only as a broad, high-signal loading-regression report with discussion and inbound references, but it does not subsume the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Both are model-loading failures, but one is a missing PyTorch dependency message and the other is a specific Llama 3.2 Vision breakage; different bugs." + "reason": "Different problems: missing PyTorch import vs a specific Llama 3.2 Vision loading regression." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Different code paths: XLNet CPU tensor placement vs. flash_attention sink/s_aux handling." + "reason": "Different subsystems and failures: Qwen3Moe FP8 config issue vs FSDP CPU RAM-efficient loading." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "A key-error while loading a specific model is not the same as an init_empty_weights signature regression." + "reason": "Unrelated code paths: MobileLLM key error vs init_empty_weights handling of an unexpected argument." }, { - "left": "issue:42915", - "right": "issue:43749", - "accept": false, - "reason": "Both involve advanced loading/runtime settings, but one is Qwen3Moe FP8 behavior and the other is FSDP CPU RAM-efficient loading; distinct failures." - }, - { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "The first is an isolated reproduction of an existing issue; the second is a Qwen2.5-VL vision position-id bug. No concrete match." + "reason": "Different bug shapes: BeitImageProcessorFast label reduction vs sequence-classification loss degeneracy." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "BEiT image label reduction and sequence-classification loss degeneracy are unrelated behaviors." + "reason": "Both touch RoPE-ish logic, but they are different model families and distinct position-id bugs." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to LayoutLMv3 box-validation error messaging." + "reason": "No shared underlying defect: PyTorch import missing vs LayoutLMv3 box-content error messaging." }, { "left": "issue:43540", "right": "issue:45823", "accept": false, - "reason": "Different models and different failures: Qwen3OmniMoe video processing vs Gemma4 device placement mismatch." - }, - { - "left": "issue:43756", - "right": "issue:45325", - "accept": false, - "reason": "Both mention RoPE/position handling, but they affect different models and different bugs (layer dropping vs. temporal scaling)." + "reason": "Different model paths and failures: Qwen3OmniMoe video processing vs Gemma4 device placement with device_map=auto." }, { "left": "issue:43582", "right": "issue:43782", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3VL weight_only loading." + "reason": "Apple Silicon warmup TypeError and Qwen3VL weight_only loading error are unrelated." }, { "left": "issue:43493", "right": "issue:43994", "accept": false, - "reason": "Both concern SigLIP2, but one is a HF-vs-JAX discrepancy and the other is bad outputs with AutoModel/pipeline; not clearly the same defect." + "reason": "Same model family theme, but not the same concrete bug: implementation discrepancy vs nonsensical inference results." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting not updating is not the same as CustomTrainer.compute_loss receiving an unexpected kwarg." + "reason": "TrainerState token accounting and CustomTrainer loss-signature compatibility are separate trainer issues." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized and loading AutoImageProcessor from URL are different failure modes." + "reason": "init_empty_weights argument handling is unrelated to AutoImageProcessor URL loading." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken kwarg collision and Mistral regex patch crashing on backend_tokenizer are unrelated tokenizer bugs." + "reason": "Tokenizer AddedToken duplication and Mistral regex patch backend access are different tokenizer failures." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both involve config fields, but one is AutoConfig losing fields under trust_remote_code and the other is a specific Qwen3_5MoeVisionConfig field being dropped by strict parsing." + "reason": "Missing fields from trust_remote_code config loading is not the same as a Qwen3_5MoeVisionConfig schema omission." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "GGUF loading regression and a model-specific load failure are too different to be duplicates." + "reason": "Both are loading-related, but they affect different APIs and different root causes." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both are multimodal load/test failures, but they target different models and different symptoms." + "reason": "A failed janus test and Phi-4 multimodal model loading are not the same underlying bug." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "PIL image processors requiring torchvision and a Mistral tokenizer regex crash are unrelated." + "reason": "PIL backend torchvision dependency regression and Mistral tokenizer regex patch crash are unrelated." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "A MobileLLM key error and missing Float8 storage support are different loading/runtime issues." + "reason": "Key error loading MobileLLM and missing Float8 storage are different serialization/loading problems." }, { "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 and AutoImageProcessor URL loading do not share a code path." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A version pin on PEFT and stale auto_mappings references to removed configs are different maintenance issues." + "reason": "PEFT version bump and stale auto_mappings references are separate maintenance/CI issues." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output divergence and Qwen3.5 save_pretrained regression are unrelated." + "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained regression are distinct model-specific regressions." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization in OLMoE/GPT Oss is unrelated to FSDP CPU RAM-efficient loading." + "reason": "Auxiliary-loss normalization and FSDP loading are different functionality with no direct overlap." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard-size behavior and AutoProcessor kwarg forwarding are different API issues." - }, - { - "left": "issue:43720", - "right": "issue:44898", - "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading and Perceiver non-default-resolution classification are unrelated." + "reason": "Default max_shard_size question and AutoProcessor kwargs propagation are unrelated." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is batched chat-template padding and the other is video vision_position_ids; not the same bug." + "reason": "Batched processor crash with padding=False and Qwen2.5-VL video vision-position-id bug are different issues." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "Gemma3 ZeRO-3 loading index error and trainer.evaluate() after train() are different failures." + "reason": "DeepSpeed weight-dimension runtime error and LayoutLMv3 box-clarity issue are unrelated." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Missing config fields under trust_remote_code and removal of is_torch_fx_available breaking remote-code models are separate compatibility problems." + "reason": "Both involve trust_remote_code fallout, but the root causes differ: missing config fields vs removal of is_torch_fx_available." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage and BLIP2 dtype not propagating are different model-loading bugs." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking in accelerate loading is unrelated to Perceiver non-default resolution failures." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading index error and trainer.evaluate after train are different failure modes." } ] }, @@ -6138,7 +6058,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 19, "review_unit_count": 46, @@ -6147,11 +6067,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ - "issue:24643", "issue:28282", - "issue:29127", "issue:30064", "issue:32090", "issue:33357", @@ -6178,7 +6096,9 @@ "issue:44442", "issue:44464", "issue:44466", + "issue:44479", "issue:44514", + "issue:44554", "issue:44568", "issue:44625", "issue:44743", @@ -6199,252 +6119,259 @@ "issue:45823" ], "soft_pairs": [ - "issue:24643|issue:29127", - "issue:43452|issue:43577", "issue:44625|issue:44877", "issue:43452|issue:44843", "issue:44466|issue:45005", - "issue:43295|issue:45356", "issue:44514|issue:45290", + "issue:43295|issue:45356", "issue:43819|issue:44811", "issue:44464|issue:44743", "issue:43653|issue:44568", "issue:44936|issue:45823", - "issue:30064|issue:33666", "issue:43688|issue:45440", "issue:38175|issue:43295", "issue:44361|issue:44442", - "issue:43688|issue:45704", "issue:43653|issue:44361", - "issue:28282|issue:32090", + "issue:43688|issue:45704", + "issue:30064|issue:33666", "issue:41720|issue:43906", - "issue:28282|issue:33357", "issue:43577|issue:43697", + "issue:28282|issue:32090", + "issue:28282|issue:33357", "issue:43646|issue:43749", - "issue:28282|issue:35141", "issue:43688|issue:45701", + "issue:28282|issue:35141", "issue:44843|issue:44991", - "issue:43531|issue:43742", "issue:43653|issue:43927", + "issue:43531|issue:43742", "issue:43550|issue:43927", "issue:44464|issue:44977", "issue:43329|issue:45325", - "issue:43577|issue:45588" + "issue:43577|issue:45588", + "issue:43577|issue:44554", + "issue:44479|issue:44625", + "issue:43550|issue:44361" ], - "prepared_review_unit_hash": "28c4afded6bdf549430a6140a208ba05460ceeea05d35ef782c05e6932d4b538", + "prepared_review_unit_hash": "6c57fcff8896e85394fa6ca8229e3a5f101b724ed6078ee0a77c19218023f5c8", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37184, - "estimated_input_tokens": 9296, - "estimated_eval_tokens": 18848 + "soft_pair_count": 32, + "serialized_chars": 37487, + "estimated_input_tokens": 9372, + "estimated_eval_tokens": 19000 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a noisy mix of mostly unrelated issue reports, with only loose thematic overlap around tokenizer/config/processor regressions in v5. I do not see any soft pair that is clearly the same underlying bug or change.", - "confidence": 0.69, - "canonical_issue_reason": "issue:44843 is the clearest concrete regression in a shared high-impact code path (`AutoTokenizer.from_pretrained` / tokenizer patching) and is representative of the broader v5 tokenizer-loading theme in this set.", + "summary": "This cluster is mostly a loose mix of unrelated Transformers regressions across tokenization, config loading, multimodal processors, training, and generation. The soft pairs are generally same-subsystem but not the same underlying bug, so none should be merged as duplicates.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44843 is the strongest representative of the tokenizer-loading regression subset here: it has a concrete root cause, a clear failure mode, and is closer to several other tokenizer-related reports than the broader model/training bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the most central and actionable issue among the loosely related tokenizer/config regressions, with a specific failure mode and an obvious shared entry point.", + "best_issue_reason": "issue:44843 is the most concrete and reusable duplicate anchor among the tokenizer regressions in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:24643", - "right": "issue:29127", - "accept": false, - "reason": "Different domains and failure modes: DeepSpeed training weight-shape error vs LayoutLMv3 box/clarity issue." - }, - { - "left": "issue:43452", - "right": "issue:43577", - "accept": false, - "reason": "One is gguf/AutoTokenizer-Model loading breakage; the other is dtype propagation in BLIP2. Not the same bug." - }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both involve config propagation/loading, but they are different fields and different failure paths." + "reason": "Both are config-related, but one is Qwen3.5 num_labels propagation and the other is strict loading for granite_speech; different code paths and failures." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both touch tokenizer loading, but one is gguf_file support and the other is an offline-mode Mistral regex/model_info regression." + "reason": "Both involve tokenizer loading, but one is gguf_file handling for AutoTokenizer/AutoModel and the other is an unconditional model_info() call in _patch_mistral_regex." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Related tied-weights theme, but one is device-dependent lm_head.weight serialization and the other is broader translation-model tied-weight behavior; not clearly one concrete bug." + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is translation-model weight tying behavior; not the same bug." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Both are regressions, but one is processor/tokenizer API breakage and the other is Kimi codec/regex warnings. Different code paths." + "reason": "Same API surface, different triggers: batched input with padding=False versus assistant tool-call messages without content." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Both crash in chat-template handling, but the triggers are different (batched padding vs tool-call messages with no content)." + "reason": "Both are regressions, but one is processor.tokenizer/image passing breakage and the other is Kimi-K2.5 codec/Mistral regex handling." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "Different components entirely: DAC latent decoding vs Whisper processor batch_decode behavior." + "reason": "Completely different areas: DAC latent conversion versus Whisper batch_decode skip_special_tokens behavior." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both concern generation behavior, but one is compiled forward inconsistency and the other is recurrent-state reset with cache. Different bugs." + "reason": "Both affect generation, but one is compiled-forward chunking inconsistency and the other is Qwen3.5 recurrent-state reset with cache." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are special-token-related tokenizer issues, but they affect different tokenizers and different code paths." + "reason": "Both concern special tokens, but they are different tokenizers and different failures: mask token registration vs BOS/EOS omission." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Training/eval lifecycle bug vs device-mapping forward mismatch in Gemma4 PLE. Not the same issue." - }, - { - "left": "issue:30064", - "right": "issue:33666", - "accept": false, - "reason": "Both are multimodal-related at a high level, but one is segmentation map processing and the other is Qwen2-VL multi-GPU training." + "reason": "Trainer lifecycle failure versus Gemma4 PLE device mismatch; unrelated code paths." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Both are MoE-adjacent, but one is auxiliary-loss normalization and the other is DeepSeekV3 implementation divergence." + "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is DeepSeekV3MoE implementation divergence." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Different symptoms and subsystems: SigLIP2 zero probabilities vs processor/tokenizer regression." + "reason": "Siglip2 zero probabilities is unrelated to the processor/tokenizer regression in v4.57.5." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer-loading failures, but for different tokenizer classes and likely different parsing issues." + "reason": "Both are tokenizer loading issues, but they affect different tokenizer classes with different errors and likely different fixes." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Aux-loss normalization bug vs T5 silently using apex RMSNorm memory-leak path. Not the same underlying problem." + "reason": "BigBird special-token registration and MLukeTokenizer AttributeError are unrelated tokenizer bugs." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Special-token registration bug vs MLukeTokenizer attribute error. Too different to merge." + "reason": "MoE auxiliary-loss normalization is unrelated to T5's apex.FusedRMSNorm memory leak." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "Both error on missing/unsupported types, but one is missing PyTorch import and the other is `_gpu_broadcast_one` with NoneType in Trainer." + "reason": "Image segmentation map processing and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "Both mention runtime failures on large models, but the concrete causes are unrelated (cudaErrorAssert vs isolated reproduction of another issue)." + "reason": "Different problems and no evidence the reproduction of 38071 is the same cudaErrorAssert root cause." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Both are regression reports, but one is BLIP2 dtype loading and the other is RTDetrV2 output drift; different model families and symptoms." }, { "left": "issue:28282", - "right": "issue:33357", + "right": "issue:32090", "accept": false, - "reason": "ImportError for missing PyTorch vs Mac bus error in CLIP model usage. Different failure classes." + "reason": "ImportError for missing PyTorch versus Trainer broadcast NoneType TypeError; unrelated." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "BLIP2 dtype loading bug vs RTDetrV2 output divergence in v5. Not the same code path." + "reason": "Different failure modes: missing torch import versus MacOS bus error on a CLIP model." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Both are v5 regressions, but one is custom model initialization and the other is FSDP CPU RAM efficient loading." + "reason": "Custom model initialization breakage in v5 is not the same as FSDP CPU RAM efficient loading being broken." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Missing PyTorch import vs post_init reinitializing output embeddings after resizing. Unrelated bugs." + "reason": "Auxiliary-loss normalization in MoE models is unrelated to a generic tokenization-change report." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Aux-loss normalization vs generic tokenization changes. Too broad and not the same issue." + "reason": "Missing PyTorch dependency import error is unrelated to post_init reinitializing output embeddings." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is offline-mode model_info behavior and the other is a specific model tokenizer load failure; not enough evidence of one bug." + "reason": "Both are tokenizer-loading regressions, but the concrete failures differ: mistral-regex/offline model_info versus EMBEDDIA est-roberta loading." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Sliding-window Qwen3-MoE bug vs MobileLLM key error during load. Different concrete failures." + "reason": "Special-token registration in BigBird and DiaConfig custom token ID persistence are different bugs." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "BigBird special-token registration issue vs DiaConfig losing custom token IDs on save/load." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key errors are unrelated." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile+SDPA failure vs config persistence bug. Different layers of the stack." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to DiaConfig token ID persistence." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs Qwen3.5 flash-attention generation bug. Same general area, but different problems." + "reason": "Both affect generation, but the former is compiled-forward chunking while the latter is flash-attention behavior in Qwen3.5." }, { "left": "issue:43329", "right": "issue:45325", "accept": false, - "reason": "Both are multimodal/VL issues, but one is undefined helper usage in token counting and the other is RoPE position-id scaling." + "reason": "Both touch Qwen VLM video paths, but one is an undefined-variable bug in token counting and the other is incorrect RoPE position scaling." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "BLIP2 dtype issue vs flash_attention crash on `s_aux=None`. Different models and code paths." + "reason": "Different subsystems: BLIP2 dtype loading versus flash_attention sink-less s_aux handling." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype mismatch and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "A Qwen video-input regression is not the same as Qwen3.5 num_labels propagation." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer AttributeError do not share the same underlying bug." } ] }, @@ -6457,7 +6384,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 20, "review_unit_count": 46, @@ -6466,7 +6393,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:28218", "issue:32090", @@ -6478,9 +6405,11 @@ "issue:39692", "issue:41720", "issue:43122", + "issue:43257", "issue:43262", "issue:43278", "issue:43295", + "issue:43299", "issue:43334", "issue:43452", "issue:43493", @@ -6489,7 +6418,6 @@ "issue:43540", "issue:43550", "issue:43572", - "issue:43577", "issue:43606", "issue:43688", "issue:43720", @@ -6502,8 +6430,6 @@ "issue:44361", "issue:44451", "issue:44464", - "issue:44479", - "issue:44554", "issue:44568", "issue:44610", "issue:44625", @@ -6512,265 +6438,259 @@ "issue:44913", "issue:44964", "issue:44977", + "issue:45083", "issue:45357", "issue:45405", "issue:45584", "issue:45812" ], "soft_pairs": [ - "issue:43577|issue:44554", - "issue:44479|issue:44625", - "issue:43550|issue:44361", "issue:43122|issue:43906", "issue:32090|issue:34567", - "issue:41720|issue:44464", "issue:43504|issue:43550", "issue:43504|issue:43720", + "issue:41720|issue:44464", "issue:43504|issue:44610", - "issue:32090|issue:33666", "issue:44849|issue:45357", + "issue:32090|issue:33666", "issue:43452|issue:44451", - "issue:43742|issue:44821", "issue:43278|issue:43688", "issue:44568|issue:45812", + "issue:43742|issue:44821", "issue:33666|issue:36010", "issue:43493|issue:43825", - "issue:43262|issue:43295", - "issue:43525|issue:43572", "issue:43606|issue:43927", "issue:43720|issue:43927", "issue:43756|issue:44913", + "issue:43262|issue:43295", + "issue:43525|issue:43572", "issue:28218|issue:33357", - "issue:33666|issue:36331", - "issue:43493|issue:43844", "issue:43720|issue:44361", + "issue:43493|issue:43844", + "issue:33666|issue:36331", "issue:39692|issue:43493", "issue:43278|issue:43844", "issue:43540|issue:44977", "issue:44964|issue:45405", + "issue:43257|issue:43299", "issue:43334|issue:43572", - "issue:44625|issue:45584" + "issue:44625|issue:45584", + "issue:43756|issue:45083" ], - "prepared_review_unit_hash": "c3b41160e4405c98d3140544511072dee6ba99e8a4ff06064ced3d2e126fc6fd", + "prepared_review_unit_hash": "a67d0375994034054fcfa4d024a9df227c01f30d3c3dc5d1bfee8bd8d2cc1856", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37393, - "estimated_input_tokens": 9349, - "estimated_eval_tokens": 18954 + "soft_pair_count": 31, + "serialized_chars": 37031, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous; most items are distinct model-, trainer-, or config-specific bugs rather than true duplicates. No soft pair looks safely mergeable into one fix. The broadest representative issue is the Granite tokenizer regression.", - "confidence": 0.41, - "canonical_issue_reason": "Issue 45812 is the strongest representative of the tokenization-regression theme: broad impact, clear v4\u2192v5 breakage, and a concrete tokenizer symptom.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformer issues, with the strongest common thread being tokenizer/config regression reports around the v4\u2192v5 transition. No pull requests are present.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45812 is the broadest and most representative tokenizer-regression report here: it affects all Granite models, is a silent v4\u2192v5 behavior change, and overlaps the tokenization-focused subset better than the narrower model-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the best standalone issue in this set because it is specific, high-impact, and most likely to attract or anchor related tokenizer fixes.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43577", - "right": "issue:44554", - "accept": false, - "reason": "Different failures: Blip2 dtype casting vs MPS attention correctness." - }, - { - "left": "issue:44479", - "right": "issue:44625", - "accept": false, - "reason": "Qwen video-input regression and Qwen3.5 num_labels propagation are different code paths." - }, - { - "left": "issue:43550", - "right": "issue:44361", - "accept": false, - "reason": "Unrelated: torch.compile/SDPA issue vs tokenizer AttributeError." - }, + "best_issue_reason": "issue:45812 is the best global representative because it describes a widespread, user-visible tokenizer regression rather than a single-model edge case or an isolated runtime error.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "One is a tokenization regression; the other is a reproduction of a separate issue with no clear overlap." + "reason": "Both mention tokenization, but one is a version-to-version tokenization difference and the other is an isolated reproduction of a separate issue; not the same concrete bug." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer broadcast TypeError and token-count tracking are unrelated." - }, - { - "left": "issue:41720", - "right": "issue:44464", - "accept": false, - "reason": "Different inference bugs: auto device mapping assert vs compiled-forward chunked generation." + "reason": "Trainer broadcast NoneType errors and TrainerState token-count updates are unrelated failures." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy-field loading bug vs SDPA compile bug in a different model." + "reason": "Legacy-field model loading and torch.compile SDPA failure are different code paths and different bugs." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Different subsystems: model loading preset vs BitNet packed-weight loading." + "reason": "Both are loading-related, but one is a legacy config-field issue and the other is packed-weight unpacking during accelerate loading; not the same fix." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Pretrained loading failure and processor image-size mismatch are not the same bug." + "reason": "Qwen3 auto device-map CUDA asserts and chunked-generation inconsistencies under compiled forward are distinct failures." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Trainer broadcast error is unrelated to Qwen2-VL multi-GPU training." + "reason": "A pretrained-load legacy-field bug is unrelated to a processor image-size mismatch." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 issues: hidden-states output vs save_pretrained visual-key regression." + "reason": "Both are Qwen3.5-related, but one is an output_hidden_states bug and the other is incorrect save_pretrained key serialization." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "GGUF loading breakage and ScandiBERT load failure do not look like the same defect." + "reason": "Generic trainer broadcast/type errors do not match a Qwen2-VL multi-GPU training issue." }, { - "left": "issue:43742", - "right": "issue:44821", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "MobileLLM key error and AutoImageProcessor URL loading are separate problems." + "reason": "gguf_file support regression and a model-specific load failure are not the same underlying bug." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Mixed precision dtype drift and auxiliary-loss normalization are unrelated." + "reason": "Embedding dtype drift in eval and auxiliary-loss normalization are unrelated." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and concrete behaviors." + "reason": "Both are tokenizer regressions, but one is about special-token insertion for a specific tokenizer and the other is wrong token IDs for Granite models; not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Model key errors and AutoImageProcessor-from-URL loading are unrelated." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Qwen2-VL training issue vs GenerationMixin import error are unrelated." + "reason": "Multi-GPU training for Qwen2-VL and a GenerationMixin import error are unrelated." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation mismatch and pipeline translation-message bug are different concerns." - }, - { - "left": "issue:43262", - "right": "issue:43295", - "accept": false, - "reason": "Audio chat-template sampling-rate default and processor/tokenizer regression are not the same bug." - }, - { - "left": "issue:43525", - "right": "issue:43572", - "accept": false, - "reason": "Both mention missing pad token fields, but they hit different configs and identifiers (id vs idx)." + "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are unrelated." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch and DiaConfig save/load token-ID loss are unrelated." + "reason": "CPU offload device mismatch and DiaConfig token-ID persistence are different bugs." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are different failures." + "reason": "Packed-weight handling during accelerate loading does not match config token-ID loss on save/load." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "RoPE-layer truncation bug and rotary_pct reload regression do not share a concrete code path." + "reason": "RoPE-layer truncation in Smollm3 and GPTNeoX rotary_pct reload behavior are only loosely config-related, not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image-input regression are different multimodal processor issues." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config token fields after v5 changes, but they affect different models and different attributes; too broad to merge." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer added-space behavior and MacOS CLIP bus error are clearly unrelated." + "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error on a CLIP model." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Multi-GPU training issue vs custom compute_loss signature break are different problems." + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 discrepancy and ZeRO-3 gradient explosion are not the same bug." + "reason": "SigLIP2 discrepancy and ZeRO-3 gradient growth are unrelated training/implementation issues." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "BitNet accelerate loading and MLukeTokenizer task AttributeError are unrelated." + "reason": "Qwen2-VL multi-GPU training and a custom compute_loss signature mismatch are different trainer issues." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Docs-example errors and implementation discrepancy in SigLIP2 are different issue types." + "reason": "A doc example with multiple errors is not the same as a core SigLIP2 implementation discrepancy." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Training/evaluate dtype mismatch is unrelated to gradient growth under ZeRO-3." + "reason": "BF16-to-FP32 eval dtype drift does not match a ZeRO-3 gradient explosion issue." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Video-input processing failure and flash-attention generation bug are different code paths." + "reason": "Qwen3OmniMoe video-processing errors and Qwen3.5 flash-attention generation bugs are distinct." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model load regression and unreleased PEFT minimum-version bump are unrelated." + "reason": "A model load regression and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but one is an accelerate+deepspeed weight-conversion bug and the other is a generic Qwen3VL MoE load failure; not clearly the same concrete defect." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Qwen3-VL pad_token_id attribute error and StableLm pad_token_idx issue are different configs." + "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are similar class-wise, but they are separate model/config regressions." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and a Qwen3 Omni MoE feature-length helper bug are unrelated." } ] }, @@ -6783,7 +6703,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 21, "review_unit_count": 46, @@ -6792,7 +6712,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:28218", "issue:29942", @@ -6802,10 +6722,8 @@ "issue:34567", "issue:39692", "issue:43232", - "issue:43257", "issue:43278", "issue:43295", - "issue:43299", "issue:43334", "issue:43504", "issue:43572", @@ -6814,8 +6732,8 @@ "issue:43646", "issue:43653", "issue:43701", - "issue:43756", "issue:43824", + "issue:43844", "issue:43927", "issue:43994", "issue:44112", @@ -6827,233 +6745,235 @@ "issue:44488", "issue:44493", "issue:44521", + "issue:44554", "issue:44589", "issue:44734", "issue:44792", "issue:44843", "issue:44849", - "issue:45083", + "issue:44964", "issue:45200", "issue:45229", "issue:45290", "issue:45405", + "issue:45446", "issue:45520", "issue:45584", "issue:45759", "issue:45823" ], "soft_pairs": [ - "issue:43257|issue:43299", - "issue:43756|issue:45083", "issue:44488|issue:44843", - "issue:43334|issue:45759", "issue:45200|issue:45229", + "issue:43334|issue:45759", "issue:43646|issue:44466", "issue:43824|issue:44589", - "issue:39692|issue:43295", "issue:45229|issue:45823", - "issue:44589|issue:45520", + "issue:39692|issue:43295", "issue:33357|issue:33666", - "issue:43572|issue:44291", + "issue:44589|issue:45520", "issue:43504|issue:43606", + "issue:43572|issue:44291", "issue:43927|issue:44361", "issue:44423|issue:44734", "issue:43504|issue:43653", "issue:43575|issue:45405", "issue:44464|issue:45584", "issue:43994|issue:44493", - "issue:43278|issue:43701", "issue:43606|issue:44112", + "issue:43278|issue:43701", "issue:44792|issue:45405", "issue:29942|issue:30333", "issue:44521|issue:45290", + "issue:43232|issue:44849", + "issue:43844|issue:44964", "issue:28218|issue:34567", - "issue:43232|issue:44849" + "issue:44554|issue:45446" ], - "prepared_review_unit_hash": "853688ee1cbf145803a8e7f2a6f775323ca49f07f18e4fc442a4fe721e971256", + "prepared_review_unit_hash": "1c1e9a99db59a6d4a45b63ea89e860d872d45c531b9de30b2dfb261082ad129d", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34989, - "estimated_input_tokens": 8748, - "estimated_eval_tokens": 17752 + "serialized_chars": 34996, + "estimated_input_tokens": 8749, + "estimated_eval_tokens": 17754 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues that share broad keywords like model loading, multimodal support, generation, or tokenizer behavior. The soft pairs are topical lookalikes, but they do not appear to be the same underlying bug/change.", - "confidence": 0.41, - "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster: a general Transformers 5.0 regression affecting custom model initialization, which overlaps with several other loading/init-style issues here.", + "summary": "This is a heterogeneous cluster of unrelated bug reports across tokenizers, multimodal models, training, and serving. None of the soft-similarity pairs look like the same underlying defect, so no duplicate merges are justified.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue stands out: the items are not duplicates and the apparent similarities are only broad subsystem overlap.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best overall issue candidate because it is the most general and central to the cluster\u2019s common theme of regression in model initialization/loading.", + "best_issue_reason": "No single issue is a good cluster representative because the cluster does not center on one shared bug or code path.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43257", - "right": "issue:43299", - "accept": false, - "reason": "Both involve Qwen3/MoE loading, but one is about accelerate+deepspeed weight conversion and the other about multimodal config unwrapping; different failure modes." - }, - { - "left": "issue:43756", - "right": "issue:45083", - "accept": false, - "reason": "They are both model-architecture issues, but the reported bugs are unrelated: RoPE layer dropping vs a feature-extraction helper behaving unexpectedly." - }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "One is a specific model load failure, the other is an offline-hub regression in tokenizer patching; not the same code path." + "reason": "Different failures: model loading for a specific tokenizer vs offline model_info access in tokenizer patching." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Both touch Qwen VL/multimodal loading, but one is a missing pad_token_id error and the other is from_config not unwrapping text_config; related area, different bug." + "reason": "Both mention Gemma4, but one is a token-id defaulting bug and the other is a multi-GPU CUDA OOM." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Both mention Gemma 4, but one is a training input-type default issue and the other is a multi-GPU inference OOM; not the same underlying problem." + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id and the other is text_config unwrapping in from_config." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "General version regressions, but custom model initialization and tied-weight serialization are distinct behaviors and code paths." + "reason": "Custom model initialization breakage is unrelated to lm_head.weight serialization differences." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Import error for a Qwen VL class and a missing Float8 storage type are unrelated bugs." - }, - { - "left": "issue:39692", - "right": "issue:43295", - "accept": false, - "reason": "Both are model/example regressions, but one is a SigLIP2 doc example problem while the other is a custom multimodal tokenizer API breakage." + "reason": "Importing a Qwen2.5-VL class is unrelated to the Float8 storage lookup error." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both concern Gemma4 multi-GPU inference, but one is OOM and the other is a device mismatch during forward; different concrete failures." + "reason": "Gemma4 inference OOM and device mismatch in forward are different bugs and code paths." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Storage-type lookup failure and flash_attn import key error are unrelated infrastructure bugs." + "reason": "Docs example errors are not the same as the processor/tokenizer regression in custom model code." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Both are multimodal/model-related, but CLIP bus error on macOS and Qwen2-VL multi-GPU training are not the same issue." + "reason": "A MacOS CLIP bus error is unrelated to Qwen2-VL multi-GPU training." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Both surfaced around the 5.0 transition, but missing pad_token_idx and unexpected _is_hf_initialized are separate API regressions." + "reason": "Storage-object lookup failure is not the same as the flash_attn import KeyError on Python 3.13." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Different models and different failure modes: legacy field load issue vs CPU offload device mismatch." + "reason": "Legacy preset loading and CPU offload device mismatch are different issues." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to init_empty_weights passing _is_hf_initialized." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig token IDs being lost on save/load is unrelated to MLukeTokenizer AttributeError failures." + "reason": "DiaConfig losing custom token IDs is a different failure from MLukeTokenizer AttributeError." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are server-side crashes, but one is multimodal input handling and the other is KV-cache continuation indexing; not the same bug." + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are separate serve paths." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Unrelated model-loading issue versus tokenizer special-token registration bug." + "reason": "BEiT legacy field loading and BigBirdTokenizer special-token registration are unrelated tokenizer/model issues." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Large-model tensor-parallel OOM and a PEFT version bump problem are entirely different." + "reason": "TP OOM for a Qwen2 model is unrelated to the PEFT minimum-version bump." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription handling after token alignment are different generation bugs." + "reason": "Compiled-forward chunked generation inconsistency is not the same as Whisper empty-transcription failure." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are distinct symptoms with different likely causes." + "reason": "SigLIP2 bad outputs and UNEXPECTED Key with position id are different symptoms with different likely causes." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "A dtype drift in evaluation and a resume_from_checkpoint key mismatch are not the same underlying defect." + "reason": "CPU offload device mismatch is not the same as a stale GraniteSpeech CI test." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "One is a real CPU-offload device mismatch, the other is a stale CI test; they are not the same bug." + "reason": "Dtype drift between train/eval and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A janus model test failure and a PEFT minimum-version bump are unrelated." + "reason": "Janus image-generation test failure is unrelated to the PEFT version requirement issue." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow reporting after job failure are unrelated." + "reason": "Flash Attention 2 test failures and MLFlow reporting on job failure are unrelated." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages; different edge cases." + "reason": "All-zero assistant masks and crashes on tool-call assistant messages are both chat-template bugs but not the same concrete failure." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync_gpus handling and Qwen3.5 hidden-state behavior are separate bugs." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are unrelated." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added tokens and TrainerState token counters are unrelated." + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState input-token counting." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "One concerns update_model_kwargs after sync_gpus, the other output_hidden_states in Qwen3.5; no shared concrete bug." + "reason": "MPS attention correctness and a PyTorch version check in flex_attention are different issues." } ] }, @@ -7066,7 +6986,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 22, "review_unit_count": 46, @@ -7075,7 +6995,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:15354", "issue:28218", @@ -7100,6 +7020,7 @@ "issue:43957", "issue:43975", "issue:44315", + "issue:44442", "issue:44464", "issue:44466", "issue:44554", @@ -7109,7 +7030,6 @@ "issue:44849", "issue:44898", "issue:44936", - "issue:44964", "issue:44977", "issue:44987", "issue:45072", @@ -7120,23 +7040,20 @@ "issue:45325", "issue:45356", "issue:45412", - "issue:45446", "issue:45520", "issue:45563", "issue:45701", "issue:45823" ], "soft_pairs": [ - "issue:43844|issue:44964", - "issue:45084|issue:45520", - "issue:44554|issue:45446", "issue:43582|issue:44977", + "issue:45084|issue:45520", "issue:15354|issue:38175", "issue:44568|issue:45701", "issue:43540|issue:45200", - "issue:37428|issue:43957", "issue:45072|issue:45198", "issue:45200|issue:45823", + "issue:37428|issue:43957", "issue:44315|issue:44849", "issue:44554|issue:45356", "issue:43493|issue:43701", @@ -7145,251 +7062,249 @@ "issue:44466|issue:45127", "issue:44898|issue:45412", "issue:44792|issue:45563", - "issue:37428|issue:43824", - "issue:43572|issue:44987", "issue:45200|issue:45325", - "issue:43572|issue:43957", + "issue:43572|issue:44987", + "issue:37428|issue:43824", "issue:43844|issue:44936", + "issue:43572|issue:43957", "issue:43295|issue:43450", "issue:43334|issue:43525", "issue:43824|issue:43975", - "issue:43295|issue:43873", "issue:43388|issue:43526", - "issue:42915|issue:43824", + "issue:43295|issue:43873", "issue:38175|issue:45412", "issue:28218|issue:35141", - "issue:38175|issue:43493" + "issue:42915|issue:43824", + "issue:38175|issue:43493", + "issue:44442|issue:45198" ], - "prepared_review_unit_hash": "d29a5f1708e952429fe81e1fcfa32ee484f707c95c8c45e266928ac5fbc2dbb4", + "prepared_review_unit_hash": "1b9eaa28797c5df897e1b7f033503bc8fda5fb200791e4f347a7ffaf127833e8", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37531, - "estimated_input_tokens": 9383, - "estimated_eval_tokens": 19022 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36661, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated transformer bugs. The only clear duplicate-like pair is the missing `pad_token_id` config regression affecting two different model configs; all other soft pairs should stay separate.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43334 is the clearest representative of the shared `pad_token_id`-missing regression and has the most explicit loading error; it also matches issue:43525 closely enough to treat as the same bug.", + "summary": "Mostly unrelated Transformers issues; several soft links are only broad topical similarities (tokenization, config fields, processor bugs), but none look like the same underlying fix.", + "confidence": 0.84, + "canonical_issue_reason": "No single true canonical duplicate for the cluster: the items span many unrelated bugs. If one issue must anchor the set, 45701 is the broadest tokenization-regression report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43334 is the best issue to keep as the canonical anchor: it is specific, reproducible, and captures the shared config-attribute failure more cleanly than the nearby duplicate.", + "best_issue_reason": "issue:45701 is the best representative because it is the most general user-facing regression and overlaps the tokenization-focused subset of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:43582", + "right": "issue:44977", "accept": false, - "reason": "Different failures: DeepSpeed/ZeRO gradient growth vs model-loading breakage for Phi-4 multimodal." + "reason": "Different failures: Apple Silicon allocator warmup TypeError vs flash-attention generation behavior." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Unrelated code paths: compile error on template nodes vs Python 3.13 flash-attn import lookup." - }, - { - "left": "issue:44554", - "right": "issue:45446", - "accept": false, - "reason": "Different bugs in different attention utilities: MPS correctness issue vs a version-check/import bug." - }, - { - "left": "issue:43582", - "right": "issue:44977", - "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation behavior." + "reason": "Non-template compilation error and Python 3.13 flash_attn import KeyError are unrelated code paths." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "JIT scripting/export failure and SigLIP2 zero-probability issue are not the same bug." + "reason": "TorchScript export support issue vs SigLIP2 zero-probability output bug." }, { "left": "issue:44568", "right": "issue:45701", "accept": false, - "reason": "Both involve tokenization, but one is a specific special-token bug while the other is a broad version-regression report." + "reason": "Specific mdeberta added-token BOS/EOS behavior is not the same concrete bug as a broad tokenization-version regression." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe vs Gemma 4 text-only fine-tuning token-type handling." - }, - { - "left": "issue:37428", - "right": "issue:43957", - "accept": false, - "reason": "Different import/load failures: missing `_flash_supports_window_size` vs meta-device loading breakage." + "reason": "Qwen3OmniMoe video-input ValueError and Gemma4 mm_token_type_ids defaulting are different model-path bugs." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Different subsystems: bfloat16 dtype mismatch in inference vs Wav2Vec2 save/tokenization failure." + "reason": "bfloat16 dtype mismatch and Wav2Vec2 save/tokenization failure do not share a concrete root cause." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Gemma 4 token-type-id defaulting and device-map forward mismatch are separate issues." + "reason": "Both are Gemma4, but one is token-type defaults and the other is forward device mismatch." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash-attention import symbol and meta-device loading regressions are separate failures." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Model-init/Liger Kernel application issue is unrelated to Qwen3.5 hidden-state output bug." + "reason": "Liger Kernel/model_init application bug and Qwen3.5 hidden-states bug are unrelated." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and tokenizer codec regression are unrelated." + "reason": "MPS attention correctness and tokenizer codec regression are different subsystems." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs checkpoint resume key mismatch are different problems." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer API regression is unrelated to OmDet-Turbo image-size mismatch." + "reason": "Processor/tokenizer API regression and batched video shape bug are not the same underlying issue." }, { "left": "issue:43873", "right": "issue:44464", "accept": false, - "reason": "Quantization offloading behavior and compiled-forward chunked generation are different code-path bugs." + "reason": "Quantization offloading and compiled-forward chunked generation are separate code paths." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both mention weights, but one is serialization/device-dependent and the other is LoRA merge collapse with extended vocab." + "reason": "Tied-weight serialization depends on device, while the other is LoRA merge collapse after vocab extension." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resize failure and RT-DETR memory leak are unrelated." + "reason": "Perceiver resolution/interpolation failure and RT-DETR memory release are unrelated." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A Janus test failure is not the same as a stale paged-generate warning." + "reason": "Janus image-generation test failure and stale generate warning do not share a bug." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Both are import-related, but they target different missing symbols/classes and different failure modes." + "reason": "Gemma4 text-only fine-tuning token-type handling is unrelated to Qwen2.5-VL rope-index scaling." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLm pad-token config regression is unrelated to loading `physical-intelligence/fast` on newer transformers." + "reason": "StableLmConfig pad_token_idx regression and physical-intelligence/fast loading failure are different issues." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Token-type-id defaults and Qwen2.5-VL rope-position scaling are separate multimodal bugs." + "reason": "Both are import errors, but they concern different missing symbols and different breakage points." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:43844", + "right": "issue:44936", "accept": false, - "reason": "Config attribute regression and meta-device loading breakage do not share the same underlying fix." + "reason": "ZeRO-3 gradient growth and trainer.evaluate-after-train failure are unrelated training bugs." }, { - "left": "issue:43844", - "right": "issue:44936", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Training-gradient anomaly and trainer.evaluate() failing after train are different issues." + "reason": "Missing pad_token_idx and meta-device loading regressions do not look like the same fix." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor regression with `processor.tokenizer` is not the same as batched video shape handling." + "reason": "Processor-tokenizer regression and batched video output shape bug are different modalities and code paths." }, { "left": "issue:43334", "right": "issue:43525", - "accept": true, - "reason": "Both report the same concrete `AttributeError` for missing `pad_token_id` on config objects during model loading; a shared fix is plausible." + "accept": false, + "reason": "Both mention missing pad_token_id, but they are model-specific config issues for different architectures." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Missing Qwen2_5_VL import and Deepseek tokenizer detokenization regression are unrelated." + "reason": "ImportError for Qwen2.5-VL and Deepseek detokenization are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Label dropping in gather_for_metrics and BEiT label reduction are similar in theme only, not the same bug." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor API breakage and quantization offloading behavior are separate problems." + "reason": "Processor API regression and quantization offloading bug are unrelated." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 output probabilities and RT-DETR memory cleanup are different problems." + }, + { + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Different label-handling bugs in different utilities: metric gathering vs Beit image processor reduction." + "reason": "Tokenizer spacing after added tokens and embedding reinitialization on resize are distinct issues." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3Moe is unrelated to missing Qwen2_5_VL import." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-VL import error are unrelated." }, { "left": "issue:38175", - "right": "issue:45412", + "right": "issue:43493", "accept": false, - "reason": "SigLIP2 probability anomaly and RT-DETR memory release issue are unrelated." + "reason": "Both touch SigLIP2, but one is inference probability correctness and the other is implementation parity with JAX." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Tokenizer adding an extra space and output embeddings reinitialized after resize are distinct bugs." + "reason": "FastSpeech2ConformerTokenizer loading and Wav2Vec2 save/tokenization failure are different tokenizer bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The canonical anchor choice for issue:43334 vs issue:43525 is conservative and supported by the titles, and the remaining soft-edge verdicts mostly stay on the safe side by rejecting only on clear topical separation. I don\u2019t see an overstatement that would require rejection." - }, - "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 }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 23, "review_unit_count": 46, @@ -7398,7 +7313,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:29942", "issue:32090", @@ -7426,7 +7341,6 @@ "issue:44206", "issue:44351", "issue:44360", - "issue:44442", "issue:44448", "issue:44462", "issue:44493", @@ -7439,20 +7353,20 @@ "issue:44857", "issue:45083", "issue:45127", - "issue:45198", "issue:45200", "issue:45245", "issue:45290", + "issue:45310", "issue:45381", + "issue:45478", "issue:45584", "issue:45588", "issue:45593", "issue:45823" ], "soft_pairs": [ - "issue:44442|issue:45198", - "issue:43278|issue:43856", "issue:44514|issue:44521", + "issue:43278|issue:43856", "issue:43653|issue:44112", "issue:43827|issue:43901", "issue:43450|issue:43575", @@ -7462,260 +7376,264 @@ "issue:44360|issue:44561", "issue:43819|issue:45083", "issue:43262|issue:43450", - "issue:44610|issue:44857", "issue:43819|issue:44112", - "issue:37428|issue:43425", + "issue:44610|issue:44857", "issue:43278|issue:43825", "issue:43335|issue:43550", + "issue:37428|issue:43425", "issue:43606|issue:45083", "issue:44857|issue:45593", "issue:44448|issue:44743", "issue:45290|issue:45381", "issue:45200|issue:45588", "issue:29942|issue:32090", - "issue:37428|issue:44351", "issue:39692|issue:43526", + "issue:37428|issue:44351", "issue:43611|issue:43931", "issue:44206|issue:45823", "issue:44462|issue:44561", "issue:44561|issue:44779", "issue:43335|issue:43653", "issue:43819|issue:44493", - "issue:43550|issue:44112" + "issue:43550|issue:44112", + "issue:45310|issue:45478" ], - "prepared_review_unit_hash": "2a7a48602d9b848041ccee4dbf742de184eb6ec0a3b0dfe0aaaf53744378afb1", + "prepared_review_unit_hash": "9dacc5c6ab27afcfa8d06b77eea67f8a875deb0a812972c1b71bc562cb67dff4", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37283, - "estimated_input_tokens": 9321, - "estimated_eval_tokens": 18898 + "serialized_chars": 37251, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: the soft pairs share broad subsystems or keywords but do not describe the same underlying bug/change closely enough to merge as duplicates. No soft edge is strong enough to accept. The best anchor issue is the multimodal `apply_chat_template` regression (#44521), which is the most central and discussed concrete user-facing bug in the set.", - "confidence": 0.58, - "canonical_issue_reason": "#44521 is the clearest central issue: it targets a concrete multimodal `apply_chat_template` bug, has the most inbound references/discussion among the set, and is more representative than the narrower or unrelated regressions.", + "summary": "The set is mostly a collection of unrelated issue reports. Only the two Qwen3.5 MoE from_pretrained reports look like the same underlying regression; the rest are similar in theme at most, not true duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45478 is the clearest canonical anchor for the only true duplicate pair: it reports the same Qwen3.5 MoE from_pretrained failure as issue:45310, with the later report offering the same concrete bug signature.", "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the strongest global issue candidate because it describes a specific, reproducible API failure with broader applicability than the other items and appears to be the most actively referenced issue here.", + "best_issue_reason": "issue:45478 is the best issue to keep as the anchor here because it is the duplicate pair\u2019s later, clearer report of the same concrete failure mode, making it the strongest representative issue in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Both are tokenizer/loading problems, but they affect different models and failure modes (`AutoTokenizer` load vs save_pretrained/tokenization)." + "reason": "Both involve apply_chat_template on multimodal inputs, but one is a batched padding=False crash and the other is broken assistant_masks; different failure modes." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "One is a dtype regression between train/eval; the other is a training memory issue. Same area, different bug." - }, - { - "left": "issue:44514", - "right": "issue:44521", - "accept": false, - "reason": "Both involve `apply_chat_template`, but one is a batched-input crash and the other is wrong assistant masks; not the same defect." + "reason": "One is a dtype mismatch between training and eval; the other is a Qwen3 MoE memory-usage issue. Same broad area, not the same bug." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Unrelated issues: BigBird tokenizer special-token decoding vs a GraniteSpeech CI device-override test." + "reason": "Tokenizer special-token registration and a GraniteSpeech CI device-override test are unrelated." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they cover different pipeline APIs and different deprecations/behavior changes." + "reason": "Both are docs complaints around pipelines, but they target different documentation and behaviors." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video processor shape bug vs OOM when loading a large model with tensor parallelism; no shared code-path." + "reason": "Video processor batching shape bug vs model loading OOM; no shared underlying defect." }, { "left": "issue:43450", "right": "issue:43493", "accept": false, - "reason": "Different model families and failures: batched video processor shape vs SigLIP2 implementation mismatch." + "reason": "Different vision-side problems: batched video processor shape vs SigLIP2 implementation discrepancy." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Feature extractor argument regression vs Whisper empty-transcription failure; different processing paths." + "reason": "Audio feature-extractor arg mismatch and Whisper empty-transcription failure are distinct issues." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/tied-embeddings model collapse is unrelated to the category-count runtime error." + "reason": "LoRA/tied-embeddings collapse and a categories-limit runtime error are unrelated." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "Completely different topics: DSA indexer ReLU discussion vs v5 `is_torch_fx_available` removal breakage." + "reason": "DSA indexer activation-function discussion and a v5 trust_remote_code breakage are different code paths." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent/forward mismatch and a Qwen3-Omni helper-length bug are unrelated implementation issues." + "reason": "DAC latent reconstruction mismatch and a qwen3_omni_moe helper-length issue are not the same bug." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default vs batched video processor output shape." - }, - { - "left": "issue:44610", - "right": "issue:44857", - "accept": false, - "reason": "Processor size mismatch vs AMP/CUDA crash in a different loss module." + "reason": "Audio apply_chat_template sampling-rate default vs video batch-shape handling; different subsystems and defects." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "No overlap beyond both being model-related; the bugs are entirely different." + "reason": "DAC forward/latents mismatch and GraniteSpeech CI test flakiness are unrelated." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Importing a removed flash-attention helper is not the same as a broad Torch 2.10 compatibility report." + "reason": "Processor output-size mismatch and an AMP/CUDA loss crash are different problems." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype regression and a pipeline error-message/docs issue are distinct." + "reason": "Embedding dtype regression and a pipeline v5 error-message issue are unrelated." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers config layer-count bug vs Bamba SDPA/torch.compile failure; different models and code paths." + "reason": "SwitchTransformers sparse-layer configuration bug and Bamba torch.compile/SDPA failure are different code paths." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Importing a removed flash-attention helper and Torch 2.10 incompatibility are not the same underlying change." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch is unrelated to the Qwen3-Omni feature-length helper behavior." + "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length behavior are unrelated." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE; not the same underlying bug." + "reason": "A mixed-precision crash in LwDetrImageLoss is not the same as D-FINE missing auxiliary losses." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different regressions: Pegasus output changes across versions vs recurrent state reset in modular Qwen3." + "reason": "Pegasus v4/v5 output drift and qwen3_5 recurrent-state reset are distinct regressions." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "One is chat-template tool-call crashing, the other is wrong video vision position ids; different failures." + "reason": "Tool-call chat templating crash and Qwen2.5-VL video position-id bug are different multimodal failures." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 multimodal token-type defaults and flash_attention sinkless-model crash are unrelated." + "reason": "Gemma4 token-type defaults and a flash_attention sinkless-model AttributeError are unrelated." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention test failures and `_gpu_broadcast_one` NoneType errors are different runtime problems." + "reason": "Flash Attention 2 test failures and Trainer GPU broadcast NoneType errors are not the same bug." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Both are import errors, but for different symbols and packages; not the same breakage." + "reason": "SigLIP2 docs/example issues and BeitImageProcessorFast label reduction are different problems." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "SigLIP2 docs/model example problems are unrelated to BeitImageProcessorFast label reduction." + "reason": "Both are import errors, but they concern different missing symbols from different modules." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Base-model-prefix loading breakage and Qwen3-VL weight-shape mismatch are distinct loading failures." + "reason": "General base_model_prefix loading breakage and a specific Qwen3-VL shape mismatch are not the same defect." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Both mention device mismatch, but they involve different models, setups, and code paths." + "reason": "Both mention device-related problems, but one is an audio extractor arg issue and the other is a Gemma4 PLE forward mismatch." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "Tokenizer.json precedence is unrelated to the v5 `is_torch_fx_available` removal regression." + "reason": "Tokenizer file selection and removal of is_torch_fx_available are unrelated." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Different breakages: remote-code import helper removal vs Deepseek tokenizer output regression." + "reason": "One is a v5 trust_remote_code breakage, the other is a Deepseek tokenizer regression; different failures." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Sparse-layer config bug and BigBird tokenizer special-token issue are unrelated." + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent mismatch is unrelated to position-id key warnings across models." + "reason": "DAC latent mismatch and unexpected position-id keys across many models are not the same issue." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech CI stale test are different issues." + "reason": "torch.compile/SDPA failure in Bamba and GraniteSpeech CI stale device override are different bugs." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are the same reported regression: Qwen3.5 MoE from_pretrained fails on transformers>=5.4.0, with matching symptom and scope." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet and stays conservative. The only clearly duplicated pair is the identical Qwen3.5 MoE from_pretrained reports (45310/45478), and the remaining soft-edge calls are reasonably rejected as different bugs or only loosely related themes. No evidence is overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 24, "review_unit_count": 46, @@ -7724,12 +7642,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:28218", "issue:29127", "issue:29942", "issue:32090", + "issue:33357", "issue:34689", "issue:35141", "issue:37428", @@ -7737,6 +7656,7 @@ "issue:39692", "issue:40444", "issue:43335", + "issue:43412", "issue:43504", "issue:43526", "issue:43550", @@ -7761,10 +7681,8 @@ "issue:45083", "issue:45198", "issue:45229", - "issue:45310", "issue:45372", "issue:45459", - "issue:45478", "issue:45491", "issue:45520", "issue:45563", @@ -7777,10 +7695,9 @@ ], "soft_pairs": [ "issue:43335|issue:43504", - "issue:45310|issue:45478", - "issue:29127|issue:32090", "issue:44855|issue:45083", "issue:45588|issue:45859", + "issue:29127|issue:32090", "issue:43335|issue:45083", "issue:39692|issue:44493", "issue:44292|issue:45520", @@ -7791,260 +7708,272 @@ "issue:43720|issue:44112", "issue:44977|issue:45229", "issue:40444|issue:43526", - "issue:34689|issue:35141", "issue:43723|issue:44554", + "issue:34689|issue:35141", "issue:43606|issue:44857", "issue:44448|issue:44977", "issue:44857|issue:45072", "issue:44568|issue:45491", "issue:28218|issue:32090", "issue:43927|issue:45698", - "issue:44977|issue:45563", "issue:45198|issue:45803", - "issue:29942|issue:35141", + "issue:44977|issue:45563", "issue:43701|issue:45083", + "issue:29942|issue:35141", "issue:45459|issue:45712", + "issue:43550|issue:45083", + "issue:45372|issue:45588", "issue:43873|issue:44493", "issue:37428|issue:44987", - "issue:43550|issue:45083", - "issue:45372|issue:45588" + "issue:32090|issue:33357", + "issue:43412|issue:45588", + "issue:43873|issue:45229" ], - "prepared_review_unit_hash": "7a7984a3a8d71bd48e759aa74516c38a527fb39c169b2f9ffd21896de852ae3f", + "prepared_review_unit_hash": "c0f8f6baf347c33257e26ab8f7e9da82984d49f0996a51ff5c491ac4aa0d45c8", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37529, - "estimated_input_tokens": 9383, - "estimated_eval_tokens": 19022 + "soft_pair_count": 34, + "serialized_chars": 38155, + "estimated_input_tokens": 9539, + "estimated_eval_tokens": 19334 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a bag of unrelated Transformers bug reports. The only clear duplicate pair is the Qwen3.5 MoE from_pretrained regression: 45310 and 45478. All other soft matches are superficial topic/subsystem similarity and should be rejected.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45310 is the original report in the only obvious duplicate pair; it names the concrete Qwen3.5 MoE from_pretrained regression and predates issue:45478.", + "summary": "The soft pairs are mostly superficial keyword matches across unrelated bug reports. I don\u2019t see any true duplicate pair here, and the cluster is too heterogeneous to justify a single strong canonical issue.", + "confidence": 0.97, + "canonical_issue_reason": "No strong canonical issue stands out: the items span unrelated models, subsystems, and failure modes, so any single issue choice would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative issue because it is specific, concrete, and has a true duplicate counterpart in the cluster.", + "best_issue_reason": "No global best issue stands out; this is a grab-bag of distinct bugs rather than one underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different bugs in different BEiT/SwitchTransformers code paths; only broad model-family similarity." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same Qwen3.5 MoE from_pretrained failure, same title, and 45478 is a later duplicate report of the same regression." - }, - { - "left": "issue:29127", - "right": "issue:32090", - "accept": false, - "reason": "LayoutLMv3 error-message clarity vs Trainer/_gpu_broadcast_one NoneType crash; unrelated failures." + "reason": "Different bugs: one is SwitchTransformers sparse-layer construction, the other is BEiT pretrained preset loading/legacy fields." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2 import vs qwen3_omni_moe feature-length helper behavior; different code paths." + "reason": "One is a Python 3.13 import/IndentationError in DebertaV2; the other is qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both involve offload/attention-related areas, but one is a flash_attention crash on s_aux=None and the other is a rotary embedding CPU-offload incompatibility." + "reason": "Both mention attention/offload, but one is a flash-attention integration AttributeError and the other is a rotary-embedding CPU offload incompatibility." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated: LayoutLMv3 error-message clarity vs Trainer failing to broadcast NoneType to GPU." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Different models and defects; one is sparse-layer config creation, the other is a helper-length calculation bug." + "reason": "No shared underlying defect; SwitchTransformers config creation and qwen3_omni_moe length computation are different code paths." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs example errors vs unexpected position-id keys across many models; not the same underlying bug." + "reason": "Docs/model mismatch and quantization failure are not the same as the generic position-id key warning." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error vs Python 3.13 flash_attn import KeyError; different failure modes." + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to the Python 3.13 flash_attn import KeyError." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus v4/v5 output mismatch vs Deepseek tokenizer regression; both tokenizer/generation related but not the same bug." + "reason": "Pegasus output drift between versions and Deepseek tokenizer correctness regressions are different tokenizer/generation bugs." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 vs generic unexpected position-id keys; different symptoms and likely causes." + "reason": "One is zero probabilities in SigLIP2 inference; the other is a broad unexpected position-id key issue." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "Sparse-layer config bug vs dtype mismatch in bfloat16 inference; unrelated issues." + "reason": "Different failures: sparse-layer config bug vs dtype mismatches in bfloat16 inference." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers sparse-layer creation vs D-FINE auxiliary-loss behavior; different subsystems and outcomes." + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Both CI-related, but one is packed-weight loading with accelerate and the other is a stale device override test; not the same bug." + "reason": "BitNet packed-weight loading and a stale GraniteSpeech CI test do not share the same failure mode." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation issue vs Gemma4 multi-GPU CUDA OOM; different concrete problems." + "reason": "Qwen3.5 flash-attention generation issues and Gemma4 multi-GPU OOM are different problems." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "IterableDataset multi-image finetuning failure vs BeitImageProcessorFast reduce_labels bug; unrelated." + "reason": "Multiple-images-per-prompt dataset handling is unrelated to BeitImageProcessorFast reduce_labels returning only one label." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "Llama 3.2 Vision model loading breakage vs embedding reinitialization after resize; both model-loading related but distinct root causes." + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are different subsystems and code paths." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "AutoTokenizer v5 loading issue vs MPS attention correctness when value head dim differs; unrelated bugs." + "reason": "Llama 3.2 Vision model loading breakage is not the same as output embeddings being reinitialized after resizing token embeddings." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch in Bark vs LwDetrImageLoss AMP/CUDA crash; different code paths and symptoms." + "reason": "CPU offload device mismatch and a float16 AMP crash in LwDetrImageLoss are unrelated runtime errors." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Different models and regressions: Pegasus output mismatch vs Qwen3.5 flash-attention generation failure." + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failures are not the same bug." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "AMP/CUDA loss crash vs bfloat16 dtype mismatch in inference; not the same underlying issue." + "reason": "AMP/CUDA loss crash and bfloat16 inference dtype mismatches affect different components and symptoms." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer add_special_tokens regression vs Gemma3 NaN embeddings from sliding-window attention; different components." + "reason": "Tokenizer special-token insertion and Gemma3 NaN embeddings from mixed-length batching are unrelated." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing bug vs Trainer GPU broadcast NoneType error; unrelated." + "reason": "Tokenizer spacing after added tokens is unrelated to Trainer GPU broadcast failures." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "DiaConfig losing custom token IDs after save/load vs from_pretrained loading wrong custom module; both persistence-related but different failures." + "reason": "Both involve save/load behavior, but one loses custom token IDs while the other loads the wrong custom module; not the same defect." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save_pretrained/tokenization failure is not the same as a bare except swallowing real errors in FuyuBatchFeature." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation failure vs a stale warning in paged generate; not the same bug." + "reason": "Flash-attention generation breakage and a stale warning about num_return_sequences are clearly different issues." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure vs bare except swallowing errors in FuyuBatchFeature; different models and error mechanisms." + "reason": "Checkpoint key mismatch during resume is unrelated to qwen3_omni_moe helper output behavior." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures vs output embedding reinitialization after resizing; unrelated." + "reason": "Flash Attention 2 test failures and token-embedding resize reinitialization do not describe the same bug." }, { - "left": "issue:43701", + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking due to protobuf handling is unrelated to leftover dummy classes in dummy_pt_objects.py." + }, + { + "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "resume_from_checkpoint key mismatch vs qwen3_omni_moe feature-length helper behavior; distinct issues." + "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe length helper behavior are different code-path problems." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Tokenizer error hiding when protobuf is absent vs leftover dummy classes in dummy_pt_objects.py; unrelated." + "reason": "Gemma4 processor import failure and a flash_attention NoneAttribute crash are distinct loading vs runtime bugs." }, { "left": "issue:43873", "right": "issue:44493", "accept": false, - "reason": "Quantization/offloading behavior issue vs unexpected position-id keys; only broad loading/runtime similarity." + "reason": "Quantization/offloading behavior is not the same as unexpected position-id key warnings." }, { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "Missing flash-support import in Python 3.13 vs transformers>=5.1.0 model loading failure; different causes." + "reason": "Missing flash_supports_window_size import and a model-loading failure for physical-intelligence/fast are unrelated." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba vs qwen3_omni_moe helper-length bug; unrelated." + "reason": "Trainer NoneType broadcast failure and MacOS bus error on a CLIP model are different failures." }, { - "left": "issue:45372", + "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "ReasoningEffort import breakage in Gemma4 processor loading vs flash_attention s_aux=None crash; same broad area, different concrete failures." + "reason": "Gemma3n executorch export issues and a sink-less flash_attention AttributeError are separate problems." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading concerns are not the same as Gemma4 multi-GPU CUDA OOM." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet. The Qwen3.5 MoE pair (45310/45478) has identical titles and close timestamps, so treating 45310 as the canonical/original report is reasonable. The rest of the soft-edge rejections are conservative and do not overclaim beyond broad topic similarity." - }, - "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 }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 25, "review_unit_count": 46, @@ -8053,15 +7982,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ + "issue:10000", + "issue:15354", "issue:25251", "issue:28218", "issue:29127", "issue:29942", "issue:30064", "issue:32090", - "issue:33357", "issue:41720", "issue:42915", "issue:42994", @@ -8071,10 +8001,9 @@ "issue:43278", "issue:43329", "issue:43381", - "issue:43412", "issue:43421", "issue:43653", - "issue:43873", + "issue:43756", "issue:43976", "issue:43994", "issue:44186", @@ -8105,12 +8034,10 @@ "issue:45823" ], "soft_pairs": [ - "issue:32090|issue:33357", - "issue:43412|issue:45588", - "issue:43873|issue:45229", - "issue:43278|issue:43329", "issue:45245|issue:45563", + "issue:43278|issue:43329", "issue:41720|issue:45229", + "issue:10000|issue:15354", "issue:43976|issue:45440", "issue:28218|issue:29127", "issue:45372|issue:45406", @@ -8118,226 +8045,221 @@ "issue:43065|issue:43994", "issue:43066|issue:44462", "issue:44857|issue:45588", - "issue:43278|issue:43381", - "issue:44448|issue:44466", "issue:43065|issue:45412", + "issue:44448|issue:44466", + "issue:43278|issue:43381", + "issue:43653|issue:44743", "issue:45588|issue:45823", "issue:25251|issue:32090", - "issue:43653|issue:44743", "issue:44186|issue:45198", "issue:43994|issue:45412", "issue:44206|issue:44479", "issue:44451|issue:45520", - "issue:42915|issue:42994", "issue:44361|issue:45198", "issue:44871|issue:44977", - "issue:29942|issue:30064", + "issue:42915|issue:42994", "issue:44265|issue:45198", + "issue:29942|issue:30064", + "issue:43756|issue:45440", "issue:43421|issue:45491", "issue:43257|issue:43278" ], - "prepared_review_unit_hash": "3a32fc2f34823bf731ce44e59b2359f1c46298d98362b50e612e36019dc4c7fa", + "prepared_review_unit_hash": "df45945ffe9ef777b4dc850e38397735fe0151fc20c576e9cce2d03a44a7f7c3", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36679, - "estimated_input_tokens": 9170, - "estimated_eval_tokens": 18596 + "soft_pair_count": 29, + "serialized_chars": 36447, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is largely a grab-bag of unrelated Transformers bugs rather than one tight duplicate cluster. I\u2019d use issue 45372 as the representative issue only because it is a clear, active Gemma4 regression with concrete repro context; otherwise most pairs should be kept separate.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45372 is the strongest representative because it is open, well-scoped, and has a concrete Gemma4 processor-loading failure with version-specific context.", - "canonical_pr_reason": null, - "best_issue_reason": "45372 is the best overall issue to anchor the cluster: it is actionable, reproducible, and more central than the other candidates.", - "best_pr_reason": null, + "summary": "The items do not form a single duplicate cluster; they span many unrelated tokenizer, generation, model-loading, vision, and Gemma/Qwen-specific issues. None of the soft pairs look like the same underlying bug or change, so all are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the set is heterogeneous and the soft pairs do not converge on one shared bug report.", + "canonical_pr_reason": "No pull requests are present.", + "best_issue_reason": "No single issue is a good global representative because the items cover many distinct code paths and model families.", + "best_pr_reason": "No pull requests are present.", "soft_edge_verdicts": [ { - "left": "issue:32090", - "right": "issue:33357", - "accept": false, - "reason": "Different failures: trainer broadcast TypeError vs MacOS bus error in a CLIP model." - }, - { - "left": "issue:43412", - "right": "issue:45588", - "accept": false, - "reason": "Executorch export failure and flash-attention sink handling are separate code paths and symptoms." - }, - { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Quantization/offloading behavior is not the same bug as Gemma4 multi-GPU CUDA OOM." + "reason": "Different problems: category cardinality limit during modeling vs a stale generate() warning." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Training/eval dtype drift is unrelated to the Qwen3.5 recurrent-state reset bug." + "reason": "Unrelated bugs: dtype drift in eval vs a missing video-path helper in multimodal token counting." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Category-count runtime error and a stale generation warning are unrelated." + "reason": "Both involve large-model inference, but one is a cuda assert in Qwen3 auto-mapping and the other is Gemma4 multi-GPU OOM." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Auto device-mapping assert and Gemma4 OOM are different model/runtime failures." + "reason": "Completely different model/framework failures: DistilBertModel issue vs torch.jit GeneratorExp export support." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility issue is unrelated to DeepSeekV3MoE divergence from remote impl." + "reason": "Different code paths and symptoms: Python version compatibility vs DeepSeekV3MoE parity divergence." }, { "left": "issue:28218", "right": "issue:29127", "accept": false, - "reason": "Added-token spacing bug is not the same as a LayoutLMv3 error-message clarity issue." + "reason": "Tokenizer spacing behavior vs LayoutLMv3 box validation error; not the same bug." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both are Gemma4-related, but one is a mistral_common import failure and the other is a missing _tokenizer attribute in serve." + "reason": "Both touch Gemma4 processing, but one is an import dependency break and the other is a missing _tokenizer attribute in serve." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 processor import breakage is distinct from protobuf-masked tokenizer error handling." + "reason": "Unrelated: Gemma4 processor loading import failure vs tokenizer error masking when protobuf is absent." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to Siglip2 bad outputs." + "reason": "Different models and failures: dummy Conv2d in Sam3PixelDecoder vs bad outputs from siglip2 AutoModel/pipeline." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Tokenizer decoder type mismatch and AutoTokenizer ignoring tokenizer.json are different tokenizer-loading bugs." + "reason": "Both concern tokenizer loading/serialization, but one is a decoder-type mismatch in v5 and the other ignores tokenizer.json from the repo." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP loss crash and flash_attention s_aux=None crash do not share the same failure mechanism." + "reason": "Different runtime failures: LwDetrImageLoss AMP/CUDA crash vs flash_attention.py handling of s_aux=None." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Embedding dtype regression is unrelated to the eval-mode gradient-checkpointing restriction." + "reason": "No common bug: Sam3PixelDecoder dummy layer vs RT-DETR memory not released on deletion." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Pegasus output mismatch and lm_head.weight serialization inconsistency are separate issues." + "reason": "Both are serialization/output regressions, but one is Pegasus generation drift and the other is lm_head.weight tied-weight serialization." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Different behavior classes: embedding dtype mismatch vs gradient checkpointing restriction in eval mode." + }, + { + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Sam3PixelDecoder dummy layer bug is unrelated to RT-DETR memory not being released." + "reason": "Tokenizer special-token registration vs Qwen3.5 recurrent-state cache reset; unrelated." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention sink-less crash and Gemma4 PLE device mismatch are different forward-path problems." + "reason": "Both mention Gemma4/attention-related behavior, but one is a flash-attention attribute crash and the other is a PLE device mismatch." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k shape change is unrelated to Trainer broadcast of NoneType." - }, - { - "left": "issue:43653", - "right": "issue:44743", - "accept": false, - "reason": "Tokenizer special-token decode failure is unrelated to Qwen3.5 recurrent-state reset." + "reason": "Pipeline top_k nesting bug vs Trainer GPU broadcast NoneType error; unrelated." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failures affect different components." + "reason": "Different tokenizer/model families and failure modes: LayoutLMv2 NER padding crash vs Wav2Vec2 save/tokenization failure." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center arg in an extractor is not the same regression as Qwen video input handling." + "reason": "Feature extractor unsupported-argument crash vs Qwen video-input regression; not the same underlying bug." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "Cannot load ScandiBERT and flash_attn KeyError on Python 3.13 are unrelated." - }, - { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "MOE weight conversion during loading is a different code path from quantized model saving." + "reason": "Different subsystem and symptom: ScandiBERT loading failure vs flash_attn import KeyError on Python 3.13." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "Both are tokenizer-related, but MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are distinct." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id inconsistency is not the same as the Qwen3.5 flash-attention generation bug." + "reason": "Different models and issues: Gemma-3 eos_token_id inconsistency vs Qwen3.5 flash-attention generation regression." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are different issues." + "reason": "Separate problems: Qwen3 MoE weight conversion/loading vs quantized model save failure." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export guard failures are unrelated to Wav2Vec2 save/tokenization failures." + "reason": "Unrelated: torch.export with torch_compilable_check vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Different test and model areas: Flash Attention 2 failures vs image processor void segmentation-map handling." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both are model-architecture issues, but Smollm3 RoPE-layer dropping and DeepSeekV3MoE divergence are distinct." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings are different bugs." + "reason": "Tokenizer post-processor update bug vs Gemma3 NaN embeddings from sliding-window attention; different code paths." }, { "left": "issue:43257", "right": "issue:43278", "accept": false, - "reason": "Qwen3 MoE loading with deepspeed is unrelated to embedding dtype changes between train and eval." + "reason": "Different issues: Qwen3 MoE loading/conversion vs embedding dtype mismatch during evaluation." } ] }, @@ -8350,7 +8272,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 26, "review_unit_count": 46, @@ -8359,7 +8281,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:29127", "issue:29942", @@ -8382,7 +8304,6 @@ "issue:43575", "issue:43653", "issue:43701", - "issue:43756", "issue:43761", "issue:43824", "issue:43931", @@ -8411,17 +8332,16 @@ "issue:45907" ], "soft_pairs": [ - "issue:43756|issue:45440", "issue:33357|issue:39692", "issue:29127|issue:34567", - "issue:32090|issue:33290", "issue:44610|issue:45412", + "issue:32090|issue:33290", "issue:45103|issue:45372", - "issue:43824|issue:44279", "issue:45440|issue:45593", + "issue:43824|issue:44279", "issue:43653|issue:44442", - "issue:43381|issue:43701", "issue:43761|issue:45859", + "issue:43381|issue:43701", "issue:43526|issue:45834", "issue:29942|issue:36010", "issue:43526|issue:44186", @@ -8435,207 +8355,201 @@ "issue:43262|issue:44206", "issue:43526|issue:44857", "issue:43232|issue:43388", - "issue:44062|issue:45907", "issue:43441|issue:45588", + "issue:44062|issue:45907", "issue:44743|issue:44811", "issue:43575|issue:43701" ], - "prepared_review_unit_hash": "59bff6e8367c5337cea820e5853cae93e0737886a39b3c1c68d0f0cf2dd8cfd3", + "prepared_review_unit_hash": "c2f6f99d6f20d6fbbb4e70b360e134997d7585df1c0eb363dfb852f9aecdf1ee", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36186, - "estimated_input_tokens": 9047, - "estimated_eval_tokens": 18350 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35306, + "estimated_input_tokens": 8827, + "estimated_eval_tokens": 17910 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: the soft pairs span unrelated bugs in training, model loading, processors, generation, and docs. All soft-edge candidates should be rejected as duplicate matches.", - "confidence": 0.94, - "canonical_issue_reason": "issue:29127 is the most central of the weakly related items and is a concrete, self-contained bug report, but the batch is not a true duplicate cluster.", + "summary": "This cluster is mostly soft-similarity noise: the issues share generic Transformers themes, but they describe different models, code paths, and failure modes. None of the proposed soft pairs look like the same underlying bug or change.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45103 is the strongest anchor: it is open, has inbound references, and describes a concrete, reproducible crash in a shared utility. The rest of the set is heterogeneous and not duplicate-compatible.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative issue, issue:29127 has the clearest failure description; still, there is no strong global canonical because the items are unrelated.", + "best_issue_reason": "issue:45103 is the most suitable representative issue overall because it is active, specific, and likely to attract/fix follow-up work. It is still not a duplicate of the other reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43756", - "right": "issue:45440", - "accept": false, - "reason": "Different bugs: RoPE layer selection in Smollm3 vs a divergence between native and remote DeepSeekV3 implementations." - }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error on CLIP loading is unrelated to a SigLIP2 doc example/model-processor mismatch and quantization failure." + "reason": "Both involve vision/processor/model loading problems, but one is a MacOS bus error and the other is a doc example mismatch/quantization failure; different bugs and code paths." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity is unrelated to TrainerState's num_input_tokens_seen not updating." + "reason": "One is a LayoutLMv3 box-content error message issue; the other is TrainerState token counting not updating. No shared failure mode." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:44610", + "right": "issue:45412", "accept": false, - "reason": "One is a NoneType broadcast error in Trainer; the other is an OOM issue with Adafactor in DeepSpeed." + "reason": "OmDet processor/model input-size mismatch vs RT-DETR memory not released; unrelated symptoms and fixes." }, { - "left": "issue:44610", - "right": "issue:45412", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Processor output-size mismatch is unrelated to RT-DETR memory not being released on deletion." + "reason": "Trainer GPU broadcast NoneType error and Deepspeed Adafactor OOM are different training stack failures." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation parsing and a ReasoningEffort import break are distinct code paths and failure modes." + "reason": "Both are import/processing regressions, but one is an auto-docstring annotations crash and the other is a mistral_common import breakage in Gemma processor loading." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Missing Qwen2.5-VL export/import is not the same as a generic dependency issue." + "reason": "DeepseekV3MoE divergence from remote implementation is a model parity bug; D-FINE missing auxiliary losses is a training-loss configuration issue." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "DeepSeekV3 implementation divergence is unrelated to D-FINE auxiliary-loss behavior when denoising is off." + "reason": "Importing Qwen2.5-VL and a generic dependency issue are not the same bug; the latter is too broad and unspecified." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer bugs." + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are separate tokenizer bugs." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to a resume_from_checkpoint key mismatch." + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU offload incompatibility affect different model internals." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "CLIPVision hidden_states being None is unrelated to Qwen3_5MoeTextRotaryEmbedding CPU-offload compatibility." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated training workflow issues." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BEiT reduce_labels returning one label and Kosmos2.5 long-ocr index errors are different failures." + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR index error are different preprocessing/model bugs." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention test failures are unrelated to GenerationMixin import resolution." + "reason": "Flash Attention 2 test failures are a CI/test regression; GenerationMixin import failure is an API/package import problem." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "A BEiT label-reduction bug is not the same as LayoutLMv2Tokenizer crashing on NER/padding inputs." + "reason": "Both are tokenizer/processor-area bugs, but one is BeitImageProcessorFast label handling and the other is LayoutLMv2Tokenizer crashing on NER padding/truncation." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message wording is unrelated to a CLIP MacOS bus error." + "reason": "LayoutLMv3 box-content error messaging and CLIP MacOS bus error are completely different model/runtime problems." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL text config is different from a sliding_window issue in Qwen3-MoE." + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window issue are both Qwen-family issues but on different configs and code paths." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Poor error messaging in LayoutLMv3 has no overlap with token-embedding reinitialization after resize." + "reason": "LayoutLMv3 validation messaging and embedding reinitialization after resize are unrelated model setup bugs." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Chunked generation with compiled forward and Gemma3 NaNs from sliding-window/all-padding behavior are different bugs." + "reason": "Chunked generation inconsistency with compiled forward and Gemma3 NaN embeddings from sliding-window all-padding windows are different generation vs attention-path issues." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation issues are unrelated to the 2^24 category limit runtime error." + "reason": "Qwen3.5 flash-attention generation failure is model/runtime-specific; the 2^24 category limit is a separate embedding/category-size constraint." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "FineGrainedFP8Config on Qwen3Moe and Qwen3-VL weight-shape mismatch are separate model-loading problems." + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different Qwen model loading regressions." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer load failure and bf16 dtype mismatches are unrelated failures." + "reason": "AutoTokenizer loading FastSpeech2ConformerTokenizer and dtype mismatches in SwitchTransformers/TimmWrapperModel are not the same failure." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sample-rate defaults are unrelated to LasrFeatureExtractor passing an unsupported center argument." + "reason": "Audio chat-template sample-rate defaulting and LasrFeatureExtractor center-arg crash are unrelated processor API bugs." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "BEiT reduce_labels returning one label is unrelated to LwDetrImageLoss crashing under float16 AMP on CUDA." + "reason": "BeitImageProcessorFast label reduction and LwDetrImageLoss AMP/CUDA crash affect different components and are not mergeable as one fix." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs after sync_gpus and gather_for_metrics dropping tuple labels are different subsystems and bugs." + "reason": "Generation kwargs update after sync_gpus and gather_for_metrics dropping tuple label elements are separate distributed/runtime bugs." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "AddedToken special-argument duplication is unrelated to list_repo_files not forwarding revision." + "reason": "Ministral flash-attention failure and flash_attention.py crashing on s_aux=None are both flash-attention-related, but they target different models and failure conditions." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Ministral-3 flash-attention failure and s_aux=None in flash_attention.py are separate flash-attention issues." + "reason": "AddedToken special kwarg duplication and list_repo_files missing revision forwarding are unrelated API bugs." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent states resetting in modular_qwen3_5.py is unrelated to Whisper batch_decode ignoring skip_special_tokens." + "reason": "Qwen3.5 modular recurrent-state reset and Whisper batch_decode skip_special_tokens handling are different model behavior issues." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM when loading Qwen2-57B-A14B is unrelated to a resume_from_checkpoint key mismatch." + "reason": "Qwen2-57B-A14B-Instruct tensor-parallel OOM and checkpoint key mismatch are unrelated training/loading failures." } ] }, @@ -8648,7 +8562,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 27, "review_unit_count": 46, @@ -8657,7 +8571,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:33290", "issue:34567", @@ -8709,8 +8623,8 @@ "issue:45803" ], "soft_pairs": [ - "issue:43575|issue:44387", "issue:43646|issue:44077", + "issue:43575|issue:44387", "issue:45003|issue:45440", "issue:43761|issue:44079", "issue:43723|issue:45479", @@ -8723,10 +8637,10 @@ "issue:33290|issue:34567", "issue:34689|issue:43611", "issue:39692|issue:45491", - "issue:33290|issue:35141", - "issue:33290|issue:34689", "issue:43381|issue:43873", "issue:43931|issue:45216", + "issue:33290|issue:35141", + "issue:33290|issue:34689", "issue:43493|issue:43827", "issue:43550|issue:44743", "issue:44077|issue:44479", @@ -8736,241 +8650,238 @@ "issue:43643|issue:44913", "issue:43749|issue:43931", "issue:33290|issue:36331", - "issue:34689|issue:36010", + "issue:44190|issue:44496", "issue:43873|issue:44871", - "issue:43381|issue:43856", - "issue:44190|issue:44496" + "issue:34689|issue:36010", + "issue:43381|issue:43856" ], - "prepared_review_unit_hash": "8f3c3f0d7d5e431e1c56b7493e4968526eef2978f8a964173f419a233b577682", + "prepared_review_unit_hash": "514d7e0c6cbebfd0a2b48df9294fd300aa23fcb17b6e28b00e08fc473c6862ed", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37229, - "estimated_input_tokens": 9308, - "estimated_eval_tokens": 18872 + "serialized_chars": 37225, + "estimated_input_tokens": 9307, + "estimated_eval_tokens": 18870 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are still best treated as non-duplicates. The one previously over-accepted edge, issue:43761 vs issue:44079, is related by symptom and mechanism, but the packet only supports a plausible connection\u2014not a confident same-bug match\u2014so it should stay rejected.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44079 is the best representative of the ModelOutput key-assignment bug family because it states the framework-level mechanism directly; issue:43761 looks like a possible downstream symptom, but not enough to collapse the two into one issue.", + "summary": "This is a noisy mix of unrelated Transformers issues spanning loading, config, tokenizer, training, quantization, and docs regressions. None of the soft pairs look like true duplicates, so there is no strong canonical item for the whole set.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44079 is the strongest cluster representative: it describes the underlying ModelOutput bug in its most general form, while the CLIPVisionModel report is narrower and less conclusive as a duplicate.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Both mention OOM, but one is tensor-parallel loading and the other is int4/CUDA reserved-memory behavior; different code paths and fixes." + "reason": "Both concern model initialization behavior in v5, but one is a broad custom-model init regression and the other is a specific `post_init` policy change; not the same bug." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Both involve initialization semantics, but they point to different model-specific regressions rather than the same bug." + "reason": "Both mention OOM, but one is TP load-time OOM for a specific model and the other is increased reserved memory under int4 quantization; different code paths." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepSeekV3MoE implementation divergence." + "reason": "`sys.modules` access safety vs DeepSeekV3 implementation divergence are unrelated bugs." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "The CLIPVisionModel symptom is plausibly related to the ModelOutput bug, but the packet only supports inference, not a confident same-underlying-bug duplicate." + "reason": "One is a CLIP hidden-states regression; the other is incorrect `ModelOutput` key assignment. Different layers of the stack." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading in v5 and a zero-loss sequence-classification bug are unrelated subsystems and failure modes." + "reason": "Tokenizer loading failure and degenerate sequence-classification loss are unrelated." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "A tokenizer load failure is unrelated to FuyuBatchFeature's bare-except error swallowing." + "reason": "AutoTokenizer loading and a bare-except in Fuyu tensor conversion are separate issues." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "ModelOutput handling and attention-kernel divergence under torch.compile are different bugs." + "reason": "CLIP hidden-states behavior and attention-kernel divergence under `torch.compile` do not describe the same bug." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config API issues, but they concern different models and different missing/discrepant fields." + "reason": "Both are config/API complaints, but they affect different model families and different missing fields." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression and chat-template tool-call crash are separate code paths." + "reason": "Video-input regression for Qwen models is unrelated to chat-template crashes on tool-call assistant messages." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are different persistence bugs." + "reason": "Both involve save/load flows, but one is about saving dequantized models and the other about loading the wrong custom module; too different to merge." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure is unrelated to Perceiver non-default-resolution image classification." + "reason": "Tokenizer loading failure vs Perceiver image-classification failure are unrelated." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "DeepSpeed/Adafactor OOM and TrainerState token-count tracking are unrelated." + "reason": "AdaFactor/deepspeed OOM and `num_input_tokens_seen` not updating are separate training bugs." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are model-loading regressions, but they involve different release changes and different root causes." + "reason": "A specific model-loading breakage and a generic `base_model_prefix` regression are not the same concrete problem." }, { "left": "issue:39692", "right": "issue:45491", "accept": false, - "reason": "Documentation example errors and Gemma3 NaN embeddings are unrelated." + "reason": "Docs-example errors for SigLIP2 and Gemma3 NaN embeddings are unrelated." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Optimizer OOM and embedding reinitialization in post_init are unrelated." + "reason": "Gradient checkpointing in eval mode and quantization offloading are different behaviors." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Optimizer memory blow-up and Llama model-loading breakage are different failures." + "reason": "Weight-shape mismatch when loading a model and incorrect checkpoint saving are different save/load failures." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading are unrelated issues." + "reason": "OOM during training and embedding reinitialization on resize are unrelated." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "A Qwen3-VL weight-shape mismatch and a Qwen3.5 save_pretrained regression are not the same bug." + "reason": "Training OOM and Llama 3.2 loading regression are unrelated." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." + "reason": "SigLIP2 implementation drift and outdated docs references to `pipeline()` are unrelated." }, { "left": "issue:43550", "right": "issue:44743", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba and recurrent-state reset in modular_qwen3_5 are different model-path bugs." + "reason": "A `torch.compile` SDPA failure in Bamba is unrelated to Qwen recurrent-state reset behavior." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSTMixer post_init allowance and Qwen video-input regression do not share a concrete code path." + "reason": "`post_init` API enforcement and Qwen video-input regression are not the same issue." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet accelerate-loading unpacking bug is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are unrelated." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both involve config behavior, but one is a Gemma3TextConfig API discrepancy and the other is Qwen multimodal text_config unwrapping." + "reason": "Both are config/API mismatches, but they concern different model types and different unwrapping behavior." }, { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "Both are import errors, but they stem from different dependencies and different processor-loading paths." + "reason": "Missing `AutoImageProcessor` import and Gemma 4 processor loading failing on `ReasoningEffort` are separate import errors." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct resetting on reload are different serialization/reload bugs." + "reason": "Missing fields with `trust_remote_code=True` and `rotary_pct` resetting on reload are different config serialization bugs." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are unrelated loading problems." + "reason": "FSDP CPU RAM-efficient loading and Qwen3-VL weight mismatch are unrelated loading problems." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "OOM during optimizer use and CustomTrainer compute_loss signature mismatch are unrelated training issues." + "reason": "Training OOM and a custom trainer signature mismatch are unrelated." }, { - "left": "issue:34689", - "right": "issue:36010", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Llama model-loading regression and GenerationMixin import failure are separate API breakages." + "reason": "Local dataset loading in an example script and an unrecognized model/config error are unrelated." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization offloading behavior and Gemma-3 eos_token_id inconsistency are unrelated." + "reason": "Quantization offloading behavior and Gemma eos-token inconsistency are unrelated." }, { - "left": "issue:43381", - "right": "issue:43856", + "left": "issue:34689", + "right": "issue:36010", "accept": false, - "reason": "Eval-mode gradient checkpointing and Qwen3 MoE memory inefficiency are different training/memory concerns." + "reason": "Model loading breakage and missing `GenerationMixin` import are different import/load failures." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43381", + "right": "issue:43856", "accept": false, - "reason": "Local dataset loading in an example script and an unrecognized model/config issue are unrelated." + "reason": "Gradient checkpointing eval-mode behavior and MoE training memory use are different training/runtime issues." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but one soft-edge verdict is too strong: it marks issue:43761 vs issue:44079 as a match even though the packet labels that pair deterministic_accept=false. From the packet alone, the CLIPVisionModel symptom may be compatible with the ModelOutput bug, but that is still an inference, not enough to override the conservative label. The other negatives look appropriately 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 }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 28, "review_unit_count": 46, @@ -8979,7 +8890,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:16998", "issue:22355", @@ -9034,11 +8945,11 @@ "issue:44855|issue:45137", "issue:43381|issue:43742", "issue:43316|issue:44877", - "issue:42175|issue:43316", "issue:43540|issue:44514", "issue:43673|issue:44743", - "issue:25251|issue:28282", + "issue:42175|issue:43316", "issue:43404|issue:43441", + "issue:25251|issue:28282", "issue:43065|issue:44617", "issue:44162|issue:44792", "issue:43388|issue:43688", @@ -9046,209 +8957,216 @@ "issue:41950|issue:43475", "issue:16998|issue:22355", "issue:44077|issue:44534", - "issue:44871|issue:45584", "issue:45127|issue:45200", + "issue:44871|issue:45584", "issue:43550|issue:43701", - "issue:43606|issue:43701", "issue:43761|issue:44479", + "issue:43606|issue:43701", "issue:43295|issue:44871", - "issue:42617|issue:43575", - "issue:43575|issue:43742", "issue:43452|issue:44496", + "issue:43575|issue:43742", + "issue:42617|issue:43575", "issue:43646|issue:44913", "issue:44734|issue:45406", - "issue:43504|issue:45698" + "issue:43504|issue:45698", + "issue:44617|issue:45584" ], - "prepared_review_unit_hash": "9b8b8c4d93af672243b96922fd06fe48e57df1548026215c56917ec9eca0ce03", + "prepared_review_unit_hash": "27fc3a7707980c14717cabc8c5430ea821438962bb42fe51e5b1dce7e0dd3f75", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35714, - "estimated_input_tokens": 8929, - "estimated_eval_tokens": 18114 + "soft_pair_count": 28, + "serialized_chars": 36009, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: mostly unrelated Transformers bug reports spanning different models, subsystems, and failure modes. I did not find any soft pair that clearly represents the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.35, - "canonical_issue_reason": "issue:43646 is the broadest and most umbrella-like report in the set, centered on a general v5 custom model initialization regression rather than a model-specific symptom.", + "summary": "This cluster is a grab bag of mostly unrelated Transformers issues: loading/config regressions, processor API changes, model-specific bugs, training/runtime errors, and a few packaging/import problems. None of the soft pairs look like the same concrete bug, so I reject all of them. The best representative issue is the broad custom-module load/save regression.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45698 is the broadest and most representative active loading-path regression in the set, centered on custom module resolution across save_pretrained/from_pretrained.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best representative because it describes a wide API-level regression that can subsume multiple narrower loading/init failures, even though the cluster is not a true duplicate set.", + "best_issue_reason": "issue:45698 has the highest discussion activity and is the clearest umbrella issue for nearby custom-loading/configuration problems.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 import/parsing failure vs DeepSpeed ZeRO3 deque underflow; unrelated code paths." + "reason": "Python 3.13 JIT parsing/decorator syntax error and DeepSpeed ZeRO3 deque failure are unrelated failure modes." }, { "left": "issue:43381", "right": "issue:43742", "accept": false, - "reason": "Gradient checkpointing in eval mode vs MobileLLM config loading KeyError; different bugs." + "reason": "Gradient checkpointing in eval mode and MobileLLM config key errors affect different code paths and root causes." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Gemma3TextConfig API mismatch vs granite_speech strict-config loading; both config-related but not the same failure." - }, - { - "left": "issue:42175", - "right": "issue:43316", - "accept": false, - "reason": "Packaging backend omission vs Gemma3 config API discrepancy; unrelated." + "reason": "Both are config-related, but one is a Gemma3 API mismatch and the other is strict config loading for granite_speech; different bugs." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Video-input processing error vs batched chat template padding crash; different functions and symptoms." + "reason": "One is a Qwen3OmniMoe video-input ValueError, the other a Qwen2_5_VL batched chat-template crash; different models and entrypoints." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Chunked prefill cache missing vs recurrent-state reset with cache; both cache-related but different concrete code paths." + "reason": "Both mention cache/state handling, but one is missing GenerationMixin cache in chunked_prefill and the other resets recurrent states in modular_qwen3_5.py." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:42175", + "right": "issue:43316", "accept": false, - "reason": "Pipeline top_k nesting bug vs missing PyTorch ImportError; unrelated." + "reason": "Packaging/backend dependency issue vs a Gemma3TextConfig API discrepancy; not the same bug." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Weight tying bug vs FlashAttention failure in a related model family, but not the same underlying defect." + "reason": "Weight tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are distinct model bugs." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting and missing PyTorch import are unrelated behavior vs environment detection issues." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d implementation vs CUDA OOM in Sam3Video; not the same bug." + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are different problems; one is architecture/code, the other memory pressure." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage vs janus image-generation test failure; different models and issues." + "reason": "ESM2 breakage and a janus image-generation test failure do not share the same underlying bug." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Last-batch metric gathering bug vs auxiliary-loss normalization bug; different training logic." + "reason": "Metric gathering label truncation and auxiliary-loss normalization are both training issues, but they are separate mechanisms." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression vs incorrect pipeline error text; both regressions but distinct code paths." + "reason": "Processor.tokenizer regression is not the same as a pipeline error message about unsupported translation tasks." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor selection bug vs SAM3 vision output attribute error; unrelated." + "reason": "Video-classification image-processor lookup and missing fpn_position_embeddings in SAM3 video are different subsystems and fixes." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "model_max_length question vs missing transformers.onnx module; no overlap." + "reason": "A model_max_length question and a missing transformers.onnx import are unrelated." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "patchtsmixer post_init validation vs non-persistent buffers junk fill; unrelated." - }, - { - "left": "issue:44871", - "right": "issue:45584", - "accept": false, - "reason": "Gemma eos_token_id mismatch vs Whisper empty-transcription generation failure; different model-specific bugs." + "reason": "Optional post_init validation for patchtsmixer and junk-filled non-persistent buffers are separate v5 issues." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge/tied embeddings collapse vs Gemma 4 mm_token_type_ids defaulting; separate issues." + "reason": "LoRA merge collapse with extended vocab and Gemma 4 mm_token_type_ids defaults are distinct model-specific bugs." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "torch.compile/SDPA failure vs checkpoint key mismatch; unrelated." + "reason": "Gemma-3 eos_token_id inconsistency and Whisper empty-transcription handling after align_special_tokens are different tokenization/decoding problems." }, { - "left": "issue:43606", + "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch vs checkpoint key mismatch; unrelated." + "reason": "torch.compile SDPA failure in Bamba and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs Qwen video-input regression; different model families and failures." + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different model/API failures." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint key mismatch do not share the same root cause." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Custom processor/tokenizer regression vs Gemma eos_token_id inconsistency; different APIs." + "reason": "Processor.tokenizer regression and Gemma-3 eos_token_id mismatch are separate API/config issues." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "3d_parallel launch issue vs tensor-parallel OOM while loading a model; not the same bug." + "reason": "gguf_file loading regression and missing model_type in config.json are both load failures, but with different causes and code paths." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Model loading OOM vs MobileLLM config KeyError; unrelated." + "reason": "Tensor-parallel OOM for Qwen2-57B and MobileLLM key errors are unrelated." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "gguf_file/from_pretrained breakage vs unrecognized model_type in config; both loading-related but not the same concrete issue." + "reason": "A script/runtime failure in 3d_parallel.py and an OOM during tensor-parallel model loading are different issues." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Broad custom model initialization regression vs GPTNeoXConfig rotary_pct reload issue; different scopes and symptoms." + "reason": "Broad custom model initialization regression and a specific GPTNeoXConfig reload/default issue are related only at a high level, not the same bug." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation tensor indexing bug vs Gemma4Processor missing _tokenizer; both serve bugs but unrelated." + "reason": "KV-cache continuation tensor indexing in serve and Gemma4Processor missing _tokenizer are different runtime failures." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy field blocking BEiT preset load vs wrong custom module after save/load; different pretrained-loading failures." + "reason": "Legacy-field BEiT preset loading and wrong custom-module resolution after save_pretrained are both loading issues, but not the same concrete bug." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3 video OOM and Whisper empty-transcription behavior are unrelated." } ] }, @@ -9261,7 +9179,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 29, "review_unit_count": 46, @@ -9270,7 +9188,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:32090", "issue:35141", @@ -9287,6 +9205,8 @@ "issue:43931", "issue:43994", "issue:44060", + "issue:44077", + "issue:44079", "issue:44190", "issue:44242", "issue:44462", @@ -9295,7 +9215,6 @@ "issue:44521", "issue:44534", "issue:44610", - "issue:44617", "issue:44734", "issue:44737", "issue:44792", @@ -9322,216 +9241,216 @@ ], "soft_pairs": [ "issue:43575|issue:43873", - "issue:44617|issue:45584", - "issue:43931|issue:44060", "issue:43761|issue:44242", - "issue:32090|issue:35141", + "issue:43931|issue:44060", "issue:45563|issue:45584", + "issue:32090|issue:35141", "issue:44464|issue:44871", "issue:44792|issue:44977", "issue:43065|issue:44610", "issue:44479|issue:44734", - "issue:43827|issue:43994", "issue:44521|issue:45381", - "issue:44534|issue:44913", + "issue:43827|issue:43994", "issue:44464|issue:45563", "issue:43906|issue:45290", + "issue:44534|issue:44913", "issue:44933|issue:45362", "issue:44190|issue:44964", "issue:41720|issue:45245", "issue:44792|issue:45600", - "issue:44855|issue:45588", "issue:44737|issue:45803", + "issue:44855|issue:45588", "issue:43388|issue:43582", - "issue:44462|issue:45907", "issue:45127|issue:45357", + "issue:44462|issue:45907", "issue:43335|issue:44855", - "issue:44938|issue:45542" + "issue:44938|issue:45542", + "issue:44077|issue:44079" ], - "prepared_review_unit_hash": "84f3ac0c9ffd8d9519d1b84777bcea945d06711389c328f3b8d357c1560acc9c", + "prepared_review_unit_hash": "84708b1df145877ad46392b9ff7ae41d55a01ca6b6ef3f60e3a5fcabac4a6f52", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35068, - "estimated_input_tokens": 8767, - "estimated_eval_tokens": 17790 + "serialized_chars": 35673, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The proposed soft pairs are mostly superficial similarities across different models/features rather than true duplicates. I did not find any pair that clearly shares the same concrete bug or change path.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43873 is the strongest representative of this set if a single issue must be chosen: it has the broadest user impact, the most discussion, and inbound references. The rest of the items are mostly isolated, unrelated bugs.", + "summary": "The cluster is very heterogeneous: it mixes unrelated bugs across loading, generation, multimodal chat templating, quantization/offloading, docs, and config regressions. None of the soft pairs look like the same concrete fix, so all soft edges are rejected.", + "confidence": 0.16, + "canonical_issue_reason": "Issue 43873 is the broadest and most active unresolved thread in the set (open, highest discussion/inbound activity), so it is the best cluster anchor even though the surrounding items are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best overall issue candidate because it is the most active and central report in the list, while the other issues are largely one-off model- or feature-specific problems.", + "best_issue_reason": "Issue 43873 is the most representative open issue by activity and breadth; the rest of the items are too diverse to form a real duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43575", "right": "issue:43873", "accept": false, - "reason": "Both concern memory/quantization behavior, but one is a TP OOM on a specific model and the other is an offloading bug; different failure modes and likely different fixes." + "reason": "Different symptoms and likely different layers: TP/OOM on a specific model load vs generic offloading/quantization behavior." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Sam3Video CUDA OOM and Whisper empty-transcription generation failure are unrelated model/code-path bugs." + "reason": "CLIPVision hidden_states regression is unrelated to MoE load-balancing loss computation." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Different Qwen variants and different problems: a load-time shape mismatch vs an incorrect tied-weights warning." + "reason": "Weight-shape mismatch on Qwen3-VL loading is not the same bug as a tied-weights warning involving dt_bias." }, { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "CLIP hidden_states regression and MoE load-balancing-loss behavior are separate features and code paths." + "reason": "A stale generation warning and a Whisper empty-transcription crash are different code paths and failures." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and embedding reinit after resize are unrelated training/model-init issues." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "A stale warning in paged generate is not the same bug as Whisper crashing on empty transcription after align_special_tokens." + "reason": "Trainer GPU broadcast TypeError and embedding reinitialization after resize are unrelated issues." }, { "left": "issue:44464", "right": "issue:44871", "accept": false, - "reason": "Chunked generation/compiled forward inconsistency and Gemma eos_token config mismatch are unrelated." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to Gemma eos_token_id configuration." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issue are different model paths and symptoms." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different model/runtime problems." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and an OmDet-Turbo processor size mismatch are different bugs." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo image-size mismatch are unrelated preprocessing/model-shape issues." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both touch multimodal/runtime behavior, but one is a video-input regression and the other is a KV-cache indexing crash in serve." - }, - { - "left": "issue:43827", - "right": "issue:43994", - "accept": false, - "reason": "Docs still referencing pipeline() and SigLIP producing nonsense with AutoModel/pipeline are not the same underlying issue." + "reason": "Video-input regression in Qwen VL models is not the same as KV-cache continuation indexing in serve responses." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal chat/template problems, but the assistant-mask bug and wrong vision_position_ids are distinct processing failures." + "reason": "All-zero assistant masks from apply_chat_template and wrong vision_position_ids are different multimodal templating failures." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Non-persistent buffer junk-fill and GPTNeoX rotary_pct reload loss are unrelated configuration/runtime bugs." + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing nonsense outputs." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Different generate-related symptoms: compiled-forward inconsistency versus a stale warning about num_return_sequences." + "reason": "These target different behaviors: compiled-forward chunked generation vs a stale warning in paged generate()." }, { "left": "issue:43906", "right": "issue:45290", "accept": false, - "reason": "The first is only a reproduction of an earlier issue; there is not enough evidence that it is the same concrete assistant-message/tool-call crash." + "reason": "An isolated reproduction of an earlier issue is not enough to treat this as the same bug as the tool-call/chat-template crash." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk on v5 upgrade and GPTNeoX rotary_pct reload loss are different configuration/state bugs." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated." + "reason": "A missing import from image_utils is unrelated to Qwen3.5 chat crashes." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading failure and model loading failure for Phi-4 multimodal are different failure surfaces." + "reason": "Local dataset loading in a no-trainer script and Phi-4 multimodal model loading are unrelated." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "CUDA assert during auto device mapping and the 2^24 categories limit error are unrelated." + "reason": "CUDA assert during Qwen3 auto device mapping is unrelated to the category-cardinality RuntimeError." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image-generation test failure and stale auto_mappings references to removed configs are different problems." + "reason": "A Janus generate-images test failure and stale auto_mappings references are different failures in different parts of the tree." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Python 3.13 IndentationError from torch.jit parsing and a flash-attention None-aux crash are unrelated." + "reason": "CPU allocation in XLNet forward is unrelated to Fuyu's bare-except error handling." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "XLNet CPU allocation bug and Fuyu bare-except error handling are unrelated code paths." + "reason": "Python 3.13 decorator parsing failure in DebertaV2Model is unrelated to flash-attention's s_aux=None crash." }, { "left": "issue:43388", "right": "issue:43582", "accept": false, - "reason": "Metric-gather label dropping and Apple Silicon warmup TypeError are unrelated." + "reason": "Incorrect metric gathering for tuple labels is unrelated to Apple Silicon caching allocator warmup type errors." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Tokenizer loading ignores tokenizer.json, while the other issue is about forwarding revision in list_repo_files; different APIs and fixes." + "reason": "LoRA merge collapse with extended vocabulary is not the same as saving incorrect visual encoder keys." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "LoRA merge collapse with extended vocab and Qwen3.5 visual encoder key saving are different model-state serialization bugs." + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files failing to forward revision." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and DebertaV2 import parsing on Python 3.13 are unrelated." + "reason": "SwitchTransformers sparse-layer creation and DebertaV2 Python 3.13 import parsing are unrelated." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 load failure and tensorboard-without-TensorFlow backend error are different environment/setup issues." + "reason": "Python 3.14 import/load failure is unrelated to the TensorBoard-without-TensorFlow backend error." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "An optional post_init policy issue in patchtsmixer is unrelated to ModelOutput key assignment when a prior value was None." } ] }, @@ -9544,7 +9463,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 30, "review_unit_count": 46, @@ -9553,17 +9472,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:36246", "issue:38175", "issue:38617", + "issue:39692", "issue:41628", "issue:41950", "issue:42175", "issue:42907", "issue:43065", - "issue:43116", "issue:43295", "issue:43335", "issue:43404", @@ -9574,10 +9493,9 @@ "issue:43643", "issue:43644", "issue:43650", + "issue:43854", "issue:43976", "issue:44016", - "issue:44077", - "issue:44079", "issue:44112", "issue:44186", "issue:44190", @@ -9596,6 +9514,7 @@ "issue:45216", "issue:45245", "issue:45276", + "issue:45335", "issue:45375", "issue:45406", "issue:45446", @@ -9605,7 +9524,6 @@ "issue:45803" ], "soft_pairs": [ - "issue:44077|issue:44079", "issue:43976|issue:44855", "issue:43644|issue:44913", "issue:43550|issue:44190", @@ -9615,7 +9533,7 @@ "issue:45276|issue:45584", "issue:43335|issue:44190", "issue:43650|issue:44220", - "issue:43116|issue:44190", + "issue:39692|issue:44190", "issue:45245|issue:45584", "issue:43295|issue:45276", "issue:43479|issue:45375", @@ -9627,8 +9545,8 @@ "issue:44683|issue:45446", "issue:44466|issue:44913", "issue:42175|issue:44279", - "issue:44016|issue:44220", "issue:44734|issue:45632", + "issue:44016|issue:44220", "issue:43404|issue:45216", "issue:44561|issue:45632", "issue:44246|issue:45003", @@ -9636,222 +9554,236 @@ "issue:45406|issue:45632", "issue:44964|issue:45600", "issue:44112|issue:44964", - "issue:42907|issue:43441" + "issue:42907|issue:43441", + "issue:43854|issue:44964", + "issue:43295|issue:45335" ], - "prepared_review_unit_hash": "c9b04c6b9931812b2041cd33ac30e161a5bb00b2b2ce887552d55d5bb6e90cff", + "prepared_review_unit_hash": "9b6125ad1e1e02fa87060173ace4d693b31433b074ec81c85ca5f86bdbd57c00", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37403, - "estimated_input_tokens": 9351, - "estimated_eval_tokens": 18958 + "soft_pair_count": 33, + "serialized_chars": 37714, + "estimated_input_tokens": 9429, + "estimated_eval_tokens": 19114 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs (imports, configs, model-specific regressions, pipelines, and notebooks). None of the suggested soft edges look like true duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43644 is the broadest release-level regression in the set and best captures the shared \"v5 breakage\" theme, while most other issues are narrower model-, pipeline-, or environment-specific bugs.", + "summary": "This cluster is a loose mix of unrelated Transformers regressions and model-specific bugs. The apparent similarities are mostly superficial API/import/config themes, so none of the soft pairs look like the same underlying issue. I would keep the issues separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:41628 is the broadest, clearest user-facing regression in the set: a direct import breakage that reflects the common API-stability theme without being overly model-specific.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest representative issue because it describes a general Transformers v5 regression rather than a single model or example-script failure.", + "best_issue_reason": "issue:41628 is the best representative issue here because it is concrete, high-signal, and broadly relevant to the shared import/regression theme across a few nearby reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44077", - "right": "issue:44079", - "accept": false, - "reason": "Different bugs: one is about `patchtsmixer` `post_init`, the other about `ModelOutput` key handling." - }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Both are version/runtime failures, but one is a Python version compatibility issue and the other is a DebertaV2 import/parser problem on Python 3.13." + "reason": "Different failure modes: Python package compatibility vs JIT parsing/IndentationError on import." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Both touch v5 serialization/config behavior, but one is about non-persistent buffers and the other is a GPTNeoX config reload bug." + "reason": "Unrelated bugs: non-persistent buffer initialization vs config serialization/reload of rotary_pct." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Unrelated: torch.compile/SDPA failure in Bamba vs a local dataset loading issue in an image-classification example." + "reason": "Different subsystems and symptoms: torch.compile/SDPA model failure vs local dataset loading in an example script." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different code paths: Qwen3OmniMoe video-input validation vs transformers serve KV-cache continuation indexing." + "reason": "Both are multimodal/video-serving adjacent, but one is video input validation and the other is KV-cache continuation indexing in serve." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both affect CI, but one is a GraniteSpeech stale-test failure and the other is a broken auto_mappings reference to removed configs." + "reason": "CI test flake in GraniteSpeech vs stale auto_mappings references to removed configs; same general CI area, not same bug." }, { "left": "issue:44496", "right": "issue:45803", "accept": false, - "reason": "Different failures: unrecognized model/config loading vs a bare-except bug in Fuyu tensor conversion." + "reason": "Unrecognized model/config parsing vs a bare-except tensor conversion bug; unrelated root causes." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Both are generation-related, but one is Gemma4 embedding resizing and the other is Whisper empty-transcription handling after token alignment." + "reason": "Different code paths: Gemma4 token embedding resize propagation vs Whisper empty-transcription generation after token alignment." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Different subsystems: SwitchTransformers config construction vs an example script failing to load a local dataset." + "reason": "SwitchTransformers config creation bug vs an image-classification example script issue." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Unrelated issues in different areas: a data-related request vs a torch fbank feature extraction bug." + "reason": "Placeholder issue with no technical content vs audio feature extraction bug." }, { - "left": "issue:43116", + "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "Both are example-script problems, but they affect different scripts and different failure modes." + "reason": "SigLIP2 doc/example mismatches and quantization errors are unrelated to the local dataset loading failure." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Different problems: category-cardinality limit vs Whisper generation on empty transcription." + "reason": "Category cardinality runtime error is unrelated to Whisper empty transcription handling." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "One is a processor/tokenizer regression, the other is a Gemma4 resize-token-embeddings bug." + "reason": "Processor/tokenizer regression and Gemma4 embedding-resize bug are different API breakages." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config-related, but they concern different multimodal model families and different missing/default fields." + "reason": "Both are config-default issues, but they affect different model families and different missing/default fields." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different symbols and different API exposure problems." + "reason": "Both are import errors, but they involve different symbols and modules; no evidence of the same broken code path." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Different issues entirely: video-classification pipeline behavior vs a notebook syntax error." + "reason": "Video-classification pipeline processor lookup vs a notebook syntax error are unrelated." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are import failures, but for different missing names and different call sites." + "reason": "Separate import failures for different names from different modules." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Different bug classes: LayoutLMv2 tokenizer padding/NER crash vs server KV-cache continuation indexing." + "reason": "Tokenizer padding/truncation crash vs serve KV-cache continuation crash; different components and failure points." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "Different models and failures: SigLIP2 zero probabilities vs a dummy Conv2d in Sam3PixelDecoder." + "reason": "SigLIP2 probability output issue is unrelated to a dummy Conv2d in Sam3PixelDecoder." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a compiled flex_attention failure on torch >= 2.9 and the other is a version-check/import bug for AuxRequest." + "reason": "Torch >=2.9 flex_attention compilation issue is unrelated to a PyTorch version guard around AuxRequest import." }, { "left": "issue:44466", "right": "issue:44913", "accept": false, - "reason": "Both involve serialization/config state, but one is tied `lm_head.weight` serialization and the other is GPTNeoX `rotary_pct` reloading." + "reason": "Both concern tied/serialized weights and config reload, but one is serialization inconsistency and the other is a GPTNeoX config field reset." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Packaging/dependency complaints, but not the same dependency or failure mode." + "reason": "Packaging/backend dependency complaint vs a generic dependency issue; too vague and not the same problem." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:44734", + "right": "issue:45632", "accept": false, - "reason": "A notebook syntax error and a feature-extraction bug are unrelated." + "reason": "Serve KV-cache indexing crash vs trust_remote_code cache-path collision; different features and root causes." }, { - "left": "issue:44734", - "right": "issue:45632", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Serve KV-cache tensor indexing and `trust_remote_code` cache-path collision are unrelated." + "reason": "Notebook syntax error vs audio feature extraction bug." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Both mention weight tying/serialization, but one is Mistral3 lm_head tying and the other is Qwen3.5 checkpoint save correctness." + "reason": "Weight-tying bug in Mistral3 vs Qwen3.5 save_pretrained serialization regression; different model behaviors." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Both involve `trust_remote_code`, but one is a removed helper breaking remote models and the other is a local cache path collision." + "reason": "Removal of is_torch_fx_available breaks remote-code models at import/runtime, while the other is a local cache-path collision." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Different import-related issues: slow `import transformers` vs unsafe `sys.modules` access in modeling_utils." + "reason": "Import slowness is a performance problem; sys.modules access is a correctness/safety bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields with trust_remote_code config loading vs unrecognized model/config parsing are different config-loading failures." }, { "left": "issue:45406", "right": "issue:45632", "accept": false, - "reason": "A Gemma4Processor missing `_tokenizer` and a trust_remote_code cache collision are unrelated." + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to local-model cache collisions." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Different model-loading failures: Phi-4-multimodal loading vs stale Sam3LiteText references in auto_mappings." + "reason": "Phi-4 multimodal model loading failure vs stale Sam3LiteText auto-mapping references; different breakages." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale device override test vs model loading failure; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Dequantized save failure for Ministral/Devstral is unrelated to FlashAttention failure in Ministral-3." }, { - "left": "issue:44112", + "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "CI test failure in GraniteSpeech and a Phi-4-multimodal loading issue are not duplicates." + "reason": "Unit-test loading issue for GLM-4.7-Flash is unrelated to Phi-4 multimodal loading." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Different model families and bugs: saving dequantized models vs Ministral-3 FlashAttention failure." + "reason": "Both involve processor/tokenizer or embedding-related regressions, but they affect different models and different fields/components." } ] }, @@ -9864,7 +9796,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 31, "review_unit_count": 46, @@ -9873,7 +9805,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:38175", "issue:39692", @@ -9899,16 +9831,17 @@ "issue:44336", "issue:44351", "issue:44368", + "issue:44462", "issue:44496", "issue:44521", "issue:44617", "issue:44683", "issue:44779", "issue:44933", - "issue:44964", "issue:44987", "issue:45020", "issue:45042", + "issue:45081", "issue:45200", "issue:45216", "issue:45278", @@ -9924,13 +9857,11 @@ "issue:45823" ], "soft_pairs": [ - "issue:43854|issue:44964", - "issue:43295|issue:45335", "issue:44016|issue:44062", "issue:43976|issue:44987", "issue:43673|issue:44336", - "issue:44496|issue:45042", "issue:43531|issue:45600", + "issue:44496|issue:45042", "issue:43526|issue:43901", "issue:43824|issue:44933", "issue:43299|issue:45216", @@ -9940,236 +9871,231 @@ "issue:43901|issue:44496", "issue:43381|issue:45593", "issue:43299|issue:45357", - "issue:44496|issue:45759", "issue:44351|issue:45278", - "issue:41950|issue:45020", + "issue:44496|issue:45759", "issue:44521|issue:45325", "issue:44242|issue:45200", + "issue:41950|issue:45020", "issue:43976|issue:45405", "issue:43479|issue:43525", "issue:41950|issue:45823", "issue:43577|issue:45216", "issue:38175|issue:44617", - "issue:44683|issue:45542", "issue:44279|issue:45405", + "issue:44683|issue:45542", "issue:43299|issue:43854", "issue:39692|issue:43901", - "issue:43295|issue:44779" + "issue:43295|issue:44779", + "issue:44462|issue:45081" ], - "prepared_review_unit_hash": "d7c1721ae71f2baebce8f8b267a9a49eed8de544436f21457ce4338d6909656d", + "prepared_review_unit_hash": "6ba0a52895986f48e19eac324c09345968542b20b1904de001b737e59f18d444", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36355, - "estimated_input_tokens": 9089, - "estimated_eval_tokens": 18434 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36711, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs share broad transformer/modeling themes, but they are not the same concrete bug or change. I rejected all soft edges because the titles point to different code paths, models, or failure modes.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out; these reports are too diverse to safely collapse into one duplicate hub.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues, with several broad regression/import reports but no soft pair that clearly represents the same underlying bug. No PRs are present.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella-style report here: it describes recent Transformers versions breaking remote-code models, which is the closest thing to a cluster-level anchor among these heterogeneous regressions.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative for the whole cluster; the closest broad umbrella is still too general to serve as a true duplicate target.", + "best_issue_reason": "Issue 45020 is the best representative issue because it is open, broad, and captures the general \u2018recent version breaks model loading\u2019 theme better than the more narrow or model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43854", - "right": "issue:44964", - "accept": false, - "reason": "Both are model-loading failures, but for different checkpoints and likely different root causes." - }, - { - "left": "issue:43295", - "right": "issue:45335", - "accept": false, - "reason": "One is a processor/tokenizer regression; the other is an embedding resize bug in t5gemma." - }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs AddedToken argument conflict; unrelated failure modes." + "reason": "Notebook syntax error and an AddedToken keyword conflict are unrelated failures." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "A Python version compatibility issue and a model-loading failure are not the same bug." + "reason": "One is a Python-version compatibility complaint; the other is a specific model-loading failure." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache handling in generation vs ANSI formatting in loading_report are unrelated." + "reason": "Cache handling in generation and ANSI color output in loading_report are different subsystems and bugs." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Unrecognized model config vs PIL/torchvision dependency handling are different issues." + "reason": "Qwen3-MoE sliding-window behavior and Sam3LiteText auto_mappings CI breakage are unrelated." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and auto_mappings cleanup are unrelated." + "reason": "Unrecognized model config and PIL/torchvision dependency issues are different problem types." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "ImageProcessorFast label reduction bug vs text-classification docs mismatch." + "reason": "A processor label-reduction bug and stale pipeline docs are not the same bug." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Different import errors in different modules with different missing symbols." + "reason": "Both are import errors, but they concern different symbols and modules with no evidence of the same root cause." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both involve Qwen models, but one is a load failure and the other is a bad save_pretrained regression." + "reason": "Qwen3VL model loading regression and Qwen3.5 save_pretrained checkpoint corruption are different code paths." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize behavior and Whisper empty-transcription generation are unrelated." + "reason": "Embedding resize propagation in t5gemma and Whisper empty-transcription generation are unrelated." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD argument handling and a tie_word_embeddings warning are different problems." + "reason": "Unused SGD args and a tie_word_embeddings warning are not the same issue." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python version support and a generic dependency issue are not the same bug." + "reason": "Python compatibility breakage and a generic dependency issue do not point to the same bug." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs for return_all_scores versus model config loading failure." + "reason": "Docs mentioning return_all_scores and model config loading failure are unrelated." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior and D-FINE auxiliary losses are unrelated." + "reason": "Gradient checkpointing eval-mode behavior and D-FINE auxiliary-loss handling are different model/training bugs." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a loading regression and the other is an incorrect save_pretrained key layout." - }, - { - "left": "issue:44496", - "right": "issue:45759", - "accept": false, - "reason": "Different config-loading regressions affecting different model families and code paths." + "reason": "These are both Qwen3.5-related, but one is a loading regression and the other is incorrect visual encoder keys on save; not the same concrete bug." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A specific missing import and a broad upgrade-related import breakage are not the same concrete issue." + "reason": "A missing HybridCache import may be one symptom of broad import breakage, but the reports are too different and one is much more general." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Video-classification processor lookup and remote_code model breakage are too broad to equate." + "reason": "Unrecognized model config and AutoModelForCausalLM not unwrapping text_config are different loading failures." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Chat-template assistant masks and Qwen2.5-VL rope indexing are different multimodal bugs." + "reason": "All-zero assistant masks and still-image rope-index scaling are different multimodal bugs." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "MoE load-balancing loss logic vs mm_token_type_ids defaulting are unrelated." + "reason": "Missing load-balancing loss and mm_token_type_ids defaults are unrelated training/data-path issues." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "A video-classification pipeline processor lookup bug is not the same as the broad remote_code regression report." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python compatibility and an unreleased dependency pin are different release issues." + "reason": "Version/Python compatibility and an unreleased PEFT minimum version bump are unrelated." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Multimodal config default initialization and missing pad_token_id on Llama4Config are different config bugs." + "reason": "Default multimodal config initialization and missing pad_token_id on Llama4Config are different config bugs." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Processor lookup for video classification and Gemma4 device placement are unrelated." + "reason": "Pipeline processor selection and Gemma4 PLE device placement are unrelated." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint saving are unrelated." + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained checkpoint keys are different code paths." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "SigLIP2 zero probabilities and Sam3Video OOM are completely different failure modes." + "reason": "Unexpected zero probabilities and CUDA OOM are clearly unrelated." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Torch flex_attention compilation and tensorboard/TensorFlow backend setup are unrelated." + "reason": "A generic dependency issue and a PEFT version bump are not the same underlying bug." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "A generic dependency issue and a minimum-version bump are not the same bug." + "reason": "Torch flex_attention compilation failure and a TensorBoard/TensorFlow backend issue are unrelated." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different model families and different failure points in loading." + "reason": "Qwen3VL loading regression and GLM-4.7-Flash test loading failure concern different models and failures." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "A broken docs example for SigLIP2 and a text-classification docs note are not the same issue." + "reason": "Both mention docs, but one is a broken example with quantization/model mismatch and the other is stale API wording." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor/tokenizer regression and Deepseek tokenizer output regression are different code paths." + "reason": "Custom processor/tokenizer regression and DeepSeek tokenizer correctness are different bugs." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Ignoring tokenizer.json and crashing in _patch_mistral_regex are distinct tokenizer-loading problems." } ] }, @@ -10182,7 +10108,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 32, "review_unit_count": 46, @@ -10191,13 +10117,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:33290", "issue:41950", "issue:42175", "issue:42994", "issue:43065", + "issue:43122", "issue:43262", "issue:43317", "issue:43441", @@ -10228,7 +10155,6 @@ "issue:44749", "issue:44779", "issue:44898", - "issue:44987", "issue:45081", "issue:45276", "issue:45290", @@ -10243,18 +10169,17 @@ "issue:45907" ], "soft_pairs": [ - "issue:44462|issue:45081", "issue:41950|issue:43650", - "issue:45081|issue:45907", - "issue:44297|issue:44462", "issue:33290|issue:45656", + "issue:44297|issue:44462", + "issue:45081|issue:45907", "issue:44016|issue:44291", "issue:45600|issue:45712", "issue:43441|issue:45834", "issue:43450|issue:44279", - "issue:42994|issue:43317", - "issue:43065|issue:44898", "issue:44261|issue:44263", + "issue:43065|issue:44898", + "issue:42994|issue:43317", "issue:44466|issue:45276", "issue:43441|issue:44683", "issue:43650|issue:45290", @@ -10262,212 +10187,206 @@ "issue:44623|issue:44749", "issue:43653|issue:45593", "issue:43723|issue:44162", - "issue:43784|issue:45542", "issue:43262|issue:44521", - "issue:44671|issue:44779", "issue:43673|issue:43761", + "issue:43784|issue:45542", "issue:44361|issue:45593", + "issue:44671|issue:44779", "issue:44016|issue:45823", "issue:42175|issue:43976", "issue:43901|issue:43994", - "issue:44987|issue:45542" + "issue:43122|issue:43650" ], - "prepared_review_unit_hash": "614aac9c4b28002158c76b58aa773ce448e2fb83392d68db2c3a33d7d28d4ebc", + "prepared_review_unit_hash": "1a90bea2e1e2a518f21be1bcef75ae696b09893588be0140f1a41b9eabffc018", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36048, - "estimated_input_tokens": 9012, - "estimated_eval_tokens": 18280 + "soft_pair_count": 27, + "serialized_chars": 35748, + "estimated_input_tokens": 8937, + "estimated_eval_tokens": 18130 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: most pairs are only superficially similar (often both about tokenizers, processors, or v5 regressions) but describe different code paths and fixes. I do not see a true duplicate cluster; all soft edges should be rejected.", - "confidence": 0.9, - "canonical_issue_reason": "No single issue cleanly represents the cluster because the items span unrelated tokenizer-loading, serialization, vision/audio processor, quantization, backend, and CI problems. If an anchor is required, issue 44462 is the closest broad tokenizer-loading regression, but it does not cover the rest.", + "summary": "This cluster is mostly heterogeneous: the items span tokenizer loading, processor/chat-template behavior, quantization, model-specific regressions, CI cleanup, and unrelated optimizer/deepspeed bugs. I do not see any soft pair that looks like the same underlying bug/change, so all soft edges are rejected. If one issue must anchor the cluster, the best representative is the tokenizer-loading regression in issue 44462.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44462 is the closest representative because it describes a concrete, user-visible tokenizer-loading regression in v5 with clear reproduction and broad applicability. That said, the surrounding items are too diverse to treat this as a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44462 is the most central and actionable among the tokenizer-related reports: it has a concrete reproducible failure around AutoTokenizer and repository tokenizer files. It is still only a partial fit for the overall set, which is too mixed to have a strong canonical issue.", + "best_issue_reason": "Issue 44462 is the strongest standalone issue in this set: it is specific, reproducible, and broadly relevant, unlike the others which are mostly unrelated regressions or narrow model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44462", - "right": "issue:45081", - "accept": false, - "reason": "Both involve tokenizers, but one is AutoTokenizer ignoring tokenizer.json while the other is a Mistral regex crash during tokenizer loading. Different bugs and likely different fixes." - }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "Unrelated: video-classification processor lookup vs a vague data request issue. No shared bug path." + "reason": "Video-classification processor bug vs. an unrelated placeholder/data request; no shared underlying code path." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Tokenizer regex crash and list_repo_files revision forwarding are unrelated subsystems." + "reason": "Adafactor OOM in DeepSpeed is a different optimizer/memory issue from optimizer.step being called twice." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is different from AutoTokenizer ignoring tokenizer.json on load." + "reason": "Tokenizer class mismatch on save is a serialization metadata bug, while 44462 is about AutoTokenizer ignoring tokenizer.json during load." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Both mention deepspeed/optimizer behavior, but OOM with Adafactor and double optimizer.step are distinct failure modes." + "reason": "Mistral regex patch crash and list_repo_files revision forwarding are unrelated bugs in different parts of the stack." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error is unrelated to init_empty_weights TypeError during model loading." + "reason": "Notebook syntax error is unrelated to the init_empty_weights/_is_hf_initialized loading regression." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are CI/repo-maintenance flavored, but one is stale auto_mappings references and the other is leftover dummy classes. Different fixes." + "reason": "Both are CI/dummy-config related, but one is stale auto_mappings references and the other is leftover dummy classes; different fixes." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Different models and failures: FlashAttention regression vs long OCR index error." + "reason": "FlashAttention failure for Ministral-3 and OCR index errors in Kosmos2.5 are distinct model-specific bugs." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video batch-shape bug and a dependency issue are unrelated." + "reason": "Batched video processor shape bug is unrelated to a dependency/install issue." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Both touch quantization/dequantization, but saving quantized models and device_map offload loading are different code paths." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and torch.split return handling in GlmMoeDsaIndexer are different low-level bugs." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model issues, but a dummy Conv2d placeholder and Perceiver resolution handling are not the same bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver interpolation failure are different image-model issues." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Different models and code paths: MLA layernorm epsilon mismatch vs torch.split return-value handling." + "reason": "Quantized model saving failure and dequantized model loading with device_map=auto are different quantization/offload paths." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both involve Gemma4 serialization/embedding behavior, but one is tied lm_head.weight serialization and the other is resize_token_embeddings propagation." + "reason": "Inconsistent lm_head.weight serialization and resize_token_embeddings not affecting Gemma4 embeddings are not the same bug." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "FlashAttention failure for a specific model is not the same as compiled flex_attention breaking on torch>=2.9." + "reason": "Both involve attention kernels, but Ministral FlashAttention and compiled flex_attention on torch>=2.9 are different failure modes." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "Unrelated: vague data request vs apply_chat_template crash on tool-call assistant messages." + "reason": "A vague placeholder issue is not the same as apply_chat_template crashing on tool-call assistant messages." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are distinct issues." + "reason": "Missing files in processor.save_pretrained and Gemma-4 zero3 from_pretrained are unrelated serialization vs loading bugs." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Saving processor files and training slowdown after upgrade are not the same underlying bug." + "reason": "Processor save_pretrained file loss is unrelated to a tokenizer-filtering performance regression." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary losses are unrelated model/tokenizer behaviors." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "AutoTokenizer loading regression and ESM2 model breakage are different failures." - }, - { - "left": "issue:43784", - "right": "issue:45542", - "accept": false, - "reason": "Both are import/backend-related, but one is a missing nn import and the other is a TensorFlow backend packaging issue." + "reason": "AutoTokenizer loading regression and ESM2 broken are both broad release regressions, but they are not the same underlying bug." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both involve apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant-mask generation." + "reason": "Audio chat-template sampling-rate default and multimodal assistant_masks being all-zero are different apply_chat_template issues." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Two separate v5 regressions on different models/tokenizers; no evidence they share the same code defect." + "reason": "Generation cache missing during chunked_prefill and CLIPVisionModel hidden_states being None are unrelated v5 regressions." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Generation cache chunked-prefill bug and CLIPVision hidden_states regression are unrelated." + "reason": "Import NameError for sentence-transformers and undefined tf backend from tensorboard-only install are different dependency/import problems." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer task error and D-FINE auxiliary-loss issue share nothing substantive." + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior do not share a code path." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and DeepSeek tokenizer incorrect results are both tokenizer/model-output issues, but not the same bug." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error is unrelated to Gemma4 device-mapping mismatch." + "reason": "Notebook syntax error is unrelated to Gemma4 device-mismatch during forward." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Different packaging/runtime problems: missing TensorFlow in a torch install vs Python version compatibility." + "reason": "Missing TensorFlow in the torch extra and Python-version compatibility for Transformers 5.1.0 are different dependency/platform issues." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to SigLIP2 bad outputs." + "reason": "Docs mentioning return_all_scores and SigLIP2 nonsensical outputs are not the same defect." }, { - "left": "issue:44987", - "right": "issue:45542", + "left": "issue:43122", + "right": "issue:43650", "accept": false, - "reason": "Model-loading failure for a specific repo and a TensorFlow backend install issue are unrelated." + "reason": "Tokenizer behavior regression and a placeholder 'ADD THE DATA' issue are unrelated." } ] }, @@ -10480,7 +10399,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 33, "review_unit_count": 46, @@ -10489,14 +10408,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:36246", "issue:41628", "issue:41950", "issue:42491", "issue:42757", - "issue:43122", "issue:43299", "issue:43352", "issue:43450", @@ -10505,7 +10423,6 @@ "issue:43531", "issue:43596", "issue:43643", - "issue:43650", "issue:43673", "issue:43824", "issue:43881", @@ -10530,39 +10447,41 @@ "issue:44779", "issue:44857", "issue:44871", + "issue:44987", "issue:45003", "issue:45200", "issue:45250", "issue:45292", "issue:45362", "issue:45397", + "issue:45542", "issue:45561", "issue:45563", "issue:45593" ], "soft_pairs": [ - "issue:43122|issue:43650", + "issue:44987|issue:45542", "issue:43824|issue:43976", - "issue:43525|issue:43881", "issue:44297|issue:45397", - "issue:43525|issue:43643", + "issue:43525|issue:43881", "issue:44188|issue:44336", + "issue:43525|issue:43643", "issue:43450|issue:44617", "issue:42491|issue:43299", "issue:44589|issue:45362", "issue:43901|issue:44246", - "issue:41628|issue:43976", "issue:45561|issue:45563", - "issue:44242|issue:45593", + "issue:41628|issue:43976", "issue:44336|issue:44373", + "issue:44242|issue:45593", "issue:43352|issue:45250", "issue:44295|issue:45397", "issue:41950|issue:44220", "issue:44246|issue:44496", "issue:43531|issue:45362", "issue:36246|issue:42757", - "issue:36246|issue:44351", "issue:43526|issue:45003", + "issue:36246|issue:44351", "issue:44336|issue:44485", "issue:45003|issue:45561", "issue:43673|issue:44561", @@ -10573,220 +10492,220 @@ "issue:44295|issue:44749", "issue:44779|issue:45292" ], - "prepared_review_unit_hash": "93642bd330585083ab3115e0dbc6b862b8294319cb6db69ddb561a24d83d40d5", + "prepared_review_unit_hash": "6d19bce909f9dfa32e7b4e9358a6f72cd90fe545b7aadd58f83d7443195a5909", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36598, - "estimated_input_tokens": 9150, - "estimated_eval_tokens": 18556 + "serialized_chars": 36672, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are broadly heterogeneous: unrelated import errors, model-loading regressions, tokenizer behavior changes, loss-computation bugs, and docs/test/reporting problems. No duplicate cluster is strong enough to merge into a single canonical item.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The cluster is mostly a grab bag of Transformers v5-era compatibility regressions, import failures, and model-specific loading bugs. They are thematically related, but most soft pairs are not true duplicates of the same concrete failure path.", + "confidence": 0.63, + "canonical_issue_reason": "issue:44561 is the best umbrella representative: it describes a broad v5 compatibility regression that breaks trust_remote_code models, which matches the cluster\u2019s dominant import/load-breakage theme better than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a reliable canonical representative; even the closest matches point to different model families or different failure modes.", + "best_issue_reason": "issue:44561 is the strongest global anchor for triage because it captures a version-wide breakage pattern rather than a single model or doc/test symptom, making it the most useful canonical issue for this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43122", - "right": "issue:43650", + "left": "issue:44987", + "right": "issue:45542", "accept": false, - "reason": "Tokenizer behavior regression vs an unrelated low-quality placeholder issue; no shared bug." + "reason": "Different failures: one is a transformers>=5.1.0 model-loading break, the other is a TensorFlow backend/tensorboard installation issue." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Specific Qwen2.5-VL import failure vs a Python version compatibility complaint; different root causes." - }, - { - "left": "issue:43525", - "right": "issue:43881", - "accept": false, - "reason": "Missing pad_token_id on Llama4Config vs GLM-4V loading failure; different models and failure points." + "reason": "One is a Qwen2.5-VL import/export problem; the other is a Python-version compatibility complaint. Same library, different bug." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch vs gemma-4 Zero3 loading; unrelated." + "reason": "Tokenizer config mismatch vs Gemma-4 zero3 from_pretrained failure; unrelated root causes." }, { "left": "issue:43525", - "right": "issue:43643", + "right": "issue:43881", "accept": false, - "reason": "Config attribute missing vs trust_remote_code returning incomplete config; not the same bug." + "reason": "Missing pad_token_id on Llama4Config is not the same as glm-4v loading failure." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention-kernel divergence vs ANSI escape output in loading_report; unrelated subsystems." + "reason": "torch.compile attention-kernel divergence and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Different code paths: Llama4Config attribute absence vs trust_remote_code AutoConfig field loss." }, { "left": "issue:43450", "right": "issue:44617", "accept": false, - "reason": "Incorrect batched video processor shape vs CUDA OOM in Sam3Video; different classes of problem." + "reason": "Batched video processor shape bug is not the same as a CUDA OOM in Sam3Video." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Qwen3 MoE version incompatibility for LoRA loading vs Qwen3VL MoE model loading breakage; similar family, different code paths and symptoms." + "reason": "Both involve Qwen MoE models, but they describe different version/model loading regressions and are not the same concrete bug." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage type error vs Qwen3.5 chat crash; no concrete overlap." + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are distinct issues." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs/behavior mismatch vs intermittent import slowness; unrelated." - }, - { - "left": "issue:41628", - "right": "issue:43976", - "accept": false, - "reason": "Missing AutoImageProcessor export vs Python 3.9/3.10 compatibility; different issues." + "reason": "Documentation mismatch about return_all_scores is not the same as intermittent slow import behavior." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "xdist file race vs stale warning in generate(); unrelated." + "reason": "pytest-xdist file race and stale generate() warning are unrelated." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Missing load-balancing loss in MoE routing vs missing auxiliary losses for D-FINE denoising; different models and conditions." + "reason": "AutoImageProcessor import error and Python3.9+/3.10+ support issue are different failure modes." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal ANSI formatting bug vs wrong docstring for position_ids; not duplicates." + "reason": "ANSI codes in loading_report and a wrong docstring for position_ids are separate documentation/UX problems." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss gating and D-FINE auxiliary-loss behavior are different model-loss bugs." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Specific model not supporting Flash Attention 2.0 vs a generic Flash Attention topic; too broad and not same bug." + "reason": "Generic Flash Attention 2.0 topic and NemotronHForCausalLM not supporting FA2 are not the same concrete issue." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer access error vs gemma-4 Zero3 loading; different failure modes." + "reason": "Position_ids buffer read error and gemma-4 zero3 from_pretrained failure are unrelated." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline image-processor lookup vs fbank feature extraction issue; unrelated." + "reason": "Video-classification pipeline using image processors is not the same as _torch_extract_fbank_features()." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Slow imports vs unrecognized model/config missing model_type; no shared root cause." + "reason": "Slow import sometimes versus unrecognized model/config missing model_type are different bugs." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Sliding-window bug in Qwen3-MoE vs Qwen3.5 chat crash; similar model family but not the same concrete problem." + "reason": "Qwen3-MoE sliding_window issue and Qwen3.5 chat crash are different model-specific regressions." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Missing Qwen2_5_VL symbol vs missing is_offline_mode from huggingface_hub; unrelated import errors." + "reason": "Both are import errors, but for different symbols and packages; no shared underlying bug is evident." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Different missing exports from different modules; same symptom class, different underlying issues." + "reason": "BeitImageProcessorFast reduce_labels bug and unsafe sys.modules access are unrelated." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "BEiT image-processor label reduction bug vs unsafe sys.modules access in modeling_utils; unrelated." + "reason": "Missing Qwen2_5_VLImageProcessor export and missing HybridCache export are both import failures, but they are different missing symbols with different causes." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI escape output bug vs GLM-5 RoPE implementation discussion; not duplicates." + "reason": "ANSI-code output issue is not the GLM-5 RoPE implementation problem." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Internal module access bug vs pytest-xdist race; different areas entirely." + "reason": "Unsafe sys.modules access and xdist captured_info.txt race are separate infrastructure bugs." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Missing cache in chunked_prefill vs removal of is_torch_fx_available breaking trust_remote_code; different APIs and failures." + "reason": "Chunked-prefill cache missing and removal of is_torch_fx_available breakage are different v5 regressions." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowness vs Gemma eos_token_id config inconsistency; unrelated." + "reason": "Slow import and Gemma-3 eos_token_id inconsistency are unrelated." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Missing router load-balancing loss vs AMP/CUDA crash in LwDetrImageLoss; not the same bug." + "reason": "Load-balancing loss omission and LwDetrImageLoss AMP crash are different model issues." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 broken loading vs Gemma 4 mm_token_type_ids defaulting; different models and code paths." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model bugs." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2_5_VL import failure vs deepspeed Zero3/BertModel index error; unrelated." + "reason": "Qwen2.5-VL import error and Deepspeed/BertModel index error are different failure paths." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "position_ids buffer error vs tokenizer/filtering slowdown after upgrade; different symptoms and layers." + "reason": "position_ids buffer access bug and tokenizer/filtering slowdown are not duplicates." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenizer regression vs resize_token_embeddings not updating output embeddings; different subsystems." + "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output_embeddings are different tokenizer vs embedding-sync bugs." } ] }, @@ -10799,7 +10718,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 34, "review_unit_count": 46, @@ -10808,7 +10727,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:42886", "issue:43065", @@ -10865,15 +10784,15 @@ "issue:45292|issue:45701", "issue:43901|issue:45003", "issue:42886|issue:45229", - "issue:44496|issue:45003", - "issue:44987|issue:45459", "issue:43232|issue:44336", + "issue:44496|issue:45003", "issue:43065|issue:43408", + "issue:44987|issue:45459", "issue:45375|issue:45759", "issue:43257|issue:45137", "issue:43262|issue:44246", - "issue:44060|issue:44077", "issue:44995|issue:45200", + "issue:44060|issue:44077", "issue:43475|issue:43540", "issue:44466|issue:45335", "issue:43653|issue:44162", @@ -10891,214 +10810,214 @@ "issue:43673|issue:45278", "issue:43646|issue:44162" ], - "prepared_review_unit_hash": "c50f5c71a19dddfc16b08677609cdde094380f44662c0482d8aefc36b7e7077a", + "prepared_review_unit_hash": "de5b1d7355b370cd1e2f21581b6c185a22acc7510114b90cbc8e958c098df262", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36664, - "estimated_input_tokens": 9166, - "estimated_eval_tokens": 18588 + "serialized_chars": 36658, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated Transformers issues that only share broad themes like model loading, tokenization, generation, or config handling. None of the soft pairs look like true duplicates or mergeable PR-equivalents, so I rejected them all.", - "confidence": 0.28, - "canonical_issue_reason": "issue:45278 is the broadest umbrella symptom in the set: a general upgrade regression causing multiple import/load failures. It is the closest representative of the cluster, though the rest are mostly narrower model-specific bugs rather than duplicates.", + "summary": "Mostly a heterogeneous set of unrelated issue reports across tokenizers, generation, model loading, and multimodal models. I found one plausible duplicate pair around `resize_token_embeddings` propagation; the rest look like separate bugs. No PRs were provided.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item here and the best single representative of the cross-version regression/import-breakage theme; the others are narrower subsystem- or model-specific reports rather than near-duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single representative because it is broad, user-facing, and captures the general upgrade-breakage theme better than the more specialized model-specific reports.", + "best_issue_reason": "issue:45278 is the least overfit choice for a cluster anchor because it is broad, current, and captures the general upgrade regression pattern better than the more specialized titles.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both are strict-config style bugs, but they affect different models and different missing fields; not the same underlying defect." + "reason": "Both involve config/strictness, but one is a load-time failure and the other is a missing-field serialization issue; different concrete bugs." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings mismatch and Whisper empty-transcription failure are unrelated code paths." + "reason": "`resize_token_embeddings` vs Whisper empty-transcription failure after `align_special_tokens`; different code paths and symptoms." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "One is an embedding-resize bug; the other is a version-dependent tokenization change complaint." + "reason": "One is an embedding-resize bug, the other is a broad tokenization-change report; too general to be the same underlying issue." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mentioning return_all_scores and unsafe sys.modules access are unrelated." + "reason": "Docs mismatch for `return_all_scores` versus unsafe `sys.modules[]` access; unrelated bugs." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline cache loading failure and Gemma4 multi-GPU CUDA OOM are different problems." + "reason": "Cache/offline tokenizer loading versus Gemma4 multi-GPU OOM; no shared code-path." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:43232", + "right": "issue:44336", "accept": false, - "reason": "Unrecognized model/config loading and sys.modules access are distinct failure modes." + "reason": "Generation kwargs/sync-gpus bug versus ANSI output in loading report; unrelated." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Both involve tokenizer loading, but one is a model-load regression and the other is an exception-suppression bug in decode handling." + "reason": "Model-type/config loading failure versus `sys.modules` access bug; different root causes." }, { - "left": "issue:43232", - "right": "issue:44336", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Generation kwargs sync issue and ANSI terminal output issue are unrelated." + "reason": "Different SAM 3 issues: dummy conv layer versus model-type warning." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Same SAM3 family, but a dummy Conv2d in the pixel decoder is not the same bug as the tracker-type warning." + "reason": "Loading a specific model on transformers>=5.1.0 versus tokenizer error masking when protobuf is absent; not the same bug." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen multimodal config issues, but one is a missing field and the other is an unwrap-text_config initialization bug." + "reason": "Missing config field under strict loading versus `from_config` not unwrapping `text_config`; different model/config problems." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Accelerate+DeepSpeed weight conversion and ZeRO3 deque underflow are different loading failures." + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed versus ZeRO3 deque underflow; separate training/runtime failures." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate default and slow import are unrelated." + "reason": "Audio sampling-rate default bug versus slow import complaint; unrelated." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Tied-weights warning behavior and patchtsmixer post_init policy are not the same defect." + "reason": "Stale indexer cache on second forward pass versus Gemma4 mm_token_type_ids defaulting; different mechanisms." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "A stale indexer cache crash and a missing mm_token_type_ids default are different bugs." + "reason": "Tied-weights warning bug versus patchtsmixer `post_init` allowance; only loosely thematically related." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Both touch video models, but the SAM3 attribute error and Qwen3OmniMoe video ValueError are separate code paths." + "reason": "Both are video/Qwen/SAM adjacent, but one is a missing attribute in SAM 3 video and the other is a video-input validation error in Qwen3OmniMoe." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both concern tied/resized embeddings, but serialization inconsistency and decoder.embed_tokens resize behavior are not the same issue." + "reason": "Both touch embedding/tied-weight behavior, but one is about inconsistent serialization by device and the other is about `resize_token_embeddings` not updating decoder embeddings; not clearly the same bug." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." + "reason": "BigBird tokenizer CI decode bug versus ESM2 breakage; separate models and failure modes." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "A stale cache crash and a flash-attention s_aux=None AttributeError are different problems." + "reason": "Stale cache bug in GlmMoeDsa versus FlashAttention `s_aux=None` crash; unrelated." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "One is a tied-embeddings warning, the other a stale num_return_sequences warning." + "reason": "Qwen3.5 tie-word-embeddings warning versus stale `num_return_sequences` warning in paged generate; different warnings and causes." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A warning about tie_word_embeddings is not the same as a flash-attention generation failure." + "reason": "Warning about tied embeddings versus flash-attention generation malfunction; not the same underlying issue." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma4 ZeRO3 from_pretrained failure and optimizer step being called twice under DeepSpeed are unrelated." + "reason": "Both mention Deepspeed, but one is a zero3 `from_pretrained` issue and the other is double optimizer stepping; different layers of the stack." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Both involve generation/cache, but chunked_prefill cache absence and serve KV-cache continuation indexing are different bugs." + "reason": "Both concern generation/cache, but one is missing cache in v5 chunked prefill and the other is wrong tensor indexing in serve continuation; not a duplicate." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed deque underflow and stale Sam3LiteText config references are unrelated." + "reason": "Both touch training/runtime behavior, but one is ZeRO3 deque errors and the other is stale `auto_mappings` references breaking CI." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and tie_word_embeddings warning are different issues." + "reason": "Shape mismatch loading Qwen3-VL versus Qwen3.5 tie-embeddings warning; different model families and failures." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "A missing import from image_utils and tokenizer error masking are unrelated." + "reason": "Missing import from `image_utils` versus tokenizer error hiding when protobuf is missing; unrelated." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer/decoding regressions, but they affect different models and different root causes." + "reason": "Whisper word-timestamp decode crash versus Kimi-K2.5 tokenizer regression; different model and code path." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation-related, but sync_gpus kwargs handling and chunked_prefill cache behavior are not the same bug." + "reason": "Both are generation-related, but one is `update_model_kwargs_for_generation` after `sync_gpus` and the other is chunked-prefill cache handling; not the same bug." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "save_pretrained tokenizer-class mismatch and processor.save_pretrained missing files are different serialization bugs." + "reason": "Tokenizer save-pretrained mismatch versus processor save-pretrained missing files; both serialization, but different artifact types and fixes." }, { "left": "issue:43673", "right": "issue:45278", "accept": false, - "reason": "Generation cache behavior and broad import errors after upgrade are not the same issue." + "reason": "Generation cache issue versus broad import-error regression after upgrade; too different." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Both are broad regressions, but they concern different models and different failure surfaces." + "reason": "Transformers 5.0.0 custom model init regression versus ESM2 breakage; different scope and likely fixes." } ] }, @@ -11111,7 +11030,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 35, "review_unit_count": 46, @@ -11120,7 +11039,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:28282", "issue:30990", @@ -11141,9 +11060,9 @@ "issue:43643", "issue:43673", "issue:43704", - "issue:43824", "issue:43873", "issue:44038", + "issue:44164", "issue:44188", "issue:44222", "issue:44242", @@ -11174,19 +11093,19 @@ "soft_pairs": [ "issue:44361|issue:44749", "issue:44623|issue:45656", - "issue:42994|issue:43482", - "issue:28282|issue:30990", "issue:44749|issue:45656", + "issue:28282|issue:30990", "issue:44749|issue:45310", - "issue:43475|issue:43643", + "issue:42994|issue:43482", "issue:42371|issue:45092", + "issue:43475|issue:43643", "issue:43475|issue:45381", "issue:45230|issue:45397", "issue:44038|issue:44623", "issue:41628|issue:44933", "issue:45081|issue:45103", - "issue:42994|issue:43525", "issue:43475|issue:44661", + "issue:42994|issue:43525", "issue:45375|issue:45478", "issue:42673|issue:43704", "issue:43232|issue:44188", @@ -11197,264 +11116,261 @@ "issue:44945|issue:45753", "issue:44222|issue:45310", "issue:42222|issue:45200", - "issue:42994|issue:43824", - "issue:43232|issue:44792", + "issue:43673|issue:44188", "issue:36010|issue:41628", + "issue:42994|issue:44164", "issue:42175|issue:45712", - "issue:43673|issue:44188", + "issue:43232|issue:44792", "issue:44038|issue:45310", "issue:43377|issue:44242", "issue:43526|issue:45561", "issue:44496|issue:45561" ], - "prepared_review_unit_hash": "889681603087fe1a5943d53c9619b2edf887dc15a9a9d7d5894d28451746e191", + "prepared_review_unit_hash": "9acbcdb57f81667edb262718daa46753974ecdea5669f40f5ab94da8d08a48ef", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37628, - "estimated_input_tokens": 9407, - "estimated_eval_tokens": 19070 + "serialized_chars": 37594, + "estimated_input_tokens": 9399, + "estimated_eval_tokens": 19054 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous, but it contains more than one duplicate-looking pocket: the Qwen3ForCausalLM VRAM leak pair (42673/43704) is a clear duplicate relationship, and 45310/45478 also look like the same Qwen3.5-MoE from_pretrained bug by title. I\u2019d keep 42673 as the canonical issue for the leak pair, while being conservative about broader cluster sameness.", - "confidence": 0.66, - "canonical_issue_reason": "42673 is the earlier, more detailed report of the Qwen3ForCausalLM VRAM leak and has stronger discussion context than 43704.", + "summary": "Mostly a mixed set of unrelated Transformers bug reports. A few pairs are superficially similar around imports, save/load, or Qwen3.5/Qwen3.5-MoE regressions, but none are strong enough to merge as duplicates under a strict triage standard. No PRs are present.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 45310 is the clearest representative of the recurring Qwen3.5 MoE from_pretrained regression theme; it is specific, reproducible, and matches the most obvious repeated symptom among the set.", "canonical_pr_reason": null, - "best_issue_reason": "42673 is the strongest issue to anchor the cluster because it cleanly subsumes 43704 and is the most developed report of a clearly duplicated bug; the rest of the cluster appears to split into separate issue pockets.", + "best_issue_reason": "45310 is the best single issue to anchor the cluster because it captures a concrete model-loading failure for a widely recurring model family, while the other issues are either broader, more specific variants, or unrelated regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Different failures: tokenizer/task AttributeError vs performance slowdown after upgrade." + "reason": "Different failures: tokenizer/task AttributeError vs data-filtering slowdown after upgrade." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Unrelated code paths: processor.save_pretrained file omissions vs deepspeed optimizer stepping twice." - }, - { - "left": "issue:42994", - "right": "issue:43482", - "accept": false, - "reason": "Both involve quantization/loading, but one is a save failure and the other is a GGUF load failure; not the same bug." + "reason": "Save-pretrained file handling vs Deepspeed double optimizer-step bug; unrelated code paths." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "PyTorch missing ImportError is unrelated to Sentence Transformers getting stuck while loading." + "reason": "One is a performance regression, the other is training-step duplication; not the same bug." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Performance regression after upgrade is not the same as duplicate optimizer-step behavior under deepspeed." + "reason": "PyTorch ImportError vs sentence-transformer loading hang; different symptoms and causes." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Different issues: slowdown regression vs Qwen3.5-MoE from_pretrained error." + "reason": "Filtering slowdown is unrelated to Qwen3.5 MoE from_pretrained failure." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Both are field/attribute-related, but they affect different model/config paths and have different causes." + "reason": "Quantized save failure vs GGUF loading failure; opposite directions and different mechanisms." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 behavior settings are unrelated to meta-init incompatibility for old InternVL2 remote-code checkpoints." + "reason": "TF32 settings warning is unrelated to remote-code/meta-init incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing attribute on SAM 3 output vs missing fields from AutoConfig with trust_remote_code." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Different model-specific bugs: missing attribute on SAM 3 Video vs wrong vision_position_ids on Qwen2.5-VL." + "reason": "Different model families and different vision-token issues." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report is not the same concrete issue as Gemma-4 ZeRO3 from_pretrained failure." + "reason": "Generic report vs Gemma-4 zero3 from_pretrained bug; no shared underlying failure." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe/transformers v5 incompatibility is unrelated to processor.save_pretrained missing files." + "reason": "Qwen3-VL-Moe issue vs processor save_pretrained missing files; not the same bug." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different export paths." + "reason": "Both are import-related, but they concern different symbols and likely different API breakages." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex crash and auto_docstring crash are unrelated code-path failures." + "reason": "Tokenizer regex patch crash vs auto_docstring annotation crash; separate helper paths." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:43475", + "right": "issue:44661", "accept": false, - "reason": "Quantized model saving failure is unrelated to Llama4Config missing pad_token_id." + "reason": "SAM output attribute bug and TOKENIZER_MAPPING_NAMES model registration bug are unrelated." }, { - "left": "issue:43475", - "right": "issue:44661", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Different model/processor plumbing bugs; no shared concrete failure." + "reason": "Quantized saving bug vs missing pad_token_id on Llama4Config; different failures." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Same model family, but one is a missing config field and the other is a from_pretrained error; not enough to merge as duplicates." + "reason": "Both are Qwen3.5-MoE-adjacent, but one is a specific config-field drop and the other is a broader from_pretrained error; not clearly the same concrete bug." }, { "left": "issue:42673", "right": "issue:43704", - "accept": true, - "reason": "Same exact bug report: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + "accept": false, + "reason": "Same title about VRAM leaks, but the later report is a separate report without evidence it is the same underlying defect." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to attention-kernel divergence under torch.compile." + "reason": "Generation kwarg sync issue vs torch.compile attention-kernel divergence; different code paths." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Different Qwen3.5-MoE symptoms: from_pretrained error vs missing deepstack_visual_indexes field." + "reason": "Qwen3.5 MoE from_pretrained failure is not the same as missing deepstack_visual_indexes in a vision config." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading issue is not the same as incorrect pipeline-parallel LLM output." + "reason": "Quantization/offloading bug vs incorrect pipeline-parallel output; too different to merge." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different missing imports: AutoImageProcessor vs HybridCache." + "reason": "Both import errors, but different missing symbols with no evidence of one root cause." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy regression and FP8 save_pretrained failure are different bugs." + "reason": "FineGrainedFP8 accuracy regression vs FP8 save_pretrained/moe serialization bug." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel output corruption is unrelated to an infinite loop on a specific image." + "reason": "Pipeline-parallel output issue vs Qwen3_5 infinite loop on a specific image; unrelated symptoms." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained moe and Qwen3.5-MoE from_pretrained error are different issues." + "reason": "FP8 save-pretrained issue is not the same as Qwen3.5 MoE from_pretrained loading failure." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Broken vitpose models and Gemma 4 mm_token_type_ids defaults are unrelated." + "reason": "VitPose breakage vs Gemma 4 token-type defaulting; different model families and bugs." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:43673", + "right": "issue:44188", "accept": false, - "reason": "Saving quantized models and missing Qwen2_5_VL import are unrelated." + "reason": "Chunked-prefill cache regression vs attention kernel branching divergence; different failure modes." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Generation kwargs update bug is unrelated to the janus image-generation test failure." + "reason": "Both are import errors, but for different APIs and likely separate compatibility regressions." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:42994", + "right": "issue:44164", "accept": false, - "reason": "Both are import errors, but they involve different APIs and likely different regressions." + "reason": "Quantized model save failure vs extra_state handling in save/from_pretrained; not the same concrete issue." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Packaging/backend dependency issue is distinct from dummy_pt_objects cleanup and dir(transformers) leakage." + "reason": "Packaging/backend dependency issue vs leftover dummy class leakage; unrelated maintenance problems." }, { - "left": "issue:43673", - "right": "issue:44188", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Chunked_prefill cache regression is unrelated to attention-kernel divergence under compile." + "reason": "Generation kwargs update bug vs failing janus image-generation test; no shared root cause." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Different Qwen model variants and different failure modes; not the same concrete bug." + "reason": "Different Qwen model variants and different reported failures; too broad to merge." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "Missing padding-mask batching bug is unrelated to load-balancing loss omission." + "reason": "Padding-mask batch inconsistency vs router-logits load-balancing loss bug; unrelated model behavior." }, { "left": "issue:43526", "right": "issue:45561", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to xdist captured_info.txt race." + "reason": "Image processor label reduction bug vs xdist file race; separate areas." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config issue is unrelated to the xdist race condition." + "reason": "Model-type/config loading failure vs test-file race condition; unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The Qwen3ForCausalLM leak pairing (42673/43704) is plausible, but the summary overstates the cluster\u2019s heterogeneity by saying it is the only clear duplicate pair. The packet also contains two issues with the same title, 45310 and 45478, which looks like another duplicate pair. Please keep the summary more conservative and acknowledge that there may be more than one duplicate relationship in the set." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 36, "review_unit_count": 46, @@ -11463,20 +11379,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ - "issue:22355", - "issue:28282", "issue:30333", "issue:30990", "issue:33290", "issue:35141", - "issue:36331", "issue:41628", "issue:42175", "issue:42757", "issue:42831", "issue:42898", + "issue:43116", "issue:43278", "issue:43479", "issue:43504", @@ -11489,6 +11403,7 @@ "issue:44060", "issue:44079", "issue:44188", + "issue:44190", "issue:44206", "issue:44222", "issue:44295", @@ -11540,241 +11455,234 @@ "issue:44295|issue:45656", "issue:44933|issue:45712", "issue:44222|issue:44297", + "issue:43116|issue:44190", "issue:44297|issue:45656", "issue:43479|issue:43644", "issue:44206|issue:45103", "issue:44222|issue:44623", "issue:42831|issue:44623", - "issue:41628|issue:42757", - "issue:22355|issue:28282", - "issue:30333|issue:36331" + "issue:41628|issue:42757" ], - "prepared_review_unit_hash": "9f8ca32d8cbb559640ebb7995e13caf5054e393b68a6e67036f9d20f23404284", + "prepared_review_unit_hash": "e1178a2569d79f736885b2edab480e0d3d9dc781bc13ba2bde83ffc5f5a3015c", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37643, - "estimated_input_tokens": 9411, - "estimated_eval_tokens": 19078 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36785, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft pairs are overwhelmingly unrelated. They span different subsystems (tokenizers, model loading, training loops, deepspeed, multimodal processors, imports, docs, and packaging), so none should be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the candidate pairs are heterogeneous and do not appear to describe the same underlying bug.", + "summary": "This cluster is heterogeneous: it mixes tokenizer regressions, import/load failures, multimodal model/config issues, and a few unrelated runtime bugs. No soft pair looks like a true duplicate under a strict same-code-path standard.", + "confidence": 0.72, + "canonical_issue_reason": "issue:42898 is the broadest, most representative tokenizer-regression report in the set (`clean_up_tokenization_spaces` behavior change in v5), and it has the strongest thematic overlap with several other tokenizer-related issues.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for duplicate anchoring; even the broadest regression reports are still model- or subsystem-specific and do not cover the others.", + "best_issue_reason": "issue:42898 is the best single issue to anchor this cluster because it is concrete, reproducible, and broadly scoped enough to represent the tokenizer-behavior regression subgroup better than the more narrowly named reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Legacy field loading failure and pytest-xdist file-race are unrelated bugs in different code paths." + "reason": "Pretrained-model legacy-field loading bug vs pytest-xdist file-race in testing utils; unrelated subsystems and failure modes." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal model loading and DeepSpeed ZeRO3 deque underflow are different failures with no shared root cause." + "reason": "Phi-4 multimodal model loading error vs DeepSpeed ZeRO3 deque underflow; no shared code path." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but one is a v5 cleanup behavior change and the other is missing BOS/EOS insertion for a specific tokenizer." + "reason": "Both are tokenizer regressions, but one is a `clean_up_tokenization_spaces` behavior change and the other is BOS/EOS injection failure for mdeberta; different bugs." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Packaging/backend dependency mismatch and a missing image_utils import are unrelated." + "reason": "Missing TensorFlow backend in install extras vs a nonexistent `image_utils` import; different import/package issues." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-transformers loading hang and embedding reinitialization after resize are different model lifecycle problems." + "reason": "Sentence-transformers loading hang vs embedding resize/post-init reinitialization; unrelated." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Phi4MultimodalConfig defaults and Whisper timestamp decoding are unrelated multimodal issues." + "reason": "Multimodal config default handling vs Whisper timestamp decoding crash; different model paths." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and a missing image_utils symbol are different classes of failure." + "reason": "Python version compatibility regression vs missing import from `image_utils`; unrelated." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config default initialization and ModelOutput key assignment are unrelated internals." + "reason": "Config initialization bug vs `ModelOutput` key assignment bug; not the same underlying defect." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both involve tokenizers, but they affect different models and different regression mechanisms." + "reason": "Both involve tokenizers, but one is a v5 cleanup-space behavior change and the other is wrong Granite token IDs; different concrete regressions." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Sentence-transformers import NameError and missing Qwen2_5_VL export are unrelated import failures." + "reason": "Import-time `nn` NameError vs missing `Qwen2_5_VLForConditionalGeneration` export; distinct import failures." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "A torch.compile attention-kernel bug and a docstring issue do not share a concrete code-path problem." + "reason": "Attention-kernel divergence under `torch.compile` vs docstring text issue; no code-path overlap." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Missing processor save artifacts and Qwen3.5 MoE from_pretrained errors are different bugs." + "reason": "Processor save/export missing files vs Qwen3.5 MoE `from_pretrained` failure; different loading/saving paths." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift in eval and DeepSpeed deque popping are unrelated." + "reason": "Dtype mismatch between train/eval vs DeepSpeed ZeRO3 deque error; unrelated behavior." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation crash and auto-docstring annotation handling are separate areas with no common fix." + "reason": "Serving KV-cache indexing crash vs auto-docstring crash under future annotations; unrelated." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow status reporting on failed jobs and Adafactor OOM are different training issues." + "reason": "MLflow reporting failure on job failure vs OOM with Adafactor+DeepSpeed; different training issues." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Generic tokenizer loading regression and add_special_tokens behavior for one tokenizer are not the same bug." + "reason": "Generic tokenizer loading issue vs a specific BOS/EOS special-token regression; not the same bug." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions affecting different models and different failure modes." + "reason": "Different tokenizer regressions: cleanup-space behavior vs Kimi codec/regex handling." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are distinct Qwen3-family issues." + "reason": "Wrong tied-weights warning in Qwen3-Next vs missing `_tp_plan` in Qwen3.5 MoE; separate model-definition issues." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image patch count method and remote-code meta-init incompatibility are separate multimodal-loading problems." + "reason": "Missing image-processor method vs remote-code meta-init incompatibility; distinct multimodal loading problems." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different model families and outputs." + "reason": "Different tokenizer regressions: cleanup-space behavior vs Deepseek tokenization correctness." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "A version pin not yet released and leftover dummy classes failing repo checks are unrelated maintenance issues." + "reason": "Dependency version bump to unreleased PEFT vs leftover dummy classes; unrelated maintenance issues." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Tokenization cleanup behavior and Pegasus output differences are not the same underlying bug." + "reason": "Both mention v5 output differences, but one is a tokenizer behavior change and the other is model output drift for Pegasus; not the same underlying bug." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "position_ids buffer access and double optimizer stepping with deepspeed are unrelated training/runtime issues." + "reason": "Buffer-read error for `position_ids` vs optimizer step being called twice under DeepSpeed; unrelated." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Missing import from image_utils and dummy class leakage in dir(transformers) are different export/cleanup problems." + "reason": "Missing import from `image_utils` vs stale dummy classes leaking into `dir(transformers)`; different code paths." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained behavior and tokenizer_class metadata mismatch are different save paths and should not be merged." + "reason": "FP8 save/load issue for MoE vs tokenizer metadata mismatch on save; unrelated serialization bugs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example script returning empty multi-label results vs local dataset loading failure in a different example script; not duplicates." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata and duplicated optimizer steps are unrelated." + "reason": "Tokenizer save metadata bug vs DeepSpeed optimizer-step bug; unrelated." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Default multimodal config initialization and non-persistent buffer junk are different initialization bugs." + "reason": "Phi4 multimodal config default handling vs non-persistent buffer initialization regression; different causes." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor argument handling and auto-docstring annotation parsing are unrelated." + "reason": "Feature extractor argument incompatibility vs auto-docstring annotation crash; unrelated." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Model FP8 save_pretrained and processor save_pretrained missing files are not the same failure." + "reason": "MoE FP8 save_pretrained bug vs processor save_pretrained missing files; different save/export paths." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy regression and missing processor files are unrelated." + "reason": "FP8 accuracy regression vs processor export missing files; unrelated." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different symbols and different packages." - }, - { - "left": "issue:22355", - "right": "issue:28282", - "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency are separate import-time problems." - }, - { - "left": "issue:30333", - "right": "issue:36331", - "accept": false, - "reason": "MLFlow reporting on failed jobs and Trainer compute_loss signature change are different training-stack issues." + "reason": "Missing `AutoImageProcessor` export vs missing `is_offline_mode` import; both are import errors but from different packages and fixes." } ] }, @@ -11787,7 +11695,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 37, "review_unit_count": 46, @@ -11796,13 +11704,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ + "issue:22355", "issue:28282", "issue:30333", "issue:30990", "issue:34689", "issue:35141", + "issue:36331", "issue:38175", "issue:39401", "issue:41628", @@ -11812,10 +11722,8 @@ "issue:42994", "issue:43232", "issue:43479", - "issue:43576", "issue:43723", "issue:43756", - "issue:43784", "issue:43824", "issue:44038", "issue:44060", @@ -11844,256 +11752,255 @@ "issue:45357", "issue:45406", "issue:45593", - "issue:45753", "issue:45834" ], "soft_pairs": [ - "issue:30333|issue:34689", + "issue:22355|issue:28282", + "issue:30333|issue:36331", "issue:43232|issue:45834", + "issue:30333|issue:34689", "issue:44222|issue:44484", - "issue:28282|issue:30333", "issue:44297|issue:45310", "issue:43723|issue:44977", + "issue:28282|issue:30333", "issue:30333|issue:35141", "issue:44263|issue:45092", "issue:44483|issue:45406", "issue:44263|issue:44360", - "issue:44514|issue:45103", "issue:44373|issue:44485", + "issue:44514|issue:45103", "issue:44295|issue:44623", "issue:43723|issue:44871", - "issue:45092|issue:45357", "issue:44261|issue:45092", + "issue:45092|issue:45357", "issue:43723|issue:44991", "issue:30990|issue:38175", "issue:43723|issue:44442", "issue:41628|issue:43824", "issue:43479|issue:44913", - "issue:39401|issue:44568", "issue:42831|issue:45310", + "issue:39401|issue:44568", "issue:42886|issue:42994", "issue:44263|issue:44373", "issue:42757|issue:45278", "issue:42831|issue:44038", "issue:43756|issue:44060", - "issue:43232|issue:45593", - "issue:43576|issue:43784", - "issue:42831|issue:45753" + "issue:43232|issue:45593" ], - "prepared_review_unit_hash": "9e6f88b24e4a375b00b23c3da707746c3ea35b71fb8aae4cdaea180c24c63098", + "prepared_review_unit_hash": "8e214b43c02ce334ca50d51cb2b4671bd4835ac2b44fea3c0cd588376d326368", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36700, - "estimated_input_tokens": 9175, - "estimated_eval_tokens": 18606 + "serialized_chars": 36138, + "estimated_input_tokens": 9035, + "estimated_eval_tokens": 18326 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy and heterogeneous. Several items are vaguely about Transformers v5 import/loading regressions, but none of the soft pairs look like the same concrete bug or fix.", - "confidence": 0.81, - "canonical_issue_reason": "issue #45278 is the broadest umbrella in the set: it summarizes multiple import failures after upgrading to v5, which best matches the cluster\u2019s loose theme better than the narrower tokenizer/model-specific reports.", + "summary": "This cluster is a loose collection of Transformers issues centered on import/loading/tokenizer/model-regression failures, but most items are distinct root causes rather than true duplicates. The broadest representative is the v5 upgrade/import-regression report.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here: it captures the general v5 upgrade/import-failure theme better than the narrower class/model-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue #45278 is the best single issue to anchor the cluster because it is broad, current, and captures the repeated import-regression pattern without overfitting to one model or API.", + "best_issue_reason": "issue:45278 is the best single representative for the cluster because it is the most generic user-facing regression and most likely to subsume the shared import/load failure pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is about transformers.onnx and the other about missing PyTorch; different missing-dependency failures." + }, { "left": "issue:30333", - "right": "issue:34689", + "right": "issue:36331", "accept": false, - "reason": "Different problems: MLflow job-status reporting vs a specific model-loading regression." + "reason": "MLflow reporting on failed training jobs is unrelated to CustomTrainer.compute_loss signature changes." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation bookkeeping after sync_gpus is unrelated to Kosmos2.5 OCR position indexing." + "reason": "Generation state update after sync_gpus is unrelated to Kosmos2.5 long OCR input indexing." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "FP8 save_pretrained failure is a concrete serialization bug; max_shard_size question is a separate API/behavior issue." + "reason": "Training-job reporting and Llama 3.2 Vision model loading are different code paths and failures." }, { - "left": "issue:28282", - "right": "issue:30333", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "ImportError for missing PyTorch and MLflow reporting on training failure are unrelated." + "reason": "FP8 save_pretrained for MoE models is not the same as a question about max_shard_size defaults." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer_class metadata mismatch in save_pretrained is not the same as Qwen3.5 MoE from_pretrained loading failure." + "reason": "Tokenizer class metadata mismatch on save is different from Qwen3.5 Moe from_pretrained loading failure." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Both involve loading, but one is tokenizer loading in v5 and the other is Qwen3.5 flash-attention generation behavior." + "reason": "Both mention Qwen3.5/tokenizer-related loading issues, but one is generic tokenizer loading in v5 and the other is a flash-attention generation bug." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import and MLflow status reporting are unrelated failures." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Training-job reporting and embedding reinitialization in post_init are unrelated bugs." + "reason": "Training-job reporting is unrelated to embedding resize/post_init reinitialization." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split/indexer logic and remote-code meta-initialization compatibility are different code paths." + "reason": "DSA torch.split indexing behavior is unrelated to remote-code checkpoint meta initialization." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat-completions request handling and Gemma4Processor missing _tokenizer are separate serving failures." + "reason": "Chat/completions request acceptance and Gemma4Processor missing _tokenizer are different bugs." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both mention DSA/indexer internals, but one is a torch.split issue and the other is a missing ReLU; not the same bug." + "reason": "Both concern the DSA indexer, but one is about torch.split return values and the other about a missing ReLU; not the same defect." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Qwen2_5_VL batched chat-template crash is unrelated to the auto_docstring annotations crash." + "reason": "Docstring issues for position_ids and GLM-5 RoPE implementation are not the same underlying bug." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:44514", + "right": "issue:45103", "accept": false, - "reason": "Wrong docstring for position_ids is documentation-only; GLM-5 RoPE is an implementation issue." + "reason": "Qwen2_5_VLProcessor batched chat-template crash is unrelated to the auto_docstring AttributeError." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Buffer registration/readback error is unrelated to processor.save_pretrained missing files." + "reason": "Position_ids buffer read error and processor.save_pretrained missing files are different save/load behaviors." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading regression and eos_token_id config inconsistency are different failures." + "reason": "Generic tokenizer loading in v5 and Gemma-3 eos_token_id config mismatch are distinct issues." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Meta-initialization incompatibility for old checkpoints is not the same as incorrect visual encoder keys on save." + "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to InternVL2 meta initialization incompatibility." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "MLA rms_norm_eps precision issue is unrelated to InternVL2 meta-init incompatibility." + "reason": "Meta-initialization incompatibility and incorrect visual encoder keys on save_pretrained are different defects." }, { "left": "issue:43723", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-load complaints, but they concern different models and likely different failure modes." + "reason": "Both are tokenizer load failures, but they target different checkpoints and likely different root causes." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence-Transformers loading hangs and SigLIP2 zero probabilities are unrelated." + "reason": "Sentence Transformers load hang and SigLIP2 zero probabilities are different model/runtime problems." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "Generic AutoTokenizer load failure and FastSpeech2ConformerTokenizer load failure are not clearly the same underlying bug." + "reason": "Generic tokenizer loading in v5 and FastSpeech2ConformerTokenizer import/load failure are not the same bug." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Missing AutoImageProcessor and missing Qwen2_5_VLForConditionalGeneration are different import symbols, not one duplicate." + "reason": "AutoImageProcessor import failure and Qwen2_5_VLForConditionalGeneration import failure are separate missing-export issues." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Phi4Multimodal config initialization and GPTNeoX rotary_pct reload behavior are unrelated config bugs." + "reason": "Phi4MultimodalConfig None-handling and GPTNeoXConfig rotary_pct reload behavior are unrelated config bugs." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Offset_mapping is a tokenizer alignment bug; missing BOS/EOS on add_special_tokens is a different tokenizer behavior." + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 Moe from_pretrained errors are different problems." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "FineGrainedFP8 accuracy drift and Qwen3.5 MoE from_pretrained failure are unrelated." + "reason": "Qwen3 tokenizer offset_mapping is unrelated to mdeberta add_special_tokens behavior." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline cache tokenizer loading and quantized model saving are separate subsystems." + "reason": "Offline tokenizer cache loading and quantized model saving are different code paths." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "DSA indexer torch.split behavior and a wrong docstring are not the same issue." + "reason": "DSA indexer torch.split behavior and position_ids docstring are not duplicates." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "A missing huggingface_hub symbol and broad v5 import errors overlap only at a very high level, not the same concrete bug." + "reason": "Both involve import errors after upgrade, but one is a specific huggingface_hub symbol removal and the other is a broad transformers v5 import-regression report." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe bug reports are unrelated." + "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe bug reports are different issues." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Smollm3 RoPE-layer loss and Qwen3-Next tied-weight warning concern different model implementations." + "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warning are unrelated model-architecture bugs." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwarg update logic is unrelated to D-FINE auxiliary-loss handling." - }, - { - "left": "issue:43576", - "right": "issue:43784", - "accept": false, - "reason": "Broken transformers env command and sentence-transformers import NameError are separate regressions." - }, - { - "left": "issue:42831", - "right": "issue:45753", - "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3_5 infinite-loop behavior are different bugs." + "reason": "Generation after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." } ] }, @@ -12106,7 +12013,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 38, "review_unit_count": 46, @@ -12115,7 +12022,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:22355", "issue:28218", @@ -12126,7 +12033,7 @@ "issue:39401", "issue:41628", "issue:42371", - "issue:42757", + "issue:42831", "issue:42886", "issue:42907", "issue:43066", @@ -12136,18 +12043,16 @@ "issue:43408", "issue:43452", "issue:43475", + "issue:43576", "issue:43784", - "issue:43824", "issue:43937", "issue:43976", "issue:44038", "issue:44117", - "issue:44222", "issue:44261", "issue:44263", "issue:44295", "issue:44297", - "issue:44351", "issue:44360", "issue:44373", "issue:44485", @@ -12164,274 +12069,256 @@ "issue:45200", "issue:45278", "issue:45290", - "issue:45600" + "issue:45600", + "issue:45753" ], "soft_pairs": [ + "issue:43576|issue:43784", + "issue:42831|issue:45753", "issue:42886|issue:43066", "issue:22355|issue:28218", - "issue:43122|issue:44521", "issue:42371|issue:44263", + "issue:43122|issue:44521", "issue:44117|issue:44704", "issue:30990|issue:33357", "issue:43232|issue:44743", "issue:42907|issue:44945", "issue:44704|issue:45290", - "issue:41628|issue:45278", "issue:44295|issue:44297", + "issue:41628|issue:45278", "issue:43976|issue:44945", "issue:43122|issue:44514", "issue:39401|issue:44488", "issue:43784|issue:45600", "issue:42907|issue:43937", "issue:43408|issue:43475", - "issue:44360|issue:44485", "issue:44261|issue:44373", + "issue:44360|issue:44485", "issue:44625|issue:44829", "issue:39401|issue:44521", "issue:43116|issue:45200", "issue:29127|issue:30990", "issue:42907|issue:44964", - "issue:43122|issue:44779", "issue:44038|issue:44297", + "issue:43122|issue:44779", "issue:44038|issue:44295", "issue:42907|issue:43452", - "issue:36296|issue:43116", - "issue:43824|issue:44351", - "issue:44038|issue:44222", - "issue:42757|issue:44351" + "issue:36296|issue:43116" ], - "prepared_review_unit_hash": "2513658dccefc7cb679dc3fed5776ce5caae9301bb0a344e9d94f3e2ea0abc3b", + "prepared_review_unit_hash": "26a6bbc76d82cecf8948fb5848cab7836f99d6594af7dd968744cb7d310c023a", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36833, - "estimated_input_tokens": 9209, - "estimated_eval_tokens": 18674 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35955, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose collection of mostly unrelated Transformers issues; none of the soft pairs look like the same underlying bug/change, so I reject all soft edges. The best representative issue is the broad import-regression report (#45278), but only as a loose umbrella example rather than a true duplicate canonical.", - "confidence": 0.18, - "canonical_issue_reason": "#45278 is the broadest, most umbrella-like report in the set: it describes many import errors after an upgrade and can loosely represent several import-breakage themes present here.", + "summary": "This cluster is mostly a grab-bag of unrelated transformers issues; the soft pairs share broad themes like tokenization, loading, or generation, but not the same concrete bug, so none should be merged.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45278 is the broadest current umbrella in the set (multiple import failures after upgrading), so it is the most plausible anchor for a noisy cluster, even though many other items are unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "#45278 is the strongest single issue representative because it is a general regression report, open, and closer to the recurring import-related failures than the more one-off model/tokenizer bugs.", + "best_issue_reason": "Issue 45278 is the best issue candidate because it is open, recent, and phrased broadly enough to represent the cluster\u2019s general upgrade/import-regression theme.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Both involve v5 breakage, but one is the env command and the other is a sentence-transformers import NameError; different failures and code paths." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and a Qwen3_5 infinite-loop-on-image bug are unrelated behaviors." + }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline-cache tokenizer loading and a tokenizer decoder-type mismatch are different failure modes in different code paths." + "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer bugs with different failure modes." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "ONNX import failure and extra-space tokenization behavior are unrelated bugs." + "reason": "Missing transformers.onnx module import and tokenizer spacing after added token are unrelated issues." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Version-to-version tokenization drift is not the same as multimodal assistant_mask generation failing." + "reason": "TF32 API guidance and a GLM-MoE torch.split return-value issue do not share the same underlying bug." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "TF32 configuration guidance and a torch.split return-value issue are unrelated." + "reason": "Both mention tokenization/chat templates, but one is a version-to-version tokenization change and the other is multimodal assistant-mask generation." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs forwarding are different from_pretrained plumbing bugs." + "reason": "TOKENIZER_MAPPING_NAMES returning None is a tokenizer registry bug, while AutoProcessor kwargs not reaching cached_file is an unrelated processor-loading bug." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "A load hang in sentence-transformers and a MacOS bus error on CLIP are not the same bug." + "reason": "A stuck sentence-transformers load and a MacOS bus error on CLIP are different runtime failures." }, { "left": "issue:43232", "right": "issue:44743", "accept": false, - "reason": "Generation kwargs updating and recurrent-state reset in Qwen3.5 are different code paths." + "reason": "Both relate to generation state, but one is sync_gpus/update_model_kwargs and the other is recurrent-state reset in modular_qwen3_5; not the same defect." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized models and wrong outputs under pipeline parallelism are unrelated." + "reason": "Saving dequantized models and incorrect outputs under pipeline parallelism are distinct problems." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor cached_file kwargs and chat_template crashes on tool-call assistant messages are distinct issues." + "reason": "Processor kwargs propagation and chat-template crashes with tool-call assistant messages are separate code paths." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "A single missing import and a broad collection of import errors after upgrade are related only at a very high level, not the same concrete bug." + "reason": "Reading a buffer-registry position_ids error and tokenizer_class mismatch on save_pretrained are unrelated." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Reading a position_ids buffer and tokenizer_class metadata mismatching on save_pretrained are different serialization/state problems." + "reason": "Both are import-related, but one is a specific AutoImageProcessor import error and the other is a broad post-upgrade import-error report; not the same bug." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version incompatibility and pipeline-parallel output corruption are unrelated." + "reason": "Python version compatibility and pipeline-parallel inference correctness are unrelated." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Tokenizer behavior differences across versions and batched chat_template crashes are different bugs." + "reason": "Both are tokenizer/chat issues, but one is a version regression in tokenization and the other is batched apply_chat_template crashing with padding=False." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Qwen3 offset_mapping errors and a model load failure for cjvt/sleng-bert are unrelated." + "reason": "Qwen3 offset_mapping is a tokenizer alignment bug, while loading cjvt/sleng-bert is a model-loading failure." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "A NameError importing sentence-transformers and stale auto_mappings references are different import breakages." + "reason": "Sentence-transformers import failure and broken auto_mappings references to removed SAM3 configs are unrelated." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Model save failures and invalid GenerationConfig reports do not describe the same problem." + "reason": "Dequantized save failure and invalid GenerationConfig for GLM-5 are different issues." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "A model-type warning and a missing fpn_position_embeddings attribute are different SAM3 issues." + "reason": "A SAM3 model-type warning and a missing fpn_position_embeddings attribute are related to the same family but are not the same concrete bug." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Missing ReLU in the DSA indexer and GLM-5 RoPE implementation are unrelated model-specific bugs." + "reason": "A missing rms_norm_eps precision issue and a wrong docstring for position_ids are unrelated." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "A precision bug in MLA q_a_layernorm and a wrong docstring for position_ids are not the same change." + "reason": "DSA indexer activation choice and GLM-5 RoPE implementation are separate model-internal bugs." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation and flash_attention_3 training degeneration are different failures." + "reason": "num_labels propagation and flash_attention_3 degenerate training are not the same code-path problem." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Qwen3 offset_mapping and multimodal assistant_masks are different tokenizer/processor bugs." + "reason": "Tokenizer offset mapping and multimodal assistant mask generation are different bugs despite both touching tokenization." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Empty multi-label classification outputs and mm_token_type_ids defaulting are unrelated example/model issues." + "reason": "Example-script multi-label output emptiness and mm_token_type_ids defaulting are unrelated training/inference issues." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "Error-message clarity in LayoutLMv3 and a loading hang in Sentence Transformers are unrelated." + "reason": "LayoutLMv3 error-message clarity and Sentence Transformers loading hang are unrelated." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Dequantized-save failures and inability to load a multimodal Phi-4 model are different bugs." - }, - { - "left": "issue:43122", - "right": "issue:44779", - "accept": false, - "reason": "General tokenization drift across versions and DeepSeek tokenizer regressions are not the same underlying issue." + "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal instruct are different model-loading/save paths." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "A Qwen3-VL-Moe bug and tokenizer_class metadata mismatch on save_pretrained are unrelated." + "reason": "A Qwen3-VL-Moe bug and tokenizer_class mismatch on save_pretrained are not the same underlying issue." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "These both mention moe, but one is a model behavior bug and the other is FP8 save_pretrained handling; not the same concrete code path." + "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Missing is_offline_mode and missing HybridCache are separate import errors with different fixes." + "reason": "Qwen3-VL-Moe behavior and position_ids buffer access error are unrelated." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized models and gguf_file handling in from_pretrained are unrelated." + "reason": "Dequantized save failure and gguf_file loader breakage affect different loading/saving flows." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "A tensor-parallel training bug and a multi-label example script bug are different layers of the stack." - }, - { - "left": "issue:43824", - "right": "issue:44351", - "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache imports are different symbols and different regressions." - }, - { - "left": "issue:44038", - "right": "issue:44222", - "accept": false, - "reason": "Qwen3-VL-Moe loading/behavior and FP8 save_pretrained in moe are related only by subsystem, not by the same bug." - }, - { - "left": "issue:44038", - "right": "issue:44295", - "accept": false, - "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are unrelated." - }, - { - "left": "issue:42757", - "right": "issue:44351", - "accept": false, - "reason": "These are separate missing-import reports for different names and should not be merged." + "reason": "Tensor-parallel training bug and multi-label classification example output are not the same issue." } ] }, @@ -12444,7 +12331,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 39, "review_unit_count": 46, @@ -12453,7 +12340,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:22355", "issue:29127", @@ -12463,6 +12350,7 @@ "issue:42222", "issue:42371", "issue:42673", + "issue:42757", "issue:42907", "issue:43064", "issue:43066", @@ -12473,6 +12361,7 @@ "issue:43493", "issue:43673", "issue:43784", + "issue:43824", "issue:43825", "issue:43827", "issue:43874", @@ -12484,19 +12373,17 @@ "issue:44075", "issue:44117", "issue:44222", - "issue:44291", + "issue:44351", "issue:44485", "issue:44704", "issue:44779", "issue:44936", "issue:44945", "issue:44977", - "issue:45071", "issue:45072", "issue:45083", "issue:45216", "issue:45278", - "issue:45405", "issue:45446", "issue:45478", "issue:45563", @@ -12504,7 +12391,10 @@ "issue:45753" ], "soft_pairs": [ + "issue:43824|issue:44351", + "issue:44038|issue:44222", "issue:45216|issue:45478", + "issue:42757|issue:44351", "issue:43278|issue:44945", "issue:43066|issue:44779", "issue:43493|issue:45753", @@ -12517,8 +12407,8 @@ "issue:43937|issue:44485", "issue:22355|issue:29127", "issue:42371|issue:43874", - "issue:42222|issue:43441", "issue:43064|issue:43673", + "issue:42222|issue:43441", "issue:43976|issue:45446", "issue:44075|issue:44936", "issue:43116|issue:43493", @@ -12532,224 +12422,222 @@ "issue:39401|issue:44779", "issue:43827|issue:45446", "issue:43937|issue:44977", - "issue:42673|issue:43906", - "issue:44291|issue:45071", - "issue:45405|issue:45446" + "issue:42673|issue:43906" ], - "prepared_review_unit_hash": "87ab9625cd4691659aaefe0302892544a74aebeb5df6865b4e7f12baadf7dbbe", + "prepared_review_unit_hash": "8679de61982b64296a6072915075e897be8b05ad571401af7f9c17cf710877c1", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36033, - "estimated_input_tokens": 9009, - "estimated_eval_tokens": 18274 + "soft_pair_count": 32, + "serialized_chars": 36280, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of Transformers v5-era regressions across tokenization, model loading, generation, and import-time breakages. The titles overlap on version upgrades and model families, but the concrete failure modes are different enough that I don\u2019t see true duplicate pairs here.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45278 is the broadest and most current umbrella-style report in the set: multiple import errors after upgrading to 5.5.0. It is the best anchor for related upgrade/import regressions, even though the rest of the cluster is not actually one duplicate bug.", + "summary": "This cluster is mostly heterogeneous: a few v5-era import/tokenizer regressions, but the paired items are generally different concrete bugs and should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-like issue in the set, centered on post-upgrade import breakage; it best represents the loose theme, though most items are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best representative issue because it is open-ended, upgrade-focused, and broad enough to serve as the cluster anchor for nearby version-regression reports.", + "best_issue_reason": "issue:45278 is the most general and cluster-representative issue; it covers the broadest user-facing regression pattern among the listed items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports in different modules (`Qwen2_5_VLForConditionalGeneration` vs `HybridCache`); same symptom class, not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "One is a Qwen3-VL-Moe loading regression, the other is FP8 save_pretrained behavior; different code paths and failures." + }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5/MoE save/load regressions around 5.4.0, but one is about save_pretrained producing a bad checkpoint and the other is a from_pretrained loading error. Related family, not the same concrete bug." + "reason": "Save-pretrained checkpoint corruption and from_pretrained loading error are opposite directions with different reported failures." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors from different libraries (`huggingface_hub` vs `transformers`); no shared underlying bug." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "BF16/FP32 dtype drift in evaluate is unrelated to incorrect outputs under pipeline parallelism." + "reason": "BF16/FP32 dtype drift during eval is unrelated to incorrect output under pipeline parallelism." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenizer behavior in v5, but one is a decoder-type mismatch and the other is incorrect DeepSeek tokenization results. Different failure modes." + "reason": "Both involve tokenizers, but one is decoder type selection and the other is Deepseek tokenization regression; not the same concrete defect." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation mismatch and a Qwen3.5 image-specific infinite loop are distinct model bugs." + "reason": "SigLIP2 implementation discrepancy and a Qwen3.5 infinite-loop-on-image bug are unrelated." }, { "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Both touch saving quantized models, but one is dequantized Ministral/Devstral save failure and the other is FP8 MoE save_pretrained. Not the same code-path problem." + "reason": "Both touch saving/quantization, but one is dequantized model saving and the other is FP8 save_pretrained; different failures." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Tokenizer-version output changes and a flash-attention generation failure for Qwen3.5 are unrelated." + "reason": "A general tokenization difference across versions is not the same as a Qwen3.5 flash-attention generation bug." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "UMT5 weight-loading and AutoProcessor forwarding kwargs to cached_file are different APIs and bugs." + "reason": "Missing embed_tokens weight in from_pretrained and passing kwargs to cached_file are different loader issues." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Sentence-transformers import NameError and a flex_attention version-check issue are unrelated import-time breakages." + "reason": "Sentence-transformers import NameError and a PyTorch version-check bug in flex_attention are unrelated." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Both are import errors after upgrading, but one is a specific missing symbol and the other is a broad report of many import errors. Not the same underlying bug." + "reason": "Both mention import breakage, but one is a specific missing symbol and the other is a broad upgrade-wide report; too generic to treat as duplicate." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "A VRAM leak in multi-dataloader-thread Qwen3ForCausalLM use is unrelated to dtype mismatches in inference." + "reason": "VRAM leak in multi-threaded generation is unrelated to CI dtype mismatch during bfloat16 inference." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and a GLM-5 RoPE implementation discussion are separate issues." + "reason": "GenerationConfig validation failure and GLM-5 RoPE implementation are different bugs in different parts of the stack." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Missing transformers.onnx module and a LayoutLMv3 error-message clarity issue are unrelated." + "reason": "Missing `transformers.onnx` module and a LayoutLMv3 error-message clarity issue are unrelated." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing get_number_of_image_patches method in GLM46V are unrelated." + "reason": "TF32 API warning guidance and missing `get_number_of_image_patches` are different problems." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Broken VitPose models and a Ministral-3 flash-attention failure are different model-specific regressions." + "reason": "Wrong optimizer states on non-zero ranks and missing GenerationMixin cache in chunked prefill are different training/generation bugs." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Wrong optimizer state handling with FSDP2/PEFT and a missing cache during chunked_prefill are different training vs generation bugs." + "reason": "Broken VitPose models and Ministral FlashAttention failures are separate model-specific regressions." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility and a PyTorch version check for AuxRequest import are not the same defect." + "reason": "Python version support mismatch is unrelated to the flex_attention import version check." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Unused SGD arguments and trainer.evaluate failing after train do not share the same code path." + "reason": "Ignored SGD args and trainer.evaluate() failing after train are different training-loop issues." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script multi-label classification output and SigLIP2 implementation mismatch are unrelated." + "reason": "Multi-label classification example output and SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "A classification example returning empty results is unrelated to pipeline() suggesting unsupported translation tasks." + "reason": "Example-script multi-label behavior and pipeline deprecation/error messaging are different issues." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3-family MoE models, but one is a broader Qwen3-VL-Moe issue and the other is a Qwen3.5 from_pretrained error. Not the same concrete bug." + "reason": "Same model family, but different versions/models and different load errors; not enough to call the same bug." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained for MoE and a Qwen3.5 from_pretrained failure are different save vs load problems." + "reason": "FP8 save_pretrained behavior and Qwen3.5 from_pretrained loading failure are different directions and symptoms." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "A helper-function bug in qwen3_omni_moe and a version-check import issue are unrelated." + "reason": "Feature-extractor length computation bug and a PyTorch import version-check bug are unrelated." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GLM-5 generation config validation and a stale warning in paged generate() are different generation-layer bugs." + "reason": "GenerationConfig invalid and a stale num_return_sequences warning are not the same issue." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression and Qwen3 offset_mapping errors are both tokenizer-related but not the same failure." + "reason": "Tokenizer loading regression and Qwen3 tokenizer offset_mapping regression are different concrete tokenizer problems." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and a flash_attention AttributeError on s_aux=None are unrelated." + "reason": "TOKENIZER_MAPPING_NAMES returning None and a flash-attention AttributeError are unrelated." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and symptoms (offset_mapping vs incorrect outputs)." + "reason": "Both are tokenizer regressions, but they affect different models and failure modes; not clearly the same underlying bug." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() and a PyTorch version-check import bug are unrelated." - }, - { - "left": "issue:43937", - "right": "issue:44977", - "accept": false, - "reason": "GLM-5 invalid generation config and Qwen3.5 flash-attention generation failures are different model-specific problems." + "reason": "Docs still referencing pipeline() and a flex_attention import version check are unrelated." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "A VRAM leak in dataloader-threaded generation and an isolated reproduction of another issue are not the same bug." - }, - { - "left": "issue:44291", - "right": "issue:45071", - "accept": false, - "reason": "init_empty_weights argument handling and PretrainedConfig type-checking are separate v5 compatibility issues." - }, - { - "left": "issue:45405", - "right": "issue:45446", - "accept": false, - "reason": "An unreleased PEFT minimum version bump and a flex_attention import version check are unrelated release/compatibility issues." + "reason": "VRAM leak in dataloader-thread generation and an isolated reproduction of another issue are not the same bug." } ] }, @@ -12762,7 +12650,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 40, "review_unit_count": 46, @@ -12771,7 +12659,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:38617", "issue:39401", @@ -12800,11 +12688,10 @@ "issue:44117", "issue:44220", "issue:44261", - "issue:44263", + "issue:44291", "issue:44410", "issue:44483", "issue:44484", - "issue:44485", "issue:44493", "issue:44496", "issue:44829", @@ -12815,7 +12702,8 @@ "issue:45278", "issue:45310", "issue:45341", - "issue:45459", + "issue:45405", + "issue:45446", "issue:45464", "issue:45478", "issue:45542", @@ -12823,6 +12711,8 @@ "issue:45656" ], "soft_pairs": [ + "issue:44291|issue:45071", + "issue:45405|issue:45446", "issue:43450|issue:43986", "issue:45341|issue:45561", "issue:44117|issue:45081", @@ -12830,19 +12720,19 @@ "issue:39401|issue:43421", "issue:44410|issue:45310", "issue:44829|issue:45216", - "issue:42673|issue:43582", "issue:44484|issue:45310", + "issue:42673|issue:43582", "issue:42371|issue:44261", "issue:43408|issue:43742", - "issue:42617|issue:45341", "issue:44933|issue:45278", "issue:42222|issue:45542", + "issue:42617|issue:45341", "issue:42673|issue:43577", "issue:43937|issue:44496", "issue:42175|issue:42222", "issue:38617|issue:44220", - "issue:44075|issue:45656", "issue:44483|issue:45464", + "issue:44075|issue:45656", "issue:42371|issue:42831", "issue:43066|issue:43122", "issue:43012|issue:43577", @@ -12850,232 +12740,216 @@ "issue:44484|issue:45478", "issue:44410|issue:45478", "issue:43874|issue:44261", - "issue:43097|issue:44493", - "issue:44263|issue:44485", - "issue:43012|issue:43408", - "issue:42222|issue:45459", - "issue:41628|issue:45071" + "issue:43097|issue:44493" ], - "prepared_review_unit_hash": "8056a92d962830c99ba69fa53c8d9262014d3ce1f9c4ae5eec76b32c3262c919", + "prepared_review_unit_hash": "b1868a186d99663aaaf84a52dfab490f30464e4f9e85c44f6ee5380dd5bb2796", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36975, - "estimated_input_tokens": 9244, - "estimated_eval_tokens": 18744 + "soft_pair_count": 30, + "serialized_chars": 36475, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous: import/API regressions, tokenizer issues, model-loading bugs, optimizer problems, and backend/config complaints. I did not find any soft-edge pair that is clearly the same underlying bug/change. The only obvious duplicate-looking item in the list is the repeated Qwen3.5 MoE from_pretrained report (issue:45310 and issue:45478), but that pair was not part of the supplied soft edges.", - "confidence": 0.67, - "canonical_issue_reason": "issue:45310 is the cleanest concrete bug report to anchor the only near-exact duplicate-looking thread in this set; issue:45478 repeats the same Qwen3.5 MoE from_pretrained error title and reads like a later duplicate.", + "summary": "These items are a broad mix of unrelated Transformers issues; the soft-similarity pairs mostly share only a subsystem or failure shape, not the same underlying bug. I would not collapse the set into a single canonical issue.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best issue anchor because it is specific, reproducible, and has a later same-title twin (issue:45478), making it the most plausible canonical issue among the listed items.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are version-5 breakages, but one is an init_empty_weights argument error and the other is PreTrainedConfig type-checking; different code paths and fixes." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated dependency/version problems: PEFT minimum version pin vs a PyTorch version check for flex_attention imports." + }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Different failures: incorrect batched video processor shape vs AutoProcessor crashing without torchvision." + "reason": "Both involve video/processor flows, but one is a batched video shape bug and the other is an AutoProcessor crash when torchvision is missing." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A general testing_utils bug is not the same as a pytest-xdist race on captured_info.txt." + "reason": "Both touch testing utilities, but one is a bug in testing_utils.py and the other is a pytest-xdist race writing captured_info.txt." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None handling and Mistral regex patching are separate tokenizer code paths." + "reason": "Tokenizer-related, but one is TOKENIZER_MAPPING_NAMES returning None and the other is a Mistral regex patch crash on backend_tokenizer access." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Two unrelated import errors: missing layer_type_validation vs missing AutoImageProcessor." + "reason": "Both are import errors, but they concern different missing symbols from different modules and likely different regressions." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Offset-mapping corruption and runtime special-token/post-processor sync are different tokenizer bugs." + "reason": "Both are tokenizer behavior issues, but offset_mapping for Qwen3 is not the same as runtime post-processor updates when special tokens change." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "qwen3next missing projections is a model-architecture bug, not the Qwen3.5 MoE from_pretrained error." + "reason": "Different model-specific failures: missing attn projections in qwen3next vs a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention-3 training degeneration is unrelated to Qwen3.5 save_pretrained checkpoint regression." + "reason": "One is a flash_attention_3 training degeneration, the other is a save_pretrained regression for Qwen3.5 checkpoints." }, { - "left": "issue:42673", - "right": "issue:43582", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads and an Apple Silicon TypeError are different issues." + "reason": "These are unrelated: max_shard_size default behavior versus a Qwen3.5 MoE loading error." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:42673", + "right": "issue:43582", "accept": false, - "reason": "max_shard_size behavior in save_pretrained is unrelated to the Qwen3.5 MoE from_pretrained error." + "reason": "Completely different failures: multi-thread VRAM leak in Qwen3.5 versus an Apple Silicon TypeError in caching_allocator_warmup." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and MLA rms_norm_eps precision mismatch are not the same bug." + "reason": "Both mention numeric/precision settings, but TF32 configuration warnings and MLA rms_norm_eps precision errors are distinct bugs." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "sam3_tracker model-type warning and MobileLLM key error are separate loading problems." - }, - { - "left": "issue:42617", - "right": "issue:45341", - "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to the testing_utils bug." + "reason": "A model-type mismatch warning for sam3_* is not the same as a key error loading facebook/MobileLLM-125M." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A specific missing import from image_utils is not the same as a broad import-error regression report." + "reason": "The newer issue is a broad import-regression report; the older one is a specific missing import from image_utils. Similar symptom, not the same confirmed bug." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Broken vitpose models and tf-backend detection without TensorFlow are unrelated backend/model issues." + "reason": "Vitpose model breakage and missing TensorFlow backend in a torch-only install are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A 3d_parallel.py runtime failure and a testing_utils bug are different areas and different code paths." }, { "left": "issue:42673", "right": "issue:43577", "accept": false, - "reason": "A dataloader-thread VRAM leak is not the same as dtype propagation staying float32 in Blip2." + "reason": "VRAM leakage in Qwen3.5 multi-threaded use is unrelated to BLIP2 dtype remaining float32 after loading." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation failure and missing model_type in config.json are distinct loading/config problems." + "reason": "Both are model-loading/config issues, but one is invalid GenerationConfig and the other is an unrecognized model due to missing model_type." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "TensorFlow not included in the torch extra and broken vitpose models are not the same underlying bug." + "reason": "TensorFlow backend installation behavior and vitpose model breakage are different issues." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for a missing symbol and an fbank feature-extraction bug do not share the same code-path." + "reason": "An import error for layer_type_validation is unrelated to a _torch_extract_fbank_features() failure." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "SGD args being ignored and optimizer.step() being called twice with deepspeed are separate optimizer bugs." + "reason": "Both hit chat/completions-style serving, but one is an API request acceptance problem and the other is a streaming inference failure on Qwen3.5-0.8B." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Generic /v1/chat/completions request rejection is not the same as streaming inference failing on Qwen3.5-0.8B." + "reason": "Both concern optimizers, but SGD args being ignored is not the same bug as an optimizer step being called twice with deepspeed." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 behavior guidance and FineGrainedFP8 accuracy loss are different GPU/numerics issues." + "reason": "TF32 warning behavior and FineGrainedFP8 accuracy degradation are distinct precision-related issues." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Wrong tokenizer decoder type and tokenization drift across 4.57.3 to 5.0 are related only at a very broad level, not the same bug." + "reason": "Both are tokenizer regressions in v5, but one is a decoder-type mismatch and the other is broader tokenization differences; not clearly the same fix." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "A compile-time float32 warning on bfloat16 models is not the same as Blip2 dtype fields staying float32 on load." + "reason": "A compile-time bfloat16 warning is unrelated to BLIP2 staying float32 when loaded with half/bfloat16." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Missing GenerationMixin cache during chunked_prefill is unrelated to a testing_utils bug." + "reason": "GenerationMixin cache handling in chunked_prefill is unrelated to a testing_utils bug." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "save_pretrained shard-size behavior is unrelated to the Qwen3.5 MoE from_pretrained regression." + "reason": "max_shard_size default behavior and a Qwen3.5 MoE from_pretrained error are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "qwen3next missing projections and Qwen3.5 MoE from_pretrained are different model-loading/architecture problems." + "reason": "Missing qkv/gate projections in qwen3next and a Qwen3.5 MoE loading error are different model-specific problems." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing get_number_of_image_patches in an image processor and an MLA layernorm epsilon issue are unrelated." + "reason": "One is a missing image-patch-count method in a processor, the other is an rms_norm_eps precision mismatch in MLA; different components." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are different compatibility regressions." - }, - { - "left": "issue:44263", - "right": "issue:44485", - "accept": false, - "reason": "torch.split indexing values in GlmMoeDsaIndexer is not the same as the GLM-5 RoPE implementation discussion." - }, - { - "left": "issue:43012", - "right": "issue:43408", - "accept": false, - "reason": "bfloat16 compile warning and sam3 model-type mismatch are unrelated." - }, - { - "left": "issue:42222", - "right": "issue:45459", - "accept": false, - "reason": "Vitpose breakage and protobuf-related tokenizer error masking are different subsystems." - }, - { - "left": "issue:41628", - "right": "issue:45071", - "accept": false, - "reason": "Missing AutoImageProcessor import and PreTrainedConfig type-checking breakage are unrelated regressions." + "reason": "Removing tie_embeddings_and_encoder_decoder and unexpected position-id keys are different regression classes with different remedies." } ] }, @@ -13088,7 +12962,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 41, "review_unit_count": 46, @@ -13097,22 +12971,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:38617", + "issue:41628", + "issue:42222", "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:43901", @@ -13129,11 +13004,9 @@ "issue:44315", "issue:44351", "issue:44368", - "issue:44380", "issue:44410", "issue:44484", "issue:44485", - "issue:44655", "issue:44704", "issue:44829", "issue:44987", @@ -13144,26 +13017,31 @@ "issue:45341", "issue:45372", "issue:45375", + "issue:45459", "issue:45542", "issue:45588" ], "soft_pairs": [ + "issue:44263|issue:44485", + "issue:43012|issue:43408", + "issue:42222|issue:45459", + "issue:41628|issue:45071", "issue:43441|issue:44829", "issue:45071|issue:45542", "issue:43931|issue:44410", - "issue:45003|issue:45341", "issue:43931|issue:44038", + "issue:45003|issue:45341", "issue:43335|issue:45071", "issue:43097|issue:43452", + "issue:43986|issue:44484", "issue:43986|issue:45341", "issue:44117|issue:44987", - "issue:43986|issue:44484", "issue:43408|issue:44368", - "issue:43976|issue:45071", "issue:43874|issue:44263", + "issue:43976|issue:45071", "issue:44829|issue:45245", - "issue:43531|issue:45341", "issue:43986|issue:45372", + "issue:43531|issue:45341", "issue:38617|issue:42757", "issue:44261|issue:44485", "issue:43064|issue:44315", @@ -13174,229 +13052,250 @@ "issue:44038|issue:44410", "issue:44704|issue:45103", "issue:43502|issue:43992", - "issue:43097|issue:43873", "issue:43986|issue:44117", + "issue:43097|issue:43873", "issue:43824|issue:43986", "issue:43066|issue:43906", - "issue:43097|issue:43901", - "issue:43825|issue:44655", - "issue:43992|issue:44484", - "issue:43352|issue:44380" + "issue:43097|issue:43901" ], - "prepared_review_unit_hash": "5d53d1c406b599f366300c1babf83e7b4de98b5f5f7aeb433308afe89ea083f2", + "prepared_review_unit_hash": "0164f49c8435d14d889f566d3b8b0fcab4731c93719b843c3f1fbf3e76a27141", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37372, - "estimated_input_tokens": 9343, - "estimated_eval_tokens": 18942 + "soft_pair_count": 35, + "serialized_chars": 37662, + "estimated_input_tokens": 9416, + "estimated_eval_tokens": 19088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A heterogeneous set of mostly unrelated Transformers issues: import/load failures, model-specific regressions, config bugs, and docs/API mismatches. None of the soft-edge pairs look like the same underlying bug or change.", + "summary": "This cluster is a grab bag of unrelated Transformers regressions and import/config bugs. None of the soft pairs look like true duplicates or the same underlying fix, so all soft edges are rejected.", "confidence": 0.94, - "canonical_issue_reason": "issue:43097 is the broadest, most representative v5 regression in the set: a clear API/config removal with widespread user impact, closer to the cluster\u2019s general breakage theme than the narrower model-specific reports.", + "canonical_issue_reason": "No single canonical issue: the items span distinct bugs (different missing imports, model-specific shape/config problems, tokenizer/loading regressions, and unrelated runtime warnings).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the best single issue to anchor this cluster because it is high-signal, broadly relevant, and clearly describes a concrete Transformers v5 compatibility break.", + "best_issue_reason": "issue:43986 is the best representative anchor because it is a concrete, well-scoped crash report with clear impact and reproducibility, unlike the more fragmentary one-off regressions in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM internals: a torch.split indexing issue vs a RoPE implementation question; not the same bug or fix." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Unrelated problems: bfloat16 compilation warning vs sam3_video/sam3_tracker model-type mismatch." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model breakage and a tokenizer protobuf exception are different code paths and symptoms." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type checking breakage are separate regressions." + }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Unsupported Flash Attention 2 error vs. degenerate training with Flash Attention 3; different symptoms and code paths." + "reason": "FlashAttention failure for Ministral-3 is unrelated to flash_attention_3 training degeneration in sequence classification." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "PretrainedConfig type-checking regression vs. tensorboard/TF backend import problem; unrelated subsystems." + "reason": "Config type checking vs tensorboard/TensorFlow backend detection are unrelated bugs." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs. qwen3next missing projections; different models and failures." + "reason": "Qwen3-VL weight-shape mismatch is not the same as missing attn projections in qwen3next." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Unsafe sys.modules access vs. a testing_utils bug; unrelated areas of the codebase." + "reason": "Both are Qwen/VL-related, but one is a loading shape mismatch and the other is a transformers 5.0 compatibility bug; not the same fix." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "Both are Qwen3-VL family issues, but one is a load-time shape mismatch and the other is a Qwen3-VL-MoE support problem; not the same bug." + "reason": "Unsafe sys.modules access and a testing_utils bug are distinct implementation issues." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs. PretrainedConfig type-checking regression; distinct code paths." + "reason": "Sparse-layer construction in SwitchTransformersConfig is unrelated to PretrainedConfig type-checking regressions." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Removed tie_embeddings behavior vs. gguf_file handling in AutoTokenizer/AutoModel loading; different failures." + "reason": "Missing tie_embeddings guidance in v5 and gguf_file tokenizer/model loading breakage do not share a concrete code path." }, { "left": "issue:43986", - "right": "issue:45341", + "right": "issue:44484", "accept": false, - "reason": "AutoProcessor/video-model crash without torchvision vs. testing_utils bug; unrelated issues." + "reason": "Missing torchvision crash in AutoProcessor is unrelated to save_pretrained shard-size behavior." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling vs. loading physical-intelligence/fast; both loader-related but different root causes." + "reason": "AutoProcessor/torchvision loading crash and a testing utility bug are unrelated." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Processor/torchvision crash vs. a save_pretrained shard-size question; unrelated." + "reason": "TOKENIZER_MAPPING_NAMES None handling and a transformers>=5.1.0 model-loading failure are different loader defects." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "sam3_video/sam3_tracker type warning vs. tie_word_embeddings warning; not the same underlying problem." + "reason": "sam3 model-type warning and tie_word_embeddings warning are different warnings from different model families." }, { - "left": "issue:43976", - "right": "issue:45071", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Python version compatibility issue vs. type-checking regression; separate bugs." + "reason": "Missing image-patch method in GLM46V and torch.split return handling in GlmMoeDsaIndexer are unrelated." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:43976", + "right": "issue:45071", "accept": false, - "reason": "Missing image-patch method vs. torch.split return-value issue in a different model component." + "reason": "Python version support breakage and PretrainedConfig type checking are unrelated compatibility issues." }, { "left": "issue:44829", "right": "issue:45245", "accept": false, - "reason": "FlashAttention 3 training degeneration vs. category-count runtime limit; unrelated." + "reason": "Flash attention training degeneration and category-count runtime limit are different failure modes." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Qwen3-MoE sliding-window bug vs. testing_utils bug; no shared code path." + "reason": "Missing torchvision crash and ReasoningEffort import failure affect different processor stacks and dependencies." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Processor loading without torchvision vs. ReasoningEffort import failure; both load-time errors but different dependencies and fixes." + "reason": "Qwen3-MoE sliding-window behavior and a testing_utils bug do not overlap at the code-path level." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different modules/packages; only superficial similarity." + "reason": "Both are import errors, but they concern different missing symbols from different libraries; not the same underlying bug." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "MLA layernorm epsilon config bug vs. GLM-5 RoPE implementation issue; distinct model logic." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and GLM-5 RoPE implementation are different model math issues." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Optimizer-state corruption with FSDP2+PEFT vs. Liger Kernel application with model_init; different training integrations." + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applied via model_init are separate training pipeline problems." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "qwen3next missing projections vs. missing deepstack_visual_indexes field; different config/model fields." + "reason": "Missing projections in qwen3next and a silently dropped Qwen3_5MoeVisionConfig field are unrelated model-definition bugs." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "layer_type_validation import error vs. HybridCache import error; unrelated missing exports." + "reason": "layer_type_validation missing from configuration_utils and HybridCache missing from transformers are different import regressions." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Config/API removal issue vs. flash_attention.py s_aux=None crash; different subsystems and fixes." + "reason": "Tie-embeddings deprecation and flash_attention.py crashing on s_aux=None are unrelated." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken keyword collision vs. TOKENIZER_MAPPING_NAMES None assumption; unrelated tokenizer bugs." + "reason": "AddedToken keyword duplication and TOKENIZER_MAPPING_NAMES None handling are separate tokenizer-loader bugs." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL-MoE loading bug vs. qwen3next projection omission; different model variants and code paths." + "reason": "Qwen3-VL-Moe compatibility and qwen3next missing projections are different model-specific regressions." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs propagation vs. docstring annotation crash under future annotations; unrelated." + "reason": "AutoProcessor cached_file kwargs forwarding and auto_docstring annotation handling are unrelated utility bugs." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only still triggers network access vs. missing embed_tokens.weight in UMT5Encoder; unrelated." + "reason": "local_files_only network leakage and UMT5Encoder missing embed_tokens.weight are different loading defects." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "API removal/regression report vs. offloading-with-quantization behavior issue; not the same bug." + "reason": "Missing torchvision guard in AutoProcessor and tokenizer mapping None handling are not the same problem." }, { - "left": "issue:43986", - "right": "issue:44117", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Video-model loading without torchvision vs. tokenizer mapping None issue; different failure modes." + "reason": "A v5 config/API deprecation and an offloading-with-quantization issue are unrelated." }, { "left": "issue:43824", "right": "issue:43986", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration export vs. video-model/torchvision crash; distinct missing symbols." + "reason": "Qwen2.5-VL import failure and AutoProcessor/torchvision crash are distinct processor/model import paths." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type vs. an isolated reproduction of a different issue; insufficient evidence of sameness." + "reason": "Wrong tokenizer decoder type and a reproduction of issue 38071 are not the same concrete bug." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43097", + "right": "issue:43901", "accept": false, - "reason": "Pipeline translation-task messaging bug vs. saving Pipeline objects; different pipeline behaviors." + "reason": "tie_embeddings_and_encoder_decoder removal and pipeline docs mismatch are different documentation/API issues." } ] }, @@ -13409,7 +13308,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 42, "review_unit_count": 46, @@ -13418,7 +13317,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:36010", "issue:36683", @@ -13437,7 +13336,6 @@ "issue:43381", "issue:43475", "issue:43502", - "issue:43525", "issue:43526", "issue:43550", "issue:43582", @@ -13446,17 +13344,19 @@ "issue:43756", "issue:43761", "issue:43824", + "issue:43825", "issue:43867", "issue:43901", "issue:43937", "issue:43976", + "issue:43992", "issue:44038", "issue:44077", "issue:44230", - "issue:44263", "issue:44368", "issue:44380", "issue:44483", + "issue:44484", "issue:44485", "issue:44514", "issue:44655", @@ -13465,11 +13365,13 @@ "issue:45216", "issue:45290", "issue:45381", - "issue:45440", "issue:45479", "issue:45753" ], "soft_pairs": [ + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43352|issue:44380", "issue:43208|issue:43550", "issue:43012|issue:43550", "issue:43012|issue:44368", @@ -13482,9 +13384,9 @@ "issue:43208|issue:43526", "issue:36683|issue:43582", "issue:44483|issue:44514", - "issue:43012|issue:44683", - "issue:43618|issue:43761", "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:43012|issue:44683", "issue:42757|issue:43824", "issue:38617|issue:43502", "issue:44038|issue:44230", @@ -13499,258 +13401,232 @@ "issue:43352|issue:43937", "issue:43867|issue:45216", "issue:44077|issue:44380", - "issue:36010|issue:42757", "issue:42898|issue:43066", + "issue:36010|issue:42757", "issue:36683|issue:44077", "issue:43611|issue:44655", - "issue:43976|issue:44938", - "issue:44263|issue:45440", - "issue:36683|issue:43525" + "issue:43976|issue:44938" ], - "prepared_review_unit_hash": "933d243d8e51ebe703a7eb203f9ffd54da3314c3cdc9ad024ba4791132b25bfc", + "prepared_review_unit_hash": "e7a54364d1f7c4bd37ad1f7a98828b30fefab1e7c5f351ef0a8af852c85d1cf1", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38206, - "estimated_input_tokens": 9552, - "estimated_eval_tokens": 19360 + "soft_pair_count": 37, + "serialized_chars": 38514, + "estimated_input_tokens": 9629, + "estimated_eval_tokens": 19514 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it mixes unrelated Transformers issues across imports, config attributes, tokenizer behavior, model loading/saving, generation, and backend-specific regressions. The soft pairs mostly share only broad keywords like \"v5\", \"load\", \"save\", or a model family name, not the same concrete bug.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is a heterogeneous mix of unrelated Transformers issues: import errors, model-specific loading/saving bugs, chat/template regressions, backend/compile problems, and documentation issues. None of the soft-edge pairs look like the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "No single clear canonical issue exists because the items span many distinct regressions. If one must be chosen, issue 44483 is the broadest, most user-visible v5 API breakage in the set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 44483 is the best representative only in the sense that it is broad and high-impact; however, it is not truly a duplicate umbrella for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Different problems: pipeline task-support/error messaging vs saving Pipeline objects." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Model weight loading mismatch vs a question about the default shard size in save_pretrained()." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different code paths and symptoms: unsupported Flash Attention 2 for one model vs ignored attention scaling in GPT-2 under SDPA/FlashAttention." + }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs for sub-7B models and a Bamba torch.compile/SDPA failure are different models and different failure modes." + "reason": "Unrelated model/training bugs: xLSTM training blockers vs Bamba compile+SDPA failure." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "One is a bfloat16 warning during compile; the other is a specific Bamba compile/runtime failure. Same broad area, not the same bug." + "reason": "A warning about bfloat16 compilation precision is not the same bug as a model failing under torch.compile with SDPA." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both mention warnings, but one is a PyTorch precision warning and the other is a tie_word_embeddings config warning in a different workflow." + "reason": "Precision warning during compile and a tied-embeddings warning in Qwen3.5 fine-tuning are distinct issues." }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Offline cache loading and gradient checkpointing in eval mode are unrelated code paths." + "reason": "Offline cache loading failure is unrelated to gradient checkpointing in eval mode." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models and an infinite-loop image generation bug are unrelated." + "reason": "Saving dequantized models and an inference infinite-loop bug are different underlying problems." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is dequantized model serialization and the other is saving Pipeline objects." + "reason": "Model saving failure is not the same as saving Pipeline objects." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "GPT2 attention scaling with SDPA/FlashAttention and zero-loss sequence classification are unrelated." + "reason": "Attention scaling backend regression is unrelated to degenerate zero-loss classification behavior." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash Attention 2 support for Nemotron and Python version compatibility are different issues." + "reason": "Flash Attention support for a model vs a Python-version compatibility break are unrelated." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention scaling are different training/inference bugs." + "reason": "Distributed optimizer-state corruption is not the same bug as attention scaling being ignored." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and a BeitImageProcessorFast label reduction bug do not overlap." + "reason": "Multiple xLSTM training bugs do not match a BeitImageProcessorFast label reduction bug." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." + "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError are unrelated." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat/completions request rejection and a batched apply_chat_template crash are different layers and different symptoms." + "reason": "Both touch chat-related APIs, but one is a global /v1/chat/completions acceptance issue and the other is a processor batched-input crash." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "A bfloat16 precision warning is not the same as compiled flex_attention breaking on torch>=2.9." + "reason": "CLIP output fields missing and GPT-2 attention scaling under backends are different regressions." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; different outputs and code paths." + "reason": "Both are CLIP-related, but one is missing attentions and the other missing hidden_states; not clearly the same code-path bug." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "CLIP attentions regression and GPT2 attention scaling are unrelated." + "reason": "A float32 precision warning during bfloat16 compilation is not the same as compiled flex_attention failure on torch>=2.9." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Missing is_offline_mode in huggingface_hub and missing Qwen2_5_VLForConditionalGeneration in transformers are separate import errors." + "reason": "Different missing imports from different packages and symbols." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Importing layer_type_validation and making API requests despite local_files_only=True are unrelated." + "reason": "ImportError for a configuration utility and unwanted API requests despite local_files_only=True are unrelated." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Qwen3-VL-Moe loading breakage and fp8 inference support for Qwen3.5 MoE are not the same bug." + "reason": "Both mention Qwen3-VL/MoE, but one is a loading regression and the other is fp8 inference support; not the same bug." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "A /v1/chat/completions acceptance problem and a tool-call chat-template crash are different request paths." + "reason": "A chat-completions API rejection is not the same as apply_chat_template crashing on assistant messages with tool calls." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL-Moe loading failures and a state_dict-sorting load error are distinct load-time issues." + "reason": "Qwen3-VL-Moe loading breakage and sorted-state_dict load errors are unrelated." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "API request validation and incorrect vision_position_ids in Qwen2.5-VL video input are unrelated." + "reason": "Different Qwen2.5-VL regressions: API request rejection vs incorrect vision_position_ids." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and GLM-5 RoPE implementation discussion are different models and different defects." + "reason": "Both mention RoPE, but they concern different models and different implementations/results." }, { "left": "issue:43299", "right": "issue:45753", "accept": false, - "reason": "Qwen3VL-Moe loading breakage and a Qwen3.5 infinite-loop image bug are unrelated." + "reason": "Model loading breakage and an infinite-loop generation bug are not the same underlying issue." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "A docs mismatch about return_all_scores and a pipeline save_pretrained failure are unrelated." + "reason": "Pipeline docs mismatch is unrelated to saving Pipeline objects." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config missing vocab_size and Sam3VisionEncoderOutput missing fpn_position_embeddings are different attribute regressions." + "reason": "Different attribute-missing model issues in different architectures." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are both save-related but affect different object types and code paths." + "reason": "Quantized model saving failure is broader/different from saving Pipeline objects." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Nemotron FlashAttention support and GLM-5 GenerationConfig validation are unrelated." + "reason": "A Flash Attention support error and a GenerationConfig validation error are different failures." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "A load error when state_dict is sorted and a Qwen3.5 save_pretrained regression are different checkpoint issues." + "reason": "Generic state_dict ordering load error and a Qwen3.5 save_pretrained regression are unrelated." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "PatchTSMixer post_init restrictions and GPT2 attention scaling with SDPA/FlashAttention are unrelated." - }, - { - "left": "issue:36010", - "right": "issue:42757", - "accept": false, - "reason": "GenerationMixin missing from transformers.generation and is_offline_mode missing from huggingface_hub are separate import regressions." - }, - { - "left": "issue:42898", - "right": "issue:43066", - "accept": false, - "reason": "A clean_up_tokenization_spaces behavior change and a wrong tokenizer decoder type are both tokenizer regressions but not the same bug." - }, - { - "left": "issue:36683", - "right": "issue:44077", - "accept": false, - "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are unrelated." - }, - { - "left": "issue:43611", - "right": "issue:44655", - "accept": false, - "reason": "base_model_prefix loading breakage and Pipeline.save_pretrained failure are different serialization/loading paths." - }, - { - "left": "issue:43976", - "right": "issue:44938", - "accept": false, - "reason": "Python-version support problems in 5.1.0 and Python 3.14 load failure are both compatibility issues but not the same one." - }, - { - "left": "issue:44263", - "right": "issue:45440", - "accept": false, - "reason": "A torch.split return-value bug in GlmMoeDsaIndexer and DeepseekV3MoE divergence are different model internals." - }, - { - "left": "issue:36683", - "right": "issue:43525", - "accept": false, - "reason": "Missing vocab_size on Gemma3Config and missing pad_token_id on Llama4Config are similar only in that both are config attributes, but they affect different models and code paths." + "reason": "A patchtsmixer post_init constraint issue does not match GPT-2 attention scaling under backend implementations." } ] }, @@ -13763,7 +13639,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 43, "review_unit_count": 46, @@ -13772,7 +13648,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:28282", "issue:33453", @@ -13784,9 +13660,9 @@ "issue:43064", "issue:43352", "issue:43502", + "issue:43525", "issue:43575", "issue:43618", - "issue:43723", "issue:43867", "issue:43931", "issue:43976", @@ -13798,12 +13674,12 @@ "issue:44188", "issue:44242", "issue:44246", + "issue:44263", "issue:44355", "issue:44360", "issue:44380", "issue:44484", "issue:44492", - "issue:44556", "issue:44855", "issue:44857", "issue:44938", @@ -13824,6 +13700,8 @@ "issue:45850" ], "soft_pairs": [ + "issue:44263|issue:45440", + "issue:36683|issue:43525", "issue:43352|issue:45593", "issue:43618|issue:45216", "issue:44188|issue:44380", @@ -13848,236 +13726,256 @@ "issue:36296|issue:43575", "issue:28282|issue:33453", "issue:43867|issue:44484", - "issue:43618|issue:44857", "issue:43618|issue:44977", + "issue:43618|issue:44857", "issue:42890|issue:44964", "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:43502|issue:44062", - "issue:43010|issue:44075", - "issue:43723|issue:44556" + "issue:43010|issue:44075" ], - "prepared_review_unit_hash": "218bdf440d4df1bb5149181c96859c71df6dbf6327c4abf6096fec450dace22f", + "prepared_review_unit_hash": "4e68e8cfa0424ba84525bb2b724eb1233b027f568a09073950f2f90bc774d6b0", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36853, - "estimated_input_tokens": 9214, - "estimated_eval_tokens": 18684 + "soft_pair_count": 33, + "serialized_chars": 37115, + "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 a loose collection of Transformers bug reports, mostly version-regression and model-specific loading/training issues. The soft pairs share broad themes at best, but none look like the same concrete bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 45278 is the closest umbrella report in this set because it captures the broad post-v5 import/regression theme, but it is still only a thematic representative, not a true duplicate of the others.", + "summary": "This cluster is mostly heterogeneous and looks like a noisy similarity group rather than a true duplicate set. The only plausible duplicate pair is the import-time slowdown reports, centered on `import transformers` being slow due to model import patterns.", + "confidence": 0.56, + "canonical_issue_reason": "`issue:41669` is the most concrete and actionable report in the only plausible subcluster: it identifies a specific cause (`import *` usage in models) and quantifies the import-time impact. `issue:44246` is the broader symptom report, but 41669 better captures the underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the best single issue to stand in for the cluster because it is the broadest and most general description among the reports, though the cluster is too heterogeneous for a strong canonical fit.", + "best_issue_reason": "`issue:41669` is the best representative issue for the cluster\u2019s only credible duplicate theme because it ties the symptom to a concrete root cause. The rest of the items are largely unrelated model/config/test regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different models and different failures: DSA indexer split semantics vs DeepSeekV3 MoE divergence." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-config-attribute bugs, but on different configs and different attributes; not the same underlying defect." + }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Different models and failure modes: FlashAttention 2 support error vs auxiliary-loss behavior in D-FINE." + "reason": "Unrelated model features: Flash Attention support gating vs D-FINE auxiliary-loss behavior." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "Unrelated regressions: missing CLIP attentions field vs Qwen3.5 save_pretrained key corruption." + "reason": "Different code paths: CLIP output attentions regression vs Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:44188", "right": "issue:44380", "accept": false, - "reason": "Both touch attention backends, but one is torch.compile divergence and the other is GPT2 scaling ignored under SDPA/FlashAttention; different bugs." + "reason": "Both mention attention/backend behavior, but the actual bugs are different: compile-time branching divergence vs ignored GPT2 scaling config." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Gemma3 config attribute missing vs MoE load-balancing loss gating; no shared underlying defect." + "reason": "Different models and different functionality: config attribute missing vs MoE load-balancing loss omission." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Training/optimizer state bug vs a cache strategy typo; clearly unrelated." + "reason": "Training/optimizer-state bug and a cache-strategy typo are unrelated." }, { "left": "issue:43352", "right": "issue:43931", "accept": false, - "reason": "Different model-loading problems with different roots: unsupported FlashAttention 2 vs Qwen3-VL tensor shape mismatch." + "reason": "Different load-time issues for different models: Flash Attention 2 unsupported vs Qwen3-VL shape mismatch." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache no_grad decoration issue is unrelated to broad import errors after upgrading to v5.5.0." + "reason": "Cache no_grad decoration bug is unrelated to the broad import-error report." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Different load/save regressions affecting different Qwen models and different failure points." + "reason": "Both are model loading errors, but for different models and different failure modes." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "State-dict sorting/load error vs missing config field dropped by strict handling; not the same bug." + "reason": "Different checkpoint/config problems: state_dict ordering load failure vs missing vision config field." }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Both concern import performance, but one identifies a concrete import-* cause while the other is only a vague slowdown report." + "accept": true, + "reason": "These look like the same import-time slowdown problem: one report names the broad symptom, the other identifies the `import *` cause in model imports." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled Python file errors vs a Python 3.13 IndentationError from torch.jit parsing; different code paths." + "reason": "Both are import/parse failures, but one is generic compiled-Python errors while the other is a specific Python 3.13 `torch.jit.script` parsing issue." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Config attribute regression vs FSDP2/PEFT optimizer-state corruption; unrelated." + "reason": "Different subsystems and failures: config attribute missing vs optimizer state sharding/training bug." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are flaky test/CI issues, but the failing mechanisms differ: missing set_seed vs xdist race on captured_info.txt." + "reason": "Both are test flakiness, but one is missing `set_seed()` in SamHQ tests and the other is an xdist file-race issue." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python-version import failure vs PretrainedConfig typing regression; not the same concrete issue." + "reason": "Python 3.14 load failure and `PretrainedConfig` type-checking regression are different issues." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Load-time state_dict issue vs save_pretrained writing wrong visual encoder keys; opposite sides of the serialization flow and different models." + "reason": "Both involve loading/saving checkpoints, but one is state_dict ordering and the other is incorrect visual encoder key serialization." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A specific cache-update no_grad bug does not match a generic complaint that v5 breaks many models." + "reason": "Cache update no_grad decoration bug is unrelated to the generic \u201cmany models break\u201d report." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Different Qwen/UMT5 loading regressions with different missing keys and error paths." + "reason": "Same general family of loading issues, but different models and distinct causes." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache update autograd issue is unrelated to Python 3.9/3.10 compatibility." + "reason": "Cache-layer update decoration issue is unrelated to Python-version compatibility." }, { "left": "issue:44938", "right": "issue:45381", "accept": false, - "reason": "Python 3.14 load failure vs Qwen2.5-VL video position-id bug; unrelated." + "reason": "Different regressions: Python 3.14 import/load failure vs Qwen2.5-VL video position id bug." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Different model API regressions: CLIP attentions field vs patchtsmixer post_init policy." + "reason": "CLIP attentions regression and patchtsmixer `post_init` restriction are unrelated." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer activation bug vs DeepseekV3MoE implementation drift; unrelated." + "reason": "Different model internals and different mathematical behavior; no shared bug." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on loading a huge model; not the same defect." + "reason": "Tensor-parallel training bug and TP OOM on a specific model are not the same issue." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "ImportError about missing PyTorch is unrelated to tokenizer-loading regression." + "reason": "ImportError about missing PyTorch and tokenizer-loading regression are unrelated." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "Model load error vs a question about default shard size; no duplicate evidence." + "reason": "Checkpoint load ordering bug and max shard size question are unrelated." }, { "left": "issue:43618", - "right": "issue:44857", + "right": "issue:44977", "accept": false, - "reason": "CLIP output attentions regression and an AMP float16 crash in LwDetrImageLoss are unrelated." + "reason": "CLIP attentions regression and Qwen3.5 flash-attention generation bug are unrelated." }, { "left": "issue:43618", - "right": "issue:44977", + "right": "issue:44857", "accept": false, - "reason": "Different models and symptoms: CLIP attentions assignment vs Qwen3.5 flash-attention generation failure." + "reason": "Different models and different failures: missing attentions vs AMP/CUDA crash." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test flakiness from missing set_seed is unrelated to Phi-4 multimodal load failure." + "reason": "Test seed flakiness is unrelated to a multimodal model loading regression." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI flake causes: missing seed setup vs stale device override test." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated test flake and auto-mapping breakage." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local-files-only network leakage vs AddedToken constructor argument duplication; different subsystems." + "reason": "Local-files-only network leak and AddedToken argument collision are different bugs." }, { "left": "issue:43010", "right": "issue:44075", "accept": false, - "reason": "Cache update autograd bug is unrelated to SGD arguments being ignored." - }, - { - "left": "issue:43723", - "right": "issue:44556", - "accept": false, - "reason": "Tokenizer-loading regression vs checkpoint reload incompatibility after version upgrades; similar domain but different concrete failures." + "reason": "Cache no_grad decoration issue is unrelated to optimizer argument handling." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only clearly supported duplicate theme is the import-time slowdown pair (`issue:41669` / `issue:44246`), and the rest of the pairwise rejections are cautious rather than overstated. No PR-mergeability issues apply here since this is an issue-only cluster." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 44, "review_unit_count": 46, @@ -14086,7 +13984,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:30333", "issue:30990", @@ -14108,13 +14006,13 @@ "issue:43526", "issue:43576", "issue:43673", + "issue:43723", "issue:43824", "issue:43827", "issue:43874", "issue:43901", "issue:44222", "issue:44230", - "issue:44261", "issue:44315", "issue:44351", "issue:44355", @@ -14138,15 +14036,16 @@ "issue:45850" ], "soft_pairs": [ - "issue:42548|issue:44351", + "issue:43723|issue:44556", "issue:42890|issue:45341", "issue:44222|issue:45125", "issue:44387|issue:44556", + "issue:42548|issue:44351", "issue:43010|issue:43065", "issue:43502|issue:44485", "issue:44355|issue:44749", - "issue:43010|issue:43232", "issue:30990|issue:31795", + "issue:43010|issue:43232", "issue:45125|issue:45478", "issue:45125|issue:45375", "issue:30333|issue:33453", @@ -14163,11 +14062,11 @@ "issue:33453|issue:34689", "issue:42757|issue:43576", "issue:33453|issue:36296", - "issue:43576|issue:43824", "issue:43576|issue:45071", + "issue:43576|issue:43824", "issue:31795|issue:38617", - "issue:41628|issue:42548", "issue:44961|issue:45468", + "issue:41628|issue:42548", "issue:38617|issue:43576", "issue:43673|issue:44492", "issue:43576|issue:44938", @@ -14176,277 +14075,276 @@ "issue:36296|issue:43901", "issue:41628|issue:44355", "issue:36296|issue:43526", - "issue:45362|issue:45850", - "issue:44261|issue:44360" + "issue:45362|issue:45850" ], - "prepared_review_unit_hash": "c8adefc2b256768e1ed7ac312899f2914d137ea48128e9a440d29ef2b9d1667d", + "prepared_review_unit_hash": "c6f40b8f5ea4904a6f1defb612603b17f314f567db8d2dd890e317c03dae7ead", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 40, - "serialized_chars": 39017, - "estimated_input_tokens": 9755, - "estimated_eval_tokens": 19766 + "serialized_chars": 38986, + "estimated_input_tokens": 9747, + "estimated_eval_tokens": 19750 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose collection of unrelated Transformers regressions, import/load failures, cache bugs, docs issues, and a few model-specific problems. I found no soft-edge pair that clearly shares the same underlying bug or change.", - "confidence": 0.78, - "canonical_issue_reason": "issue:44556 is the clearest concrete version-compatibility regression in the set: a user-facing reload failure after upgrading from v4.57 to v5.2/v5.3. It is more representative than the narrower model-specific or docs-only items.", + "summary": "This cluster is mostly a loose collection of Transformers v5 regression reports (imports, loading, model behavior, docs/tests), not one shared concrete bug. The soft pairs are mostly high-level similarities only, so I reject them all.", + "confidence": 0.46, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the cluster\u2019s main theme: many v5-related breakage reports across models and APIs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44556 is the best single issue to keep as the cluster anchor because it is specific, actionable, and sits near the main theme of v5 breakage/loading regressions.", + "best_issue_reason": "issue:45850 is the most representative single issue because it captures the widest version-regression concern, even though it is vague.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Both are import errors, but for different symbols (`PreTrainedModel` vs `HybridCache`) and likely different breakpoints." + "reason": "Both involve loading regressions after v5, but one is tokenizer loading and the other is checkpoint reload; different failure modes." }, { "left": "issue:42890", "right": "issue:45341", "accept": false, - "reason": "One is test flakiness from missing `set_seed()`, the other is a different testing_utils bug; not the same failure." + "reason": "One is a flaky integration test, the other is a generic testing_utils bug; not enough evidence of the same underlying defect." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained on MoE vs missing `_tp_plan` for tensor parallelism are distinct code paths and symptoms." + "reason": "FP8 save_pretrained vs missing tensor-parallel plan are different code paths." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization OOM and checkpoint reload compatibility after upgrade are different bugs." + "reason": "Quantization OOM and checkpoint reload breakage are unrelated symptoms." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different missing-export fixes." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "`no_grad` decoration for cache update and a dummy Conv2d in Sam3PixelDecoder are unrelated fixes." + "reason": "Cache update no_grad behavior and a dummy Conv2d in Sam3PixelDecoder are unrelated." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Offline-mode network calls and GLM-5 RoPE implementation are different issues." + "reason": "Local-files-only network leakage and GLM-5 RoPE are unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python-file errors and a slowdown after upgrade are different failure modes." + "reason": "Compiled-file import errors and a performance regression during filtering are not the same bug." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "Cache update decoration and generation kwargs after `sync_gpus` are separate generation bugs." + "reason": "Loading hang and documentation confusion are different issues." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Loading stall for Sentence Transformers vs documentation confusion in `model.forward` are unrelated." + "reason": "Both mention generation/cache internals, but the concrete problems are different." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is missing tensor-parallel metadata while the other is a `from_pretrained` failure; root causes differ." + "reason": "Same model family, but tensor-parallel metadata and from_pretrained loading error are distinct regressions." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Missing `_tp_plan` and missing `deepstack_visual_indexes` are different config omissions." + "reason": "Missing tp-plan and missing config field are related only at a high level, not the same bug." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow failure reporting and tokenizer loading regression are unrelated." + "reason": "MLflow reporting failure and tokenizer loading regression are unrelated." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Local-files-only network requests and FP8 save_pretrained on MoE are different bugs." + "reason": "API requests despite local_files_only and FP8 save_pretrained touch different areas." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are loading regressions, but they affect different models and have different concrete failure points." + "reason": "Qwen3VL MoE loading and generic reload-after-upgrade breakage are not the same concrete failure." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel not applied via `model_init` and a missing ReLU in DSA indexer are unrelated." + "reason": "Liger Kernel application and DSA indexer ReLU are unrelated." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FP8 accuracy issue and missing processor method causing multimodal token counting failure are distinct." + "reason": "FP8 accuracy issues and a missing image-processor method are distinct." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Offline API-call bug and an unrelated issue titled `racoon` are not the same." + "reason": "Local file request leakage and a standalone 'racoon' issue are clearly unrelated." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting and tensor-parallel training bug are unrelated." + "reason": "MLflow job-status reporting and tensor-parallel training are different problems." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file loading errors and `PretrainedConfig` type checking are different problems." + "reason": "Compiled-file errors and PretrainedConfig type checking are unrelated." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Save-pretrained FP8 MoE support and inference support for Qwen3-VL/Qwen3.5 FP8 are not the same concrete bug." + "reason": "FP8 save_pretrained and FP8 inference support are different change requests." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python-file errors and pipeline save_pretrained are unrelated." + "reason": "Compiled-file errors and pipeline save_pretrained are different bugs." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs referencing removed `pipeline()` and an unrelated `racoon` issue do not match." + "reason": "Docs referencing pipeline() and an unrelated issue title do not match." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are different model/load paths." + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are related only broadly." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "`is_offline_mode` import error and broken `transformers env` command are unrelated." + "reason": "ImportError from huggingface_hub and a broken env command are different failures." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + "reason": "Tokenizer loading and tensor-parallel training are unrelated." }, { "left": "issue:43576", - "right": "issue:43824", + "right": "issue:45071", "accept": false, - "reason": "Broken env command and Qwen2_5_VL import error are different issues." + "reason": "Broken env command and config type-checking are unrelated." }, { "left": "issue:43576", - "right": "issue:45071", + "right": "issue:43824", "accept": false, - "reason": "Broken env command and config type-checking regression are unrelated." + "reason": "Env command breakage and a Qwen2.5-VL import error are different issues." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs confusion and an import error are different categories of issue." + "reason": "Docs confusion and an ImportError for layer_type_validation do not share a concrete bug." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "Both are import errors, but for different missing symbols; no clear shared root cause." + "reason": "Uninformative racoon issue and Gemma-4 audio positional encoding are unrelated." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "`racoon` and Gemma-4 audio positional encoding are unrelated." + "reason": "Both are root-package import errors, but for different missing symbols and not proven to share one fix." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "Different failures: missing import vs broken CLI command." + "reason": "A missing import symbol and the env command issue are unrelated." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Missing generation cache in chunked prefill and a cache-strategy typo are not the same bug." + "reason": "Generation cache behavior and a cache-strategy typo are not the same bug." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Broken env command and Python 3.14 load failure are unrelated." + "reason": "Broken env command and Python 3.14 load failure are different regressions." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug and unrelated `racoon` issue do not match." + "reason": "Scheduler kwargs handling and the racoon issue are unrelated." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and unrelated `racoon` issue are not the same." + "reason": "GLM-5 RoPE implementation and the racoon issue are unrelated." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and a docs mismatch about `return_all_scores` are unrelated." + "reason": "Tensor-parallel training bug and pipeline docs mismatch are different issues." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "Importing `AutoImageProcessor` and errors running compiled Python files are different failures." + "reason": "Importing AutoImageProcessor and compiled-file errors are unrelated." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction bug are unrelated." + "reason": "Tensor-parallel training and BeitImageProcessorFast label handling are different code paths." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "A Qwen3.5 chat crash and a broad meta complaint that v5 breaks many models are not the same concrete bug." - }, - { - "left": "issue:44261", - "right": "issue:44360", - "accept": false, - "reason": "MLA precision issue and missing ReLU in the DSA indexer are unrelated." + "reason": "These both sound broadly v5-related, but they are not the same concrete bug." } ] }, @@ -14459,7 +14357,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 45, "review_unit_count": 46, @@ -14468,7 +14366,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:31795", "issue:33453", @@ -14477,7 +14375,6 @@ "issue:42890", "issue:43352", "issue:43408", - "issue:43519", "issue:43525", "issue:43572", "issue:43576", @@ -14488,6 +14385,7 @@ "issue:44038", "issue:44077", "issue:44246", + "issue:44261", "issue:44273", "issue:44295", "issue:44297", @@ -14495,7 +14393,6 @@ "issue:44351", "issue:44360", "issue:44393", - "issue:44485", "issue:44492", "issue:44556", "issue:44623", @@ -14520,6 +14417,7 @@ "issue:45850" ], "soft_pairs": [ + "issue:44261|issue:44360", "issue:44623|issue:45230", "issue:44273|issue:45542", "issue:44273|issue:45003", @@ -14558,284 +14456,276 @@ "issue:44655|issue:44861", "issue:44360|issue:45468", "issue:45230|issue:45310", - "issue:44273|issue:44908", - "issue:43519|issue:44485", - "issue:43519|issue:44908" + "issue:44273|issue:44908" ], - "prepared_review_unit_hash": "1490750601a2ce5345f60a94f8978aa2397bdfb6de30fa98db27286718d26c20", + "prepared_review_unit_hash": "66724294b292c455c06811c7f1b4c44dc7b7e7df5a40d9cd4f692bee81805354", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 41, - "serialized_chars": 39314, - "estimated_input_tokens": 9829, - "estimated_eval_tokens": 19914 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38524, + "estimated_input_tokens": 9631, + "estimated_eval_tokens": 19518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of Transformers v5 regression reports across import/loading, config, cache, and model-specific issues. The shared theme is broad upgrade breakage, but the soft pairs usually describe different concrete failure paths, so I would not merge them as duplicates.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45278 is the best umbrella issue here: it captures the broad v5 upgrade/import-breakage pattern that recurs across several reports, even though the set is not a true duplicate cluster.", + "summary": "This cluster is mostly a grab bag of Transformers v5 regressions and model-specific breakages. The strongest unifying theme is upgrade-related loading/import incompatibilities, but the individual reports point to different code paths and symptoms, so they are not duplicates.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45278 is the best umbrella candidate: it broadly describes many import errors after upgrading from 4.57.0 to 5.5.0, which matches the cluster\u2019s general v5 regression theme better than the narrower model- or API-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative user-facing report of the shared v5 regression theme and is broad enough to anchor triage without overfitting to one model or code path.", + "best_issue_reason": "issue:45278 is the most representative issue in the set because it captures the broad upgrade/regression pattern across multiple failures, whereas most others are narrower single-model or single-feature bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Both are config-related bugs, but they affect different components and failure modes: MLA precision/eps handling vs DSA indexer behavior." + }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "One is a specific processor.save_pretrained bug; the other is an unspecific placeholder issue. No clear same code path." + "reason": "One is a specific processor.save_pretrained file-saving bug; the other is an unspecific bug report with no concrete matching code path." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading failures and undefined tf backend errors are different problems." + "reason": "Lazy loading failures and TensorBoard-without-TF backend errors are unrelated subsystems." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading behavior does not match modeling_utils sys.modules access." + "reason": "These point to different causes: lazy loading mechanics vs unsafe sys.modules access in modeling_utils." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen3-VL/Qwen3.5-related, but one is 2D box output hallucination and the other is an infinite loop on a specific image." + "reason": "Both involve Qwen3-VL/Qwen3_5, but one is a 2D bbox hallucination and the other is an infinite loop on a specific image; not the same bug." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Generic transformers env command breakage is not the same as checkpoint reload incompatibility after upgrading." + "reason": "Both are v5-related, but one is the env command and the other is checkpoint reload compatibility; different code paths." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL-Moe bug and missing tensor-parallel plan are different model-level failures." + "reason": "Both mention Qwen3.5/Qwen3-VL-Moe, but one is a model bug and the other is missing tensor-parallel plan metadata." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "A model output quality bug is unrelated to PretrainedConfig type checking breakage." + "reason": "Qwen3-VL output corruption is unrelated to PretrainedConfig type-checking breakage." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Specific Llama4Config pad_token_id error is not the same as a broad complaint that many models break." + "reason": "A missing pad_token_id attribute in one config is not the same as a broad complaint that many models break in v5." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star slowdown and missing GenerationMixin cache in chunked prefill are different issues." + "reason": "Import-time slowdown from import * usage is different from a missing GenerationMixin cache during chunked prefill." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Checkpoint reload after upgrade and old remote-code checkpoint/meta-init incompatibility are related only at a very broad version-upgrade level." + "reason": "Both are v5 checkpoint-loading incompatibilities, but they involve different model families and failure mechanisms, so they are not the same concrete bug." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Cache-strategy typo is not the same as a generic v5 breakage report." + "reason": "A typo in cache strategies is too specific to match a generic 'many models broken' report." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is a specific config regression, not a general 'many models break' report." + "reason": "Missing pad_token_idx in StableLmConfig is a specific config regression, not the broad multi-model breakage described here." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 settings and cache-strategy typo are unrelated." + "reason": "TF32 settings guidance and a cache-strategy typo are unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different APIs and failures." + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different APIs with different bugs." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing set_seed is unrelated to scheduler kwargs handling." + "reason": "A flaky integration test due to missing seeds is unrelated to scheduler keyword handling." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad v5 complaint titles, but they do not identify the same concrete bug or code path." + "reason": "Both are broad complaints about v5 regressions, but they are not the same specific underlying bug or change." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "sam3_tracker type warning and Liger Kernel not applied with model_init are unrelated." + "reason": "A model-type mismatch warning and a Liger-kernel/model_init issue do not share a concrete code path." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import taking long sometimes is not the same as lazy loading not working properly." + "reason": "Slow import and broken lazy loading are related at a high level, but they are not clearly the same bug." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL box output issues are unrelated." + "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support missing and Qwen3-VL 2D box hallucination are different model concerns." + "reason": "Flash Attention 2 support gating is unrelated to 2D bbox output hallucinations." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env command and scheduler kwargs ignore are different subsystems." + "reason": "The env command regression and scheduler kwargs bug are separate features." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is not the same as a vague placeholder bug report." + "reason": "Tokenizer class metadata mismatch is unrelated to a generic bug report." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are different issues." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access error does not match a generic bug placeholder." + "reason": "Buffer registration/position_ids reading and a generic bug report do not match." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star slowdown and missing HybridCache import are distinct import-time issues." + "reason": "Import * performance overhead and an import failure for HybridCache are distinct problems." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Package import slowdown and a testing_utils typo are not the same bug." + "reason": "Import slowdown is not the same as a small testing_utils bug." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "Cache-strategy typo and incorrect output under pipeline parallelism are unrelated." + "reason": "A cache-strategy typo and incorrect pipeline-parallel output are unrelated." }, { "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "Missing multimodal token helper in GLM46V is a specific AttributeError, not a broad version-wide breakage report." + "reason": "A missing method in one image processor is too specific to be the same as a broad v5 breakage complaint." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Two Qwen3.5/Qwen3-VL reports, but one is box-output hallucination and the other is from_pretrained failure; different code paths." + "reason": "Qwen3-VL bbox hallucination and Qwen3.5 Moe from_pretrained errors are different model-level failures." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "post_init policy enforcement and tied-weight-key AttributeError are different model-internal validation bugs." + "reason": "Optional post_init behavior in patchtsmixer and a tied-weight-key AttributeError are unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() and scheduler kwargs are unrelated." + "reason": "Docs still mentioning pipeline() and scheduler kwargs handling do not reflect the same bug." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different problems." + "reason": "Liger-kernel application with model_init and flash_attention_3 training degeneration are different code paths." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion in model.forward and tokenizer loading regression are not the same underlying issue." + "reason": "Documentation confusion in model.forward and tokenizer loading regression are not the same issue." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import slowdown and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Import performance and scheduler kwargs are unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading failure are different areas." + "reason": "The env command bug and lazy loading malfunction are different features." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained failure and tied-weight key handling are separate save/load bugs." + "reason": "Saving Pipeline objects and tied-weight-key crashes affect different functionality." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." + "reason": "DSA indexer ReLU concerns and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Two generic Qwen3.5/Qwen3 Moe reports, but the former is unspecific while the latter is a concrete from_pretrained error." + "reason": "A generic bug report does not duplicate the specific Qwen3.5 Moe from_pretrained error." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading and scheduler kwargs are different code paths." - }, - { - "left": "issue:43519", - "right": "issue:44485", - "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are distinct model-specific bugs." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Timestamp calculation in a processor and scheduler kwargs handling are unrelated." + "reason": "Lazy loading problems and inverse_sqrt scheduler kwargs are unrelated bugs." } ] }, @@ -14848,7 +14738,7 @@ }, { "label": "issue", - "component_index": 2, + "component_index": 1, "component_count": 17, "review_unit_index": 46, "review_unit_count": 46, @@ -14857,7 +14747,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-396", + "cluster_id": "cluster-10000-397", "nodes": [ "issue:30333", "issue:31515", @@ -14897,6 +14787,8 @@ "issue:45850" ], "soft_pairs": [ + "issue:43519|issue:44485", + "issue:43519|issue:44908", "issue:31795|issue:34689", "issue:41669|issue:43704", "issue:31795|issue:37428", @@ -14910,7 +14802,6 @@ "issue:44263|issue:45468", "issue:43606|issue:45468", "issue:44261|issue:45468", - "issue:43704|issue:45341", "issue:42913|issue:43066", "issue:44908|issue:44998", "issue:44861|issue:45290", @@ -14929,100 +14820,112 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "fccaac278417efc62b8c94622e76222ee5da07b4e60813450adaebce4c4ee012", + "prepared_review_unit_hash": "9612df844668f8b1711f5bb5053baff70f44748a9be43aac7732fda88d7cb574", "component_budget": { - "node_count": 396, - "item_count": 396, - "soft_pair_count": 1487, - "serialized_chars": 766218, - "estimated_input_tokens": 191555, - "estimated_eval_tokens": 383366 + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 }, "budget": { "node_count": 36, "item_count": 36, - "soft_pair_count": 31, - "serialized_chars": 29500, - "estimated_input_tokens": 7375, - "estimated_eval_tokens": 15006 + "soft_pair_count": 32, + "serialized_chars": 29799, + "estimated_input_tokens": 7450, + "estimated_eval_tokens": 15156 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: a few issues are about Transformers v5/model-loading regressions, but most are unrelated runtime, tokenizer, training, or documentation bugs. None of the soft pairs look like the same concrete bug/change closely enough to merge as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": null, + "summary": "Mostly a noisy cluster around Transformers v5/model-loading and tokenizer regressions; the soft pairs are related by broad subsystem, but none look like the same concrete bug or fix.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45092 is the clearest concrete representative of the core theme: a Transformers v5 meta-initialization/loading incompatibility affecting checkpoints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the broadest umbrella report about widespread breakage since v5, so it best represents the cluster theme, though it is too general to be a true duplicate target.", + "best_issue_reason": "issue:45092 best captures the cluster\u2019s dominant failure mode with a specific, reproducible loading regression.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different model components: timestamp calculation in Qwen3-VL processor vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp bug and inverse_sqrt scheduler kwargs bug are unrelated." + }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Docs confusion about input_ids/past_key_values is not the same as a tokenizer/model loading regression." + "reason": "Documentation confusion vs a concrete model-loading regression; not the same bug." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import * performance cleanup and a VRAM leak in multithreaded causal LM use are different problems." + "reason": "Import-star cleanup/perf issue is unrelated to the Qwen3CausalLM VRAM leak." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Documentation ambiguity is unrelated to the flash-attention import error." + "reason": "Docs ambiguity about forward args does not match an ImportError in flash-attention utils." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Liger-kernel application with model_init and v5 meta-init incompatibility for old InternVL2 checkpoints are different code paths." + "reason": "Liger Kernel application in model_init and remote-code/meta-init incompatibility are different code paths." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to Gemma-4 audio positional encoding." + "reason": "Both touch positional encodings, but they are different models and distinct defects." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in multi-threaded inference and RoPE implementation concerns are not the same bug." + "reason": "VRAM leak in threaded inference is unrelated to RoPE implementation." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance is unrelated to the VRAM leak issue." + "reason": "TF32 configuration behavior and a multi-thread VRAM leak are unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Unexpected network/API requests with local_files_only=True is different from a Qwen3VL timestamp calculation bug." + "reason": "local_files_only network leakage is unrelated to timestamp computation." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp computation in a processor and missing saved files are separate processor bugs." + "reason": "Processor timestamp math and missing save_pretrained files are different bugs." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Qwen3VL timestamp math is unrelated to the multi-thread VRAM leak." + "reason": "Timestamp calculation in a processor is unrelated to a VRAM leak." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in an indexer is unrelated to Gemma-4 audio positional encoding." + "reason": "torch.split return handling in GLM-MoE indexing is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43606", @@ -15034,115 +14937,180 @@ "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps causing precision error is unrelated to Gemma-4 audio positional encoding." - }, - { - "left": "issue:43704", - "right": "issue:45341", - "accept": false, - "reason": "A runtime VRAM leak and a testing_utils bug are not the same underlying issue." + "reason": "RMS norm epsilon precision issue is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer changes in v5, but one is a broad behavior difference while the other is a specific wrong decoder type bug." + "reason": "Both concern tokenizer v5 behavior, but one is broad behavior drift and the other is a specific decoder-type bug; not clearly the same issue." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs being ignored is unrelated to the unrelated 'Unemployment' issue." + "reason": "Scheduler kwargs bug is unrelated to an off-topic/irrelevant issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight-key lookup crash and apply_chat_template tool-call crash affect different subsystems and code paths." + "reason": "Tied-weight key handling and chat-template tool-call crashes are different code paths." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo is unrelated to the unrelated 'Unemployment' issue." + "reason": "A cache-strategy typo is unrelated to the off-topic issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "'Unemployment' is unrelated to the broad v5 model-breakage report." + "reason": "Off-topic unemployment issue is unrelated to a broad Transformers v5 complaint." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the unrelated 'Unemployment' issue." + "reason": "CLIPOutput attentions regression is unrelated to the off-topic issue." }, { "left": "issue:44998", "right": "issue:45341", "accept": false, - "reason": "'Unemployment' is unrelated to the testing_utils bug." + "reason": "Testing-utils bug and the off-topic issue are unrelated." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and tied-weight-key crashes are different config/code-path bugs." + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key crashes." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the tied-weight-key AttributeError." + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key handling." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are unrelated." + "reason": "Checkpoint loading slowness and an ImportError in configuration_utils are not the same bug." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support and missing processor save files are different feature/bug reports." + "reason": "fp8 inference support request is unrelated to missing processor save files." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow job-status reporting after failed training and slow checkpoint loading are unrelated." + "reason": "MLFlow reporting for failed training jobs is unrelated to slow checkpoint loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow checkpoint loading and a tensor-parallel training bug are different issues." + "reason": "from_pretrained slowness and tensor-parallel training bugs are different problems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading performance and model.forward documentation confusion are not duplicates." + "reason": "Checkpoint load performance and forward-doc confusion do not share a concrete defect." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support and a Qwen3.5 MoE from_pretrained error are different concrete bugs." + "reason": "fp8 support for Qwen3-VL and a Qwen3.5 MoE from_pretrained error are distinct issues." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow checkpoint loading is not the same as a tokenizer-loading regression." + "reason": "Slow checkpoint loading is not the same as a tokenizer-loading regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support for audio models and fp8 inference support are different feature gaps." + } + ] + }, + "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": 17, + "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": "e0e40c5e11f93eda21729991f4c8fd20df3c2c5ee3f2f287b8b82b604d1effda", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "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 true duplicates: one is about TAPAS tokenization mismatching TensorFlow, one is about the error message for unauthenticated private-model downloads, and one is a generic \"can't load the model\" report. The soft links are too broad to merge.", + "confidence": 0.38, + "canonical_issue_reason": "issue:16618 is the broadest user-facing model-loading report, but it still appears distinct from the TAPAS tokenization bug and the private-model auth/error-message bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the best representative of the cluster only because it is the most general model-loading failure; the other issues are clearly more specific and not the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "TAPAS tokenization discrepancy is a different code path and symptom than a generic model-loading failure; no evidence they are the same bug." }, { - "left": "issue:43298", - "right": "issue:44230", + "left": "issue:15980", + "right": "issue:16618", "accept": false, - "reason": "Continuous batching not supporting audio models and FP8 inference support are unrelated." + "reason": "Private-model download/auth error-message issue is about login handling, not the same underlying failure as loading bert-base-uncased." } ] }, @@ -15172,12 +15140,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "a489d63ab653c2cac4a69a33ed564d7aa619e8268d41478cba7fe1bc400c1192", + "prepared_review_unit_hash": "6ed4e1bc6c62768dffb3ea93fa15f945fe03015c328ca3e9434445de7a4bad96", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -15185,7 +15153,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -15194,18 +15162,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They are related only at the broad level of model-format/attention support, but they describe different changes and code paths.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the two issues target different features and underlying implementation work.", + "summary": "Two separate feature-request issues: one for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures. They share a broad \u201ccommunity contribution\u201d theme, but not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a clear representative of the other; if one must be chosen as the cluster anchor, issue #26350 is slightly older and has more discussion, but it is not a duplicate of #33260.", + "best_issue_reason": "No single canonical issue: the requests target different features and should remain separate. If forced to pick a representative, #26350 is slightly older and has higher discussion activity, but it is not a duplicate of #33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests (Flash Attention 2 vs GGUF support) with no evidence of the same bug or change; not the same underlying work." + "reason": "Different requested capabilities and code paths: Flash Attention 2 vs GGUF support. Similar wording around architecture support is too broad to treat as the same issue." } ] }, @@ -15242,7 +15210,7 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "f97fca90c2f02dd169dd2df3e67154172cac3fff0ebe8095a61c01d959695273", + "prepared_review_unit_hash": "79c7623d7a98026c6e8096ed9f238c23186bbb705c7662247346c434dfef599b", "component_budget": { "node_count": 4, "item_count": 4, @@ -15264,48 +15232,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are near-identical i18n translation request issues, but only one is specific to Turkish; the others are generic placeholder translation tickets and should not be merged as duplicates without matching language context.", - "confidence": 0.57, - "canonical_issue_reason": "issue:27088 is the only concrete, language-specific ticket (Turkish) and is the most actionable representative of the cluster.", + "summary": "These are all i18n documentation-translation issue templates, but only one is concrete (Turkish). The others look like placeholder instances for different languages, so they should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue 27088 is the only language-specific, concrete request ([i18n-TR] Translating docs to Turkish); the others are generic placeholder-style issues and likely refer to other languages.", "canonical_pr_reason": null, - "best_issue_reason": "issue:27088 best captures the actual user-facing request; the other issues look like templated placeholders rather than a distinct, identifiable translation task.", + "best_issue_reason": "issue 27088 is the best representative because it is specific, complete, and not a template placeholder.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Same broad translation template, but the language context is different/unspecified; not enough to treat as the same underlying issue." + "reason": "Same issue template, but not the same underlying request; 27088 is Turkish while 44370 is a generic placeholder that could be a different language." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Both are translation requests, but one is specifically Turkish and the other is a generic placeholder; likely separate tickets." + "reason": "Both are translation-template issues, but only 27088 is concretely Turkish; the placeholder issue is not clearly the same request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "The titles are similar, but the generic placeholder issue does not clearly refer to the same language or exact task as Turkish docs translation." + "reason": "The titles match the template pattern, but 27088 is a specific Turkish translation request and 43834 is a generic placeholder for some other language." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "These look like repeated template issues, but there is no evidence they target the same language or identical change." + "reason": "These are similar template issues, but the placeholder text does not establish the same language or same concrete task." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Highly similar wording alone is not enough; the placeholder titles suggest separate translation requests rather than duplicates." + "reason": "Highly similar wording, but no evidence they are the same underlying translation request rather than separate language placeholders." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "No concrete evidence that these two placeholder issues are the same language/docs translation request." + "reason": "The issues appear to be template-generated translation requests, not the same specific bug or change." } ] }, @@ -15382,244 +15350,244 @@ "issue:37015|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "0e67f930024631b32b23df643746a0f333d39d0e599dd1b616030c40cd58f7e0", + "prepared_review_unit_hash": "dfb9403b449b761df206315a105863c5aebb9086a213ad84661e729a627d7a87", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20708, - "estimated_input_tokens": 5177, - "estimated_eval_tokens": 10610 + "serialized_chars": 20711, + "estimated_input_tokens": 5178, + "estimated_eval_tokens": 10612 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20708, - "estimated_input_tokens": 5177, - "estimated_eval_tokens": 10610 + "serialized_chars": 20711, + "estimated_input_tokens": 5178, + "estimated_eval_tokens": 10612 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates; they are separate model-request issues across different models, architectures, and modalities. The similarity is mostly generic 'add support' wording.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical duplicate exists because the cluster spans many distinct model requests rather than one underlying bug/change.", + "summary": "This cluster is a loose topic group of model-addition requests, not true duplicates. The items span unrelated model families and even different modalities (BERT-like encoders, audio/TTS/ASR, OCR, sparse transformers, vision). No soft-edge pair should be merged.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 41115 is the broadest active request in the set ('Add Model Architecture for MiniCPM3') and is the closest generic representative, but the cluster is heterogeneous rather than duplicate-heavy.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43671 is the closest hub among the Qwen3 speech-related requests, but it is still not a good duplicate canonical for the heterogeneous cluster.", + "best_issue_reason": "41115 is the best cluster anchor only in a loose thematic sense because it is a general model-architecture request; however, it does not actually subsume the other model-specific issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config vs DEIMv2; only the generic 'add model' intent matches." + "reason": "Different requested models; EuroBert and DEIMv2 are unrelated additions." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config vs Qwen3-TTS support; different model and modality." + "reason": "BERT model config request vs Qwen3-TTS audio support; different modality and code path." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert vs RF-DETR are unrelated model additions." + "reason": "EuroBert config vs RF-DETR model; distinct model families." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different vision models, not the same change." + "reason": "RF-DETR and DEIMv2 are different models, not the same fix/request." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR is a detection model; LFM2.5 Audio is an audio model." + "reason": "RF-DETR vision model vs LFM2.5 Audio request; unrelated." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR vs weight-sparse transformer: different code paths and model families." + "reason": "RF-DETR vs weight-sparse transformer request; different underlying work." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vs Qwen3-ASR; unrelated model requests." + "reason": "RF-DETR vision model vs Qwen3-ASR audio support; not duplicates." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vs Qwen3-TTS; unrelated model and modality." + "reason": "RF-DETR and Qwen3-TTS are different model families/modalities." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT vs Qwen3-ASR are different model integrations." + "reason": "NeoBERT request and Qwen3-ASR support are unrelated." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the sparse transformer request are distinct model changes." + "reason": "NeoBERT vs sparse transformer support; distinct code paths." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT vs LFM2.5 Audio; unrelated requests." + "reason": "NeoBERT encoder model vs audio model request; not the same issue." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different model requests." + "reason": "RF-DETR vision model and NeoBERT are separate model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT vs ModernVBERT; separate model additions." + "reason": "NeoBERT and ModernVBERT are both BERT-like, but they are different model requests." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture vs Qwen3-ASR; different model and modality." + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; different modality and target model." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 vs sparse transformer; not the same underlying change." + "reason": "Generic model-architecture request vs sparse transformer request; not the same underlying change." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 vs ModernVBERT; distinct model requests." + "reason": "MiniCPM3 and ModernVBERT are separate model support requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 vs Voxtral TTS; different model family and task." + "reason": "MiniCPM3 architecture vs Voxtral TTS support; different model and task." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 vs Qwen3-TTS; unrelated model additions." + "reason": "DEIMv2 and Qwen3-TTS are unrelated additions." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models vs Qwen3-ASR; different families." + "reason": "ModernVBERT and Qwen3-ASR are different model requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT vs Qwen3-TTS; not the same change." + "reason": "ModernVBERT encoder-style model vs Qwen3-TTS audio model; not duplicates." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT request vs general BERT-like RoPE proposal; too broad to be duplicates." + "reason": "ModernVBERT request is model-specific; BERT-like models with RoPE is a broader architecture feature request." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "General BERT-like RoPE proposal vs Voxtral TTS support; different scope and model." + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated code paths." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Both are Qwen3 requests, but TTS and ASR are different concrete capabilities/code paths." + "reason": "Qwen3-TTS and Qwen3-ASR are different tasks; same vendor name is not enough." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS vs Voxtral TTS; different model integrations." + "reason": "Two different TTS model requests; different model families." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS vs DeepSeek-OCR2; unrelated." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS vs sparse transformer; different model and implementation." + "reason": "TTS support request vs sparse transformer request; not the same bug/change." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS vs LFM2.5 Audio; different audio model requests." + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio model requests, not duplicates." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR vs LFM2.5 Audio; distinct speech/audio models." + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR vs EUPE; unrelated model requests." + "reason": "ASR support vs EUPE vision/encoder request; different model families." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR vs sparse transformer; different change." + "reason": "ASR support and sparse transformer support are unrelated." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio vs SAM3-LiteText; different families and modalities." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Sparse transformer vs EUPE; unrelated." + "reason": "Weight-sparse transformer request vs EUPE encoder request; not the same underlying change." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR vs Voxtral TTS; different model integrations." + "reason": "Qwen3-ASR and Voxtral TTS are different audio tasks/models." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT vs Voxtral TTS; unrelated model requests." + "reason": "NeoBERT and Voxtral TTS are unrelated requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR vs DeepSeek-OCR2; different modalities and code paths." + "reason": "ASR support and OCR model support are different code paths and modalities." } ] }, @@ -15660,82 +15628,82 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "94c8ad2dfe9f4ad52670dd2ae5ed717236f23c9a71b0f044f50929b36b47fff0", + "prepared_review_unit_hash": "3f1f143a32e4df4430ae55ec14835a5d42f2382cfa86ba4f4adbd8f124fb89d2", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6294, - "estimated_input_tokens": 1574, - "estimated_eval_tokens": 3404 + "serialized_chars": 6292, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6294, - "estimated_input_tokens": 1574, - "estimated_eval_tokens": 3404 + "serialized_chars": 6292, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated issue reports clustered only by weak textual similarity; they do not appear to describe the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is not a duplicate set: the issues describe distinct bugs across unrelated areas (model norms, loss plumbing, tokenizer warnings, a typo, and a type-hint problem). The soft similarities are mostly lexical.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the reports span different subsystems and failure modes, so they do not appear to share one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No strong global representative exists; 43668 is the closest to a generic code/metadata bug, but the cluster is too heterogeneous for a true best issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different components and failure modes: Llama4 norm implementation vs ModernBERT config type hint. No shared code path or concrete bug." + "reason": "Different bugs: one questions Llama4 norm semantics, the other is a ModernBERT type-hint error." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to loss kwargs propagation; different models and different defects." + "reason": "Unrelated areas: Mask2Former ignore_value handling vs. loss kwargs plumbing." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss-parameter issue is unrelated to tokenizer regex warnings; no same underlying bug." + "reason": "Different components and failures: Mask2Former ignore_value vs. tokenizer regex warning." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value bug and a typo in a quantization attribute name are unrelated." + "reason": "One is a model-loss/config bug, the other is a naming typo in conversion code." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Model-specific ignore_value behavior and a ModernBERT config annotation typo are not the same issue." + "reason": "No shared underlying bug; these are separate configuration/code-quality issues in different models." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding bug and config type-hint typo affect different subsystems and code paths." + "reason": "Loss kwargs not forwarded is unrelated to a ModernBERT type annotation mistake." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT norm_eps type hint problem is unrelated to tokenizer regex warnings after 4.57.3." + "reason": "Distinct problems: incorrect type hint vs. tokenizer regex pattern warning after a version change." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A config annotation typo does not match a quantization-operation typo; different targets and fixes." + "reason": "Type-hint correction and a typo in a different symbol are not the same bug." } ] }, @@ -15765,7 +15733,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "e11bf4f0a21561d451af3409dc9fb46a65a6b3995c3e8a323ccfca80089af33e", + "prepared_review_unit_hash": "61215756f5be66e2d993edf1cf97e45c05ff659823d658dcc9f9460c14bb3f42", "component_budget": { "node_count": 2, "item_count": 2, @@ -15787,18 +15755,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues do not appear to describe the same underlying change. One is a vague request around block decoding, while the other is a specific request for DeepSeek v3.2 support.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 43037 is the more concrete and identifiable request; 41084 is too vague to serve as a clear representative.", + "summary": "The two issues are not duplicates: one is about block decoding behavior, the other is about adding DeepSeek v3.2 support. They describe different feature/problem areas with no concrete overlap.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #41084 is the better canonical representative only because it is more generic and technical, but it is not the same underlying request as #43037.", "canonical_pr_reason": null, - "best_issue_reason": "43037 is the best issue anchor because it has a specific product/version target, whereas 41084 is underspecified and broader.", + "best_issue_reason": "#41084 is the stronger anchor for the cluster if one must be chosen, since it describes a broader code-path topic; however, the items are not duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "These look like different feature requests with no explicit linkage: block decoding vs DeepSeek v3.2 support." + "reason": "Different topics: block decoding vs. DeepSeek v3.2 model support. No evidence they refer to the same bug or change." } ] }, @@ -15828,7 +15796,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "114ba5b76567f4f00d390d9ab55b7f4daf53eb6979a8d4f739b058f8c5f3acd9", + "prepared_review_unit_hash": "d372a1e7d9488c4240f750945b37edc3af8b0ac172c51aa0259544f62b024006", "component_budget": { "node_count": 2, "item_count": 2, @@ -15850,18 +15818,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are both about Trainer custom behavior, but they target different concerns: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They do not look like the same underlying bug.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These are related only at a high level (Trainer customizability), but they describe different problems: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "#43598 is the better representative issue because it focuses on a general Trainer customization limitation, which is the broader of the two themes.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be retained as the cleaner representative, #43598 is the more concrete Trainer API/customization concern; #43600 is a separate performance-accounting topic.", + "best_issue_reason": "#43598 is the most central issue for this cluster since it directly targets a Trainer behavior flag (`remove_unused_column`) and frames the customization concern more concretely.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different trainer behaviors are being discussed: column pruning vs FLOPS estimation. They share a subsystem but not the same bug or change, so they should not be merged as duplicates." + "reason": "Different underlying behavior: `remove_unused_column` handling versus FLOPS estimation for custom trainers. They share a broad customization theme but not the same bug or fix path." } ] }, @@ -15891,7 +15859,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "1b4bb1502904aadeaef581fccc2a20753843af5a15dd389226c612a093f5f974", + "prepared_review_unit_hash": "c17dc91bc338ef9c0ec695c4e22fe37493eb9b0f06288012833eb6e4921027c3", "component_budget": { "node_count": 2, "item_count": 2, @@ -15913,18 +15881,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are both about adding support for Qwen models, but they target different model families and different AutoModel heads, so they are not duplicates.", - "confidence": 0.93, + "summary": "These two closed issues are about different model families and different API surface areas: one requests registration for Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, the other requests AutoModelForSequenceClassification support for Qwen3.5. They do not look like the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43684 is the broader, more general request about registering Qwen3-Omni with AutoModel and AutoModelForConditionalGeneration; issue:44405 is a separate, narrower request for AutoModelForSequenceClassification support on Qwen3.5.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying feature requests: Qwen3-Omni model registration vs Qwen3.5 sequence-classification support. They share a broad ecosystem theme but not the same code-path change." + "reason": "Different targets and use cases: Qwen3-Omni model registration vs Qwen3.5 sequence-classification support. These are separate feature requests, not a duplicate fix." } ] }, @@ -15961,76 +15929,76 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "ad031eca7391db36422f1274cf316f2dc0fe1606c764a3294bcc691563386432", + "prepared_review_unit_hash": "85848dab40d4822b7913cb47b659f38abbc4fe7ce8c2469c09e79fc4e9ad2ee3", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4261, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4261, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues titled \"huggingface\" look like near-identical duplicates and likely describe the same report; the \"Fett\" issue appears unrelated. With no substantive body text or linked targets, triage has to rely mostly on the repeated title and close similarity.", - "confidence": 0.74, - "canonical_issue_reason": "Issue #43845 is the earliest of the near-identical \"huggingface\" reports and is as good a representative as any of that duplicate set.", + "summary": "Three issues share the same minimal title \"huggingface \" and are very likely duplicates; the \"Fett\" issue looks unrelated. With no bodies or code references, this is a title-based dedupe only.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43845 is one of the duplicated \"huggingface \" reports and is the earliest of that subgroup, so it is the safest canonical issue among the visible items.", "canonical_pr_reason": null, - "best_issue_reason": "#43845 is the best issue candidate because it is the earliest in the cluster and matches the other two \"huggingface\" issues most closely.", + "best_issue_reason": "issue:43845 best represents the cluster because it matches the repeated title exactly and appears earliest; 43859 has a tiny bit more discussion but no extra specificity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no supporting body/target evidence; likely unrelated." + "reason": "Different titles and no shared technical detail; \"Fett\" does not look like the same underlying issue as \"huggingface \"." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no supporting body/target evidence; likely unrelated." + "reason": "Different titles and no evidence they describe the same bug or request." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no supporting body/target evidence; likely unrelated." + "reason": "Different titles and no supporting details tying them to the same underlying issue." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same title, close creation time, and no evidence of distinct underlying reports." + "reason": "Same exact title \"huggingface \" and near-identical sparse metadata; these look like duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same title and highly similar placeholder-style reports; likely duplicates." + "reason": "Same exact title \"huggingface \" with no distinguishing details; likely duplicate reports." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same title and highly similar placeholder-style reports; likely duplicates." + "reason": "Same exact title \"huggingface \" and no evidence of a distinct underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusions are grounded in the packet: the three \"huggingface\" issues share the same title, have close timestamps, and show strong soft-similarity, while #43835 has a clearly different title and only weak similarity. The verdicts are conservative overall, and the representative choice of the earliest huggingface issue is reasonable." + "feedback": "The cluster summary is grounded in the packet: three issues have the same exact title and similarly sparse metadata, while 43835 has a different title and no evidence tying it in. The soft-edge verdicts stay conservative and do not overclaim beyond title-based similarity. " }, "evaluator_used": true, "retried": false, @@ -16068,7 +16036,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "dc161b0e75081b0c43c6f114de3523cc27a5b030635a82f6461264839369e2ab", + "prepared_review_unit_hash": "3f296fe36317a6cecd8c33280a9fd63f9b07004e8e461ab4954cdd4a3d103385", "component_budget": { "node_count": 5, "item_count": 5, @@ -16090,66 +16058,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All five issues are low-information or spam-like and do not describe the same concrete bug or change. There is no credible duplicate cluster here; at most they are similarly malformed submissions.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 44371 is a reasonable placeholder canonical because it is the earliest of the near-empty spam-like issues, but it is not meaningfully better than the others.", + "summary": "This cluster appears to be spam/noise rather than real duplicate bug reports. The repeated \"\" issues are superficially similar, but there is no concrete shared defect or change request to merge.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 44371 is the most representative placeholder of the cluster because it is one of the repeated \"\" reports, but none of the issues contain enough substance to establish a real canonical bug.", "canonical_pr_reason": null, - "best_issue_reason": "44371 is the least-bad representative only by chronology; none of the issues contains enough substance to serve as a true canonical bug report.", + "best_issue_reason": "Issue 44371 is the best cluster representative only by being a generic spam-like placeholder; it is not a meaningful canonical bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Same generic spam-like title, but no underlying bug/change is described and there is no evidence they refer to the same report." + "reason": "Both are spam-like placeholders, but there is no evidence they describe the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are empty spam submissions, but that is not enough to treat them as the same concrete issue." + "reason": "Same generic spam pattern, but no concrete shared bug, target, or reproduction to justify duplication." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam-like, the other is a generic documentation suggestion; they are not the same underlying issue." + "reason": "One is a spam placeholder and the other is a documentation suggestion; these are unrelated." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Completely different titles and no shared technical context; unrelated." + "reason": "\"Check out \\\"Google LLC\\\"\" is unrelated to the spam placeholder reports and does not match the same issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement request versus spam-like post; no shared defect or change." + "reason": "Documentation enhancement and spam placeholder are not the same underlying issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Different intent and no evidence of the same underlying problem." + "reason": "Documentation enhancement and spam placeholder are unrelated." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Identical spam-like titles, but with no substantive content or explicit linkage, they should not be merged as a confirmed duplicate bug/change." + "reason": "Both are spam placeholders, but there is no evidence they refer to the same underlying bug or request." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Unrelated titles and no technical overlap." + "reason": "Different spam/ad-like titles with no shared concrete defect or change request." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Unrelated titles and no technical overlap." + "reason": "Different spam/ad-like titles with no evidence of a single underlying issue." } ] }, @@ -16179,7 +16147,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "90421f4e2ae5d52e16df810089c106d3f26c372e26cc58b542a5e5236257bdb2", + "prepared_review_unit_hash": "e257e3f5e35d0243be0e502f4486b40dca5d878e376f516976ecc586b9ce429b", "component_budget": { "node_count": 2, "item_count": 2, @@ -16201,27 +16169,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues look very likely to be duplicates: they share the exact same title and a strong soft-similarity signal. However, the packet does not prove their bodies are identical, so the duplication claim should stay cautious. #45145 is the better canonical representative because it already has one inbound reference.", - "confidence": 0.84, - "canonical_issue_reason": "#45145 is the safer canonical issue because it has the same title as #45151 and is the only one with an inbound reference. The evidence supports a likely duplicate pair, but not a claim that the bodies are the same.", + "summary": "The two closed issues have identical titles and very similar bodies, indicating a duplicate report for the same energy-optimization article/topic.", + "confidence": 0.99, + "canonical_issue_reason": "issue #45145 is the better canonical issue because it was created first and already has inbound reference activity, making it the more established thread for this duplicate topic.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue to keep as the representative since it matches #45151 on title, has the only inbound linkage, and there is no stronger evidence favoring #45151.", + "best_issue_reason": "issue #45145 is the best issue candidate overall: same title/body as #45151, earlier timestamp, and slightly more evidence of being the primary discussion target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Identical titles plus a soft-similarity signal make this look like the same underlying issue, even though the packet does not establish body identity." + "reason": "Same exact title and highly similar content; they appear to be duplicate reports of the same underlying issue/topic." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: the conclusion is too strong for the packet. The issues do have identical titles and a soft-similarity signal, but the packet does not show that their bodies are the same\u2014only similar lengths and a soft_similarity edge. Saying they are duplicates with \u2018same title/body\u2019 and \u2018nearly identical bodies\u2019 overstates the evidence. The inbound reference on #45145 is a reasonable conservative point, but the duplicate/canonical claim should be phrased more cautiously." + "accept": true, + "feedback": "The conclusion is grounded in the packet: the two issues have identical titles, similar body lengths, and the pair is explicitly marked with soft similarity. The canonical choice is also conservative and supported by the earlier timestamp plus inbound references. No PR mergeability concerns apply here." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16299,12 +16267,12 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "31d19a648781f5bdc2681092bf7eb9473586f8382fd7a83537ed83686fb03105", + "prepared_review_unit_hash": "6d15667a38457cd70c9d58994908241a20bb885242935be70debcb87d3403557", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, + "serialized_chars": 1667, "estimated_input_tokens": 417, "estimated_eval_tokens": 1090 }, @@ -16312,7 +16280,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, + "serialized_chars": 1667, "estimated_input_tokens": 417, "estimated_eval_tokens": 1090 }, @@ -16321,18 +16289,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate 4-bit inference bugs: one is a Gemma4/audio-module torch.finfo(uint8) TypeError, the other is a BitsAndBytesConfig lm_int8_skip_modules regression that removes the default lm_head exclusion and triggers an AssertionError. They should not be treated as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These two issues both occur in 4-bit inference, but they describe different failure modes and code paths: one is a torch.finfo TypeError on uint8 weights in Gemma4 audio modules, the other is an AssertionError caused by llm_int8_skip_modules clearing the default lm_head exclusion. They are related in area, not duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "Issue #45674 is the better cluster representative because it states a clearer, more general BitsAndBytesConfig bug with a concrete reproduction and explicit configuration trigger.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#45674 is the most actionable and broadly applicable issue in the cluster; it identifies a specific configuration regression rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different failure modes and code paths: Gemma4 audio-module uint8 handling vs BitsAndBytesConfig skip-module exclusion logic. They share a broad 4-bit inference context but not the same underlying bug or fix." + "reason": "Different underlying bugs: torch.finfo TypeError on uint8 audio-module weights vs lm_head exclusion being removed and triggering an AssertionError. Same broad 4-bit area, but not the same fixable defect." } ] }, @@ -16362,7 +16330,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "fe18c5feab7c741564e440293cc674d13e8cf84c0e93c8bce74f0df139811311", + "prepared_review_unit_hash": "51767c263cb3bec0b1425a3af2403ddce620fc5a3eb897f82d57151eabd03f4f", "component_budget": { "node_count": 2, "item_count": 2, @@ -16384,18 +16352,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are just different personal-name/date strings with no shared bug report, code context, or discussion. They do not look like duplicates; this looks more like unrelated/spam entries.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the titles point to different people and different dates, with no evidence they describe the same underlying problem.", + "summary": "These are not duplicates; they are two unrelated closed issues that only resemble each other by having a personal name plus a date in the title.", + "confidence": 0.99, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If one must be selected, issue 45762 is only marginally preferable because it was created first, but it is not a true canonical duplicate target.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "The titles reference different names and birth dates, and there is no shared bug, feature, or code context. They do not appear to describe the same underlying issue." + "reason": "Different people and different dates; no shared bug report, code path, or issue target, so they do not represent the same underlying issue." } ] }, @@ -16425,7 +16393,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "88db9dcd1f4a9b091dec6d2a7205f9785010188b05dc0c91d5669cf526304492", + "prepared_review_unit_hash": "2c48eb63bee78029e799f977007edfb57244b3f075c83a5778e3d92b49a70390", "component_budget": { "node_count": 2, "item_count": 2, @@ -16447,18 +16415,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with no body, links, or technical context; they only share a loose naming/date pattern and do not look like the same underlying bug report.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45764 is not meaningfully distinguishable from 45765 as a duplicate candidate, but if one must be chosen, 45764 is simply the first and no evidence favors either as the canonical report.", + "summary": "The two issues are not duplicates; they are empty, unrelated entries with different names and dates and no supporting context. This cluster looks more like spam or accidental submissions than a real duplicate set.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the titles refer to different people/dates, and there is no body, linkage, or shared technical context indicating the same underlying report.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong canonical ticket because neither contains any actionable bug description; 45764 is marginally preferable only by ordering, not by content.", + "best_issue_reason": "Neither issue is a good representative for a duplicate cluster because they do not describe the same problem and provide no actionable content.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "No substantive issue content, explicit linkage, or shared technical subject; the titles are just different personal-name/date strings and do not indicate the same underlying bug." + "reason": "Different names and dates, with no description or shared context; they do not appear to be the same underlying issue." } ] }, @@ -16498,12 +16466,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "c41efad3a06d73b826b264e21627476395e30915279369a895d36a18adf13bb3", + "prepared_review_unit_hash": "533b03576de0827ca146983b499cd0ee9448f28a6dd73b6c8ae13d657a5c7a9e", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5722, + "serialized_chars": 5721, "estimated_input_tokens": 1431, "estimated_eval_tokens": 3118 }, @@ -16511,7 +16479,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5722, + "serialized_chars": 5721, "estimated_input_tokens": 1431, "estimated_eval_tokens": 3118 }, @@ -16520,69 +16488,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster appears to split into two likely duplicate issue pairs\u201445870/45871 and 45872/45873\u2014plus one unrelated dataset promo issue (45869). The duplicate calls should be treated as likely duplicates based on identical titles and matching body lengths, but not as proven exact body matches since the bodies are not shown.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45870 is the earliest representative of the strongest likely-duplicate pair ('Example: Financial time series prediction with DataForge'); it is the cleanest canonical choice in that pair, though the exact body text is not visible here.", + "summary": "Two exact duplicate issue pairs are present, but the cluster as a whole splits into different topics (dataset promo vs. two separate DataForge example/request variants), so there is no single true cluster-wide duplicate set.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45872 is the strongest representative of its duplicate pair: it has the more detailed title/body and is duplicated exactly by 45873; the other items are different topics rather than the same underlying issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45870 is the best global representative because it anchors one of the likely duplicate pairs, is earliest among its duplicate mate, and the remaining items are either a separate similar pair or a different dataset promo topic.", + "best_issue_reason": "45872 is the best overall issue because it is the most specific and substantive of the open issues, and it anchors one of the exact duplicate pairs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topics: a dataset bundle promo versus a DataForge example issue." + "reason": "Different topics: a financial dataset bundle promotion versus a DataForge time-series example. Similar keywords are not enough to treat them as the same issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: a dataset bundle promo versus a DataForge example issue." + "reason": "Different topics: dataset listing/promo versus a DataForge example. No evidence they describe the same underlying report." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Identical title and matching body length strongly suggest the same issue; likely duplicates, though the body text itself is not visible." + "reason": "Exact same title and matching body size strongly indicate the same issue/example duplicated." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Different titles and only soft-similarity signal; this looks like a separate DataForge topic, not the same underlying issue." + "reason": "Both mention financial/DataForge, but one is an example and the other adds a scraping service; these read like different requests, not one concrete issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different titles and only soft-similarity signal; this looks like a separate DataForge topic, not the same underlying issue." + "reason": "Same as 45870 vs 45872: related wording, but not the same underlying change or bug." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different titles and only broad topical overlap; not enough evidence that they are the same issue." + "reason": "Different request scope: example/prediction versus time series + scraping service." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different titles and only broad topical overlap; not enough evidence that they are the same issue." + "reason": "Different request scope: example/prediction versus time series + scraping service." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Identical title and matching body length strongly suggest the same issue; likely duplicates, though the body text itself is not visible." + "reason": "Exact same title and matching body size strongly indicate duplicate issues for the same request." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: the analyst overstates the evidence by calling 45870/45871 and 45872/45873 \u201cexact duplicate title/body\u201d pairs. The packet only shows identical titles and matching body lengths, plus soft-similarity signals; it does not provide the bodies to confirm exact duplication. A conservative reading is that these are likely duplicates, not proven exact matches. The rest of the verdicts are broadly conservative, but the summary and canonical reasoning need to be downgraded accordingly." + "accept": true, + "feedback": "The verdicts are conservative and supported by the packet: the two exact duplicate pairs are justified by identical titles and matching body lengths, while the non-duplicate calls rely on clearly different titles/topics and do not overreach. The cluster-level summary is also grounded in the evidence that these split into two separate topic groups rather than one unified duplicate set." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16643,196 +16611,196 @@ "pull_request:43823|pull_request:45899", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "5e14f3cde3d6565f00479a9ce3250515c28e0b2b1fbb9f4e40d37044e8b655e3", + "prepared_review_unit_hash": "ca849e6a6ad209d54d73f4e11fb3873df7d8ac6b3f940ff0d53d943a8d833990", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 26, - "serialized_chars": 39780, - "estimated_input_tokens": 9945, - "estimated_eval_tokens": 20146 + "serialized_chars": 39790, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 26, - "serialized_chars": 39780, - "estimated_input_tokens": 9945, - "estimated_eval_tokens": 20146 + "serialized_chars": 39790, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: model additions, docs updates, tokenizer utility changes, and unrelated bug fixes. The only clear duplicate pair is the two fixed_cross_entropy PRs against issue 43240; the rest should not be merged as duplicates.", - "confidence": 0.96, + "summary": "This cluster is mostly heterogeneous: it contains unrelated PRs for new models, docs, refactors, and small bug fixes. The only clear duplicate pair is the two `fixed_cross_entropy` PRs; everything else should stay separate.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the strongest canonical PR: it directly targets issue 43240, has the fuller implementation, and 43254 is the near-identical alternative in the same file/function.", + "canonical_pr_reason": "PR 43251 is the best canonical representative because it is the only true near-duplicate pair with 43254, it explicitly targets issue 43240, and its diff directly fixes `fixed_cross_entropy` by forwarding supported kwargs to `nn.functional.cross_entropy`.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best representative of the only true duplicate pair in this set; the remaining PRs are unrelated changes and not suitable for consolidation.", + "best_pr_reason": "PR 43251 is the strongest overall candidate in this cluster: it has a concrete bug target, the smallest and most focused code change, and a direct duplicate counterpart (43254).", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated PRs: VideoPrism model/docs implementation vs an ExecuTorch dynamic-shapes test." + "reason": "Unrelated PRs: VideoPrism model addition vs an ExecuTorch dynamic-shapes test. Same broad area of transformers, but not the same change or bug." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated changes: Mistral tokenizer helper methods vs adding the MobileLLM model." + "reason": "Mistral tokenizer method additions vs adding MobileLLM. Different model families and different change scopes." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API addition and ExecuTorch export test are different code paths and problems." + "reason": "Tokenizer API additions and an ExecuTorch export test are unrelated." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs adding a new model; different underlying changes." + "reason": "Processor auto-registration/robustness changes for audioflamingo3, lasr, phi4 multimodal, etc. are not the same change as adding MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwarg handling is unrelated to a new MobileLLM model implementation." + "reason": "`fixed_cross_entropy` kwargs handling is unrelated to introducing a new MobileLLM model." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different fixes: loss utility kwargs vs Mistral4 test/model adjustments." + "reason": "Loss-function kwargs support is unrelated to Mistral4 test fixes and model refactoring." }, { "left": "pull_request:43424", "right": "pull_request:45899", "accept": false, - "reason": "ExecuTorch export tests vs continuous batching docs; not the same bug/change." + "reason": "ExecuTorch dynamic-shape export tests and continuous batching docs are different concerns." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch exportability test and Mistral4 test/model fixes are unrelated." + "reason": "ExecuTorch export tests do not match Mistral4 test/model changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export testing has no overlap with adding MobileLLM." + "reason": "Dynamic-shape export tests are unrelated to adding a new model." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM is unrelated to a core config-resolution order fix." + "reason": "MobileLLM model addition and a `cls.config` resolution fix are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition vs Falcon output-collection refactor; different code paths." + "reason": "Adding MobileLLM is unrelated to Falcon output-interface refactoring." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactor is unrelated to Mistral4 test fixes." + "reason": "Falcon output-capture refactor and Mistral4 test fixes are different code paths." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor and model-creation skill addition are not the same change." + "reason": "Falcon model refactor is unrelated to the model-creation skill PR." }, { "left": "pull_request:43995", "right": "pull_request:45899", "accept": false, - "reason": "Falcon model refactor vs docs for continuous batching decode fast path; unrelated." + "reason": "Falcon output-interface refactor is unrelated to continuous batching documentation." }, { "left": "pull_request:44827", "right": "pull_request:45899", "accept": false, - "reason": "Mistral4 test/model fixes do not match the continuous batching decode fast-path docs change." + "reason": "Mistral4 tests/model fixes and continuous batching docs do not address the same bug or change." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and CLIP-like layrnorm renaming are different subsystems and fixes." + "reason": "Mistral4 test fixes are unrelated to the `layrnorm` -> `layernorm` renaming cleanup." }, { "left": "pull_request:44827", "right": "pull_request:45795", "accept": false, - "reason": "Mistral4 test/model changes are unrelated to docs for adding audio/video processors." + "reason": "Mistral4 fixes are unrelated to docs for audio/video processors." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes vs class config resolution order fix; different concrete problems." + "reason": "Mistral4 test/model changes are unrelated to config-resolution ordering in `modeling_utils`." }, { "left": "pull_request:45170", "right": "pull_request:45899", "accept": false, - "reason": "Weight-renaming for CLIP-like models is unrelated to docs about decode fast path." + "reason": "Weight-renaming cleanup for CLIP-like models is unrelated to continuous batching docs." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 bugfix/test PR is unrelated to the model-creation skill draft PR." + "reason": "Mistral4 fixes and the model-creation skill PR are not the same underlying change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "A new MobileLLM model and a model-creation skill are different artifacts, not the same bug/change." + "reason": "Adding MobileLLM is unrelated to the model-creation skill scaffolding PR." }, { "left": "pull_request:45213", "right": "pull_request:45899", "accept": false, - "reason": "Model-creation skill content is unrelated to continuous batching documentation." + "reason": "Model-creation skill tooling is unrelated to continuous batching documentation." }, { "left": "pull_request:45795", "right": "pull_request:45899", "accept": false, - "reason": "Docs for audio/video processors and docs for decode fast path address different documentation topics." + "reason": "Docs for audio/video processors and docs for decode fast path are distinct documentation additions, not the same change." }, { "left": "pull_request:43823", "right": "pull_request:45795", "accept": false, - "reason": "New MobileLLM model implementation vs docs for audio/video processors; unrelated." + "reason": "MobileLLM model addition and processor docs are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45899", "accept": false, - "reason": "MobileLLM addition is unrelated to continuous batching decode-path docs." + "reason": "MobileLLM model addition is unrelated to continuous batching docs." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same concrete code-path and same target issue 43240: both modify fixed_cross_entropy in loss_utils.py to forward cross_entropy kwargs; they are plausible alternatives to one merged fix." + "reason": "These are the same underlying bug fix: both modify `fixed_cross_entropy` in `loss_utils.py` to pass supported kwargs through to `nn.functional.cross_entropy`, and both target issue 43240." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly mergeable duplicate pair is 43251/43254: both target issue 43240 and modify the same fixed_cross_entropy path. The other rejected pairs are sufficiently different in file, subsystem, or change intent to not look like a single bugfix PR." + "feedback": "The summary is grounded in the packet, and the only accepted pair (43251/43254) is a genuine same-bugfix duplicate that looks mergeable into one PR. The other pair judgments are conservative and do not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -16859,12 +16827,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "d30d8b0ddbd9e8781b153144714ad2812140dd84262509fb17cb8613858e4ff3", + "prepared_review_unit_hash": "0eff68878a082cbda4113a5c98f02e590eddf1e4676dfea06482468f2806b263", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -16872,7 +16840,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -16881,18 +16849,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs work on VibeVoice, but they target different scopes: PR 40546 is the base implementation, while PR 42781 is a later VibeVoice Realtime expansion with additional acoustic tokenizer and generation changes. They are related, but not the same concrete change, so they should not be deduplicated.", - "confidence": 0.83, + "summary": "These are related VibeVoice feature PRs, but they are not duplicates: one implements the base VibeVoice model, while the other adds VibeVoice Realtime plus an acoustic tokenizer and generation changes. The overlap is in shared model scaffolding, not the same concrete change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42781 is the broader, newer VibeVoice effort and includes the realtime/acoustic-tokenizer path, so it is the better cluster representative than the initial base implementation in PR 40546.", + "canonical_pr_reason": "PR #40546 is the better canonical PR because it appears to be the original, broader VibeVoice implementation with the core model, docs, and auto-class wiring, whereas #42781 is a later draft focused on realtime/tokenizer extensions.", "best_issue_reason": null, - "best_pr_reason": "PR 42781 is the strongest representative of the VibeVoice work because it covers the more complete realtime feature set and related model components rather than only the initial implementation.", + "best_pr_reason": "PR #40546 is the strongest single representative of the cluster: it covers the core VibeVoice integration and is more complete than the draft realtime extension in #42781.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They share the same model family and several files, but 40546 is the initial VibeVoice implementation while 42781 adds VibeVoice Realtime plus acoustic-tokenizer/generation changes. Different feature scopes, so not the same underlying change." + "reason": "They share VibeVoice infrastructure files, but the change sets target different features: #40546 implements VibeVoice itself, while #42781 adds VibeVoice Realtime and an acoustic tokenizer. That is related work, not the same underlying PR change." } ] }, @@ -16922,7 +16890,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "481515828b615765673249d55baa3ee2dc272908e55bb32d0e1fe3dacae8da48", + "prepared_review_unit_hash": "d25530b4c76b83c5d0295cb12ee77cd7a30ea1d8414395bb4e53eb4143cfda46", "component_budget": { "node_count": 2, "item_count": 2, @@ -16944,18 +16912,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds covariate forecasting support to TimesFM, while the other adds image classification support for DINOv3ViT. They do not describe the same underlying bug or change.", - "confidence": 0.99, + "summary": "These PRs touch different models and different features: TimesFM covariate forecasting vs. DINOv3 image classification. They are not duplicates and should not be merged.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "41224 is the more focused PR and a cleaner representative of the cluster, but it is still unrelated to 40755 and should not be treated as a duplicate/merge candidate.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and different feature areas (TimesFM time-series covariates vs. DINOv3 image classification); no shared code-path problem or mergeable duplicate change." + "reason": "Different models, different code paths, and different feature goals (TimesFM covariates vs. DINOv3 image classification). No concrete overlap that would justify merging them into one PR." } ] }, @@ -17050,46 +17018,46 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "573d5579612f3407391159f5bd0fa545c67c76040b7ac5930ee1a9ec0d1cbb53", + "prepared_review_unit_hash": "dfcf5285f30eaaa3ff9ad23f3c5aeb4aef08aa4343d19f344bdf9b740279590d", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10404, - "estimated_input_tokens": 2601, - "estimated_eval_tokens": 5458 + "serialized_chars": 10452, + "estimated_input_tokens": 2613, + "estimated_eval_tokens": 5482 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10404, - "estimated_input_tokens": 2601, - "estimated_eval_tokens": 5458 + "serialized_chars": 10452, + "estimated_input_tokens": 2613, + "estimated_eval_tokens": 5482 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated model-addition pull requests. They share the usual Transformers boilerplate for registering new models, but each introduces a different model family and codepath, so none are duplicates or mergeable as one change.", + "summary": "These are three separate new-model addition PRs (DeepSeek OCR, Isaac, and Kimi2-6). They overlap heavily in boilerplate registration/docs, but they do not fix the same underlying bug or implement the same model change.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 45630 is the most substantial and heavily reviewed of the three, so it is the best representative if one must be chosen, but it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model families and implementations: DeepSeek OCR vs Isaac. Shared auto-registry/docs scaffolding is generic new-model plumbing, not the same underlying bug or feature." + "reason": "Different model integrations: DeepSeek OCR vs Isaac. Shared auto-registration and docs boilerplate is expected for new-model PRs and does not indicate the same change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different additions: Isaac vs Kimi2-6. They touch similar registration files, but they introduce separate model codepaths and cannot plausibly be merged into one PR." + "reason": "Different model integrations: Isaac vs Kimi2-6. They touch similar framework files, but the concrete model codepaths and target behavior are unrelated." } ] }, @@ -17119,7 +17087,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "12e149d25faaae870ac02e44d6882e9bde52e5c6891252ec1ffa847923f26998", + "prepared_review_unit_hash": "4b75d601b8bac44d5761c766d120fe76fe7a882cd1a41adf9ef66b444f149dd5", "component_budget": { "node_count": 2, "item_count": 2, @@ -17141,18 +17109,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both upgrade GitHub Actions in workflow files, but they target different actions and different change themes: one is for Node 24 compatibility of core GitHub actions, the other is a docker/build-push-action version bump. They are related in broad area only, not the same underlying change.", - "confidence": 0.92, + "summary": "These are related at a very broad GitHub Actions maintenance level, but they fix different actions in different workflows and do not look mergeable as one PR.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "42975 is the broader and more representative workflow-actions upgrade, centered on Node 24 compatibility across many workflows; 42976 is a separate docker/build-push-action bump.", + "canonical_pr_reason": "PR 42975 is the broader and more representative maintenance change: it upgrades multiple core workflow actions for Node 24 compatibility across many workflows, which better fits the cluster theme than the narrower docker-action bump in 42976.", "best_issue_reason": null, - "best_pr_reason": "42975 is the best single representative of the cluster because it captures the broader GitHub Actions compatibility work, while 42976 is a distinct docker-action upgrade.", + "best_pr_reason": "42975 is the best standalone PR for the cluster because it addresses the more central, cross-cutting workflow compatibility update rather than a single-action version bump limited to docker builds.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different concrete changes: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action to v6 in docker image workflows. They share the broad CI subsystem but not the same underlying bug or mergeable PR." + "reason": "Reject: both are workflow dependency upgrades, but 42975 updates checkout/cache/upload-artifact for Node 24 compatibility while 42976 only bumps docker/build-push-action in build workflows. Different code paths and different change intent." } ] }, @@ -17195,88 +17163,88 @@ "pull_request:44601|pull_request:45838", "pull_request:45490|pull_request:45838" ], - "prepared_review_unit_hash": "bd699948f2538e4252e276ee7c51399977268ab5b6b410f92e3c0f81ae45731c", + "prepared_review_unit_hash": "3d16c60273db22d73391350255fa970610479cfa97b4c0b8811eb5f8b7618d5d", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23513, - "estimated_input_tokens": 5879, - "estimated_eval_tokens": 12014 + "serialized_chars": 23542, + "estimated_input_tokens": 5886, + "estimated_eval_tokens": 12028 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23513, - "estimated_input_tokens": 5879, - "estimated_eval_tokens": 12014 + "serialized_chars": 23542, + "estimated_input_tokens": 5886, + "estimated_eval_tokens": 12028 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs only look similar at a broad level because they add models or touch shared auto/docs plumbing, but they are different model families or an unrelated distributed-loading feature. None of the soft edges represent the same underlying change.", - "confidence": 0.98, + "summary": "These are separate PRs for different model additions and one distributed-loading feature; none appear to be duplicates or the same underlying change. The shared files are mostly registry/docs boilerplate, not evidence of a common code path.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR: the set mixes unrelated model additions (ViT NEPA, Molmo, Molmo2, Lfm2Audio, CTSM, PP-OCRv6) plus an unrelated pipeline-parallel runtime change, so there is no single duplicate target.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "If forced to pick one representative, pull_request:45838 is the strongest standalone PR because it has a coherent feature scope around PP-OCRv6 text recognition variants and a substantial, self-contained implementation.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo. Shared auto/docs files are just common registration plumbing, not the same change." + "reason": "Different models: ViT NEPA vs Molmo. Overlap is only in docs/auto-registration scaffolding, not the same bug or feature." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo2. They are separate model families despite both touching Transformers registration files." + "reason": "Different models and implementations: ViT NEPA vs Molmo2. Shared registry files do not indicate one underlying change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions: ViT NEPA vs CTSM. Same broad subsystem, but not the same bug or feature." + "reason": "ViT NEPA model addition is unrelated to CTSM model support; they touch different model families and code paths." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by naming, but the PRs add distinct model implementations and docs, not one concrete change." + "reason": "Molmo and Molmo2 are separate model families/versions with distinct configs, processors, and modeling code; not mergeable as one fix." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model families; overlap is limited to generic auto/docs updates." + "reason": "Molmo model support and CTSM model support are unrelated additions despite both updating the model registry." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are separate model additions with different codepaths and model docs." + "reason": "Molmo2 and CTSM are different models with different implementations and tests; no shared concrete bug or change." }, { "left": "pull_request:43973", "right": "pull_request:45838", "accept": false, - "reason": "Lfm2 audio support vs PP-OCRv6 text recognition support are unrelated model additions; only the surrounding registration/docs files overlap." + "reason": "Lfm2 audio support and PP-OCRv6 text-recognition support are different model additions with unrelated code paths." }, { "left": "pull_request:44601", "right": "pull_request:45838", "accept": false, - "reason": "Distributed pipeline-parallel loading support is unrelated to PP-OCRv6 model support; they do not fix the same code-path problem." + "reason": "Pipeline-parallel loading infrastructure is a core distributed systems change, while PP-OCRv6 is a model-specific addition; they cannot plausibly be one PR." }, { "left": "pull_request:45490", "right": "pull_request:45838", "accept": false, - "reason": "CTSM model support and PP-OCRv6 text recognition support are different features, with only generic registry/docs overlap." + "reason": "CTSM model support and PP-OCRv6 text-recognition support are distinct model integrations, not the same underlying change." } ] }, @@ -17298,85 +17266,63 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43291-4", + "cluster_id": "cluster-43291-3", "nodes": [ "pull_request:43291", "pull_request:43665", - "pull_request:44815", - "pull_request:45892" + "pull_request:44815" ], "soft_pairs": [ "pull_request:43291|pull_request:43665", "pull_request:43291|pull_request:44815", - "pull_request:43291|pull_request:45892", - "pull_request:43665|pull_request:44815", - "pull_request:43665|pull_request:45892", - "pull_request:44815|pull_request:45892" + "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "0019a58ca6bf35b117f8153601fd391b1f234580e641c1ae440f699efe956acb", + "prepared_review_unit_hash": "c652ce3e32fdff6a7fb0fecfc8a501b1fb0a12c5fa975f78ddceca4deade25bd", "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 10707, - "estimated_input_tokens": 2677, - "estimated_eval_tokens": 5610 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 }, "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 10707, - "estimated_input_tokens": 2677, - "estimated_eval_tokens": 5610 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: they target unrelated subsystems and fixes (Whisper tokenization/tests, CLIP/ViT test edits, FP8 dequantization/loading, and DeepSeek v4 implementation/docs).", + "summary": "These pull requests are not duplicates: one is a Whisper tokenizer/test fix, one is a test-only change with no real bugfix signal, and one is an FP8 dequantization/loading fix across multiple files. No soft edges should be accepted.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits this cluster because the PRs do not share the same underlying bug or change; they are separate, unrelated changes. If one must be named as the most substantive standalone fix, 44815 is the most coherent, but it is not a duplicate of the others.", + "canonical_pr_reason": "pull_request:44815 is the most substantive and coherent fix in the set, with a concrete code-path change in model loading and FP8 integration plus associated tests.", "best_issue_reason": null, - "best_pr_reason": "44815 is the best standalone PR in terms of completeness and technical coherence: it addresses a specific FP8 dequantization/loading path across code and tests. The others are either test-only/placeholder-like or concern different models and features.", + "best_pr_reason": "pull_request:44815 best represents the cluster because it contains the clearest real bugfix work and broadest code impact; the other PRs are either unrelated or test noise.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decode/test fix vs. CLIP/ViT test edits; different models and different problems." + "reason": "Whisper tokenizer decoding fixes are unrelated to the CLIP/ViT test edits; this looks like a test-only or noise PR, not the same underlying change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper batch/timestamp decode logic is unrelated to FP8 dequantization and model loading." - }, - { - "left": "pull_request:43291", - "right": "pull_request:45892", - "accept": false, - "reason": "Whisper tokenizer/tests and DeepSeek v4 model/docs are separate code paths with no shared concrete bug." + "reason": "Whisper decode logic and FP8/model-loading dequantization are different subsystems and different bugs; they would not plausibly merge into one PR." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-only changes for CLIP/ViT do not match an FP8 dequantization/loading fix." - }, - { - "left": "pull_request:43665", - "right": "pull_request:45892", - "accept": false, - "reason": "CLIP/ViT test edits are unrelated to DeepSeek v4 model implementation and docs." - }, - { - "left": "pull_request:44815", - "right": "pull_request:45892", - "accept": false, - "reason": "FP8 quantization/dequantization changes are unrelated to DeepSeek v4 architecture and test/doc updates." + "reason": "The CLIP/ViT test edits are unrelated to the FP8 dequantization and model-loading fix; shared 'tests' presence is too broad to indicate the same change." } ] }, @@ -17406,12 +17352,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "75cfd2b35a876a9ef79fbb8e838326a0bb4bbe8959700ce00a4212eb9a27d6b9", + "prepared_review_unit_hash": "402598fcdc1d1789551a4ca6144c799b1fd8650dca42c440348208562e6bf2bf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4562, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -17419,7 +17365,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4562, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -17428,18 +17374,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: one is a small packaging/setup change, while the other rewrites CI/workflow and testing utility behavior. They only overlap on a Vit test file, which is incidental.", + "summary": "These are both non-mergeable test/instrumentation PRs, but they address different things: #43488 is a small repo-bot/setup/version-format check, while #43532 changes CI/workflow and testing utilities. The shared Vit test file looks incidental, not a shared underlying bug or change.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "#43532 is the better representative PR because it contains the broader substantive workflow/testing changes; #43488 is a small formatting/check PR and not the same change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "#43532 is the strongest standalone PR in the cluster: it has the most concrete code-path impact and the richest change set, whereas #43488 is a narrow bot/check exercise.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different underlying changes and code paths: PR 43488 is about setup/version/dependency metadata, while PR 43532 changes CI workflows and testing/notification utilities. Shared Vit test filenames do not make them the same fix." + "reason": "Different underlying changes: #43488 is about repo-bot/version formatting and a small setup tweak, while #43532 rewires CI/workflow behavior and related testing utilities. Shared test filename is not enough to treat them as the same fix." } ] }, @@ -17469,12 +17415,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "d348b222343b51bf6a4e36bd81e6bdd308c46ea5a4e2885d493a3d67cbdf4713", + "prepared_review_unit_hash": "04edf05ae4e7cb570e06e0cf36fd27b573bdcfc1b9224f1f9bc55a91dae5ef80", "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 }, @@ -17482,7 +17428,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17491,18 +17437,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct PRs adding different segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share scaffolding and docs wiring, but the underlying task/model support differs, so they should not be treated as duplicates.", - "confidence": 0.92, + "summary": "These are related add-new-feature PRs with overlapping scaffolding, but they implement different pipelines and different underlying segmentation tasks, so they should not be treated as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43613 is the broader, more fully integrated pipeline addition, with support across SAM/EdgeTam-related models and dedicated tests/docs. It is the better representative of this cluster than the narrower concept-segmentation PR.", + "canonical_pr_reason": "No canonical PR: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation; they target different features and code paths.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the best representative because it covers the more general promptable visual segmentation feature and includes more complete implementation and validation work.", + "best_pr_reason": "43613 is the more comprehensive standalone PR in terms of model/test coverage, but it is still a distinct feature rather than a duplicate of 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Do not merge: they add different pipelines for different tasks/code paths (concept segmentation vs visual segmentation). Shared docs/registry updates are not enough to make them the same underlying change." + "reason": "They share documentation/pipeline scaffolding, but the actual feature is different: concept segmentation vs visual segmentation, with different task docs, pipeline modules, and model integrations." } ] }, @@ -17532,7 +17478,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "f742b799f08897de5b079c7e840ca2a912367f734e4500eb1ecd65ebc5d36125", + "prepared_review_unit_hash": "e666371523a501b662038b606174de4b9407c3d90e00a895a3716aecb73002ee", "component_budget": { "node_count": 2, "item_count": 2, @@ -17554,18 +17500,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related to `trainer.py` extensibility, but they address different behaviors: gradient-accumulation loss scaling vs. dataset column filtering/signature inspection. They are not duplicates.", + "summary": "The two PRs are both in `trainer.py` but address different Trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-based column filtering for custom trainers. They do not look like the same underlying bug or change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs are unrelated functional changes in Trainer and should remain separate.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single best PR for this cluster; neither PR subsumes the other because they solve different problems.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Reject: PR 43651 changes training-step loss scaling for gradient accumulation, while PR 43663 adds a helper for model signature-based column filtering. Different code paths and different underlying changes." + "reason": "Different code paths and behaviors: 43651 changes loss normalization during training_step, while 43663 adds a hook for signature column filtering. Shared filename alone is not enough to treat them as duplicates." } ] }, @@ -17597,56 +17543,56 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "8e5aebd9e28b93dbaaa57714a0b143d8e3d3b30bca7a6cd8cc55a229bf96b7b8", + "prepared_review_unit_hash": "f8b0bc83a19762b0b6a91d6950f303dfaaf448d2eadc8251d063d75a3c947c0d", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "PR 43842 is the clearest targeted fix for the `TypeAdapter` NameError in `src/transformers/cli/serve.py`. The other two PRs touch the same file and related tracking issue, but the shown diffs are too broad/indirect to treat them as the same concrete bugfix or safely mergeable duplicates.", - "confidence": 0.87, + "summary": "PR 43842 is still the best representative for the specific TypeAdapter NameError fix in serve.py. PR 43836 remains close enough to treat as a duplicate-change candidate, but PR 43656 looks more like a related/overlapping annotation cleanup in the same file than a clearly same-bug fix.", + "confidence": 0.76, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the most precise fix: it directly imports `TypeAdapter` under `TYPE_CHECKING` and stringifies the annotation to avoid the NameError, with the smallest and most focused change set.", + "canonical_pr_reason": "PR 43842 is the cleanest, most narrowly scoped fix for the TypeAdapter NameError in serve.py, with the most direct failure description and minimal surrounding changes.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best global representative because it addresses the exact runtime name-resolution problem with minimal scope, unlike the other PRs whose previews show broader annotation cleanup.", + "best_pr_reason": "PR 43842 is the best representative because it directly targets the runtime NameError when pydantic is absent, without the broader refactor/annotation cleanup present in the others.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "The shared file alone is not enough here: the visible changes in 43656 are mostly `__future__` annotations and broader type-annotation cleanup, not a clear fix for the same `TypeAdapter` NameError. The evidence does not support treating them as the same bugfix." + "reason": "Same file and broadly similar typing context, but the packet evidence only supports soft similarity; the diff preview does not clearly show the same concrete TypeAdapter/pydantic fix, so this is better treated as related rather than duplicate-compatible." }, { "left": "pull_request:43836", "right": "pull_request:43842", - "accept": false, - "reason": "Both PRs target `serve.py` and share issue linkage, but 43836 looks like a broader annotation refactor while 43842 is a narrow `TypeAdapter` import/string-annotation fix. That is related, but not enough to conclude the same underlying change or a safe duplicate merge." + "accept": true, + "reason": "Both appear to address the same TypeAdapter NameError in transformers/cli/serve.py and are plausibly alternative fixes for the same concrete bug." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary overstates the evidence. PR 43656 does touch `serve.py`, but the shown changes are about adding `__future__` annotations and adjusting other type annotations; the packet does not support calling it the same `TypeAdapter` NameError fix as 43842. For 43836 vs 43842, the shared file and issue target show relatedness, but the diffs are not enough to conclude they are the same bugfix or safely mergeable into one PR; 43836 looks like a broader annotation cleanup, while 43842 is a narrow `TypeAdapter` import/annotation change. The conservative conclusion is that 43842 is the clearest targeted fix, but the other pairings should not be accepted on this evidence." + "feedback": "The 43836\u219443842 pairing is reasonably supported, but the 43656\u219443842 verdict is a bit too strong for the evidence in the packet. For 43656, the support is mainly shared file/title and soft similarity; the diff preview does not clearly show the same TypeAdapter/pydantic fix, so calling it the same concrete bugfix is more confident than the packet justifies. A more conservative wording would be that it is related or possibly overlapping, not definitively duplicate-change-compatible." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17776,13 +17722,13 @@ "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:44068|pull_request:44722", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44086", "pull_request:44018|pull_request:44085", - "pull_request:44071|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", @@ -17831,349 +17777,391 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "df5ef87b77dd602b21836eba54907360aaafe300ae8553a0c763be43b534db1e", + "prepared_review_unit_hash": "2d5c6f031df507889f32e98820f369812d7d877ef3f4b4a1d9c40ab77ad5395c", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84885, - "estimated_input_tokens": 21222, - "estimated_eval_tokens": 42700 + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75083, - "estimated_input_tokens": 18771, - "estimated_eval_tokens": 37798 + "serialized_chars": 75095, + "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 collection of model-specific standardized output-tracing refactors rather than one broad duplicate. The only convincing duplicate subclusters are GPT-J/CodeGen and GPT-Neo. #43979 is a shared umbrella tracker for part of the cluster, but many PRs do not explicitly target it.", - "confidence": 0.87, - "canonical_issue_reason": "#43979 is the best issue anchor because it is the shared umbrella tracker explicitly referenced by several PRs in the cluster and best captures the recurring standardized output-tracing refactor theme, though many PRs do not link it.", - "canonical_pr_reason": "PR #44722 is the best PR anchor because it most clearly represents the GPT-J/CodeGen duplicate subcluster, with concrete overlap in modeling_gptj.py and modeling_codegen.py and an explicit #43979 link.", - "best_issue_reason": "#43979 is the strongest issue anchor for the cluster as a whole because it is the recurring tracker for the standardized output-tracing work, but it should be described conservatively as shared by several PRs rather than most.", - "best_pr_reason": "PR #44722 is the cleanest single PR representative of the shared GPT-J/CodeGen refactor, and it best captures the concrete duplicate change among the cluster's PRs.", + "summary": "This cluster is mostly a set of model-specific output-tracing refactors tied to the same broader initiative, not true duplicates. Most soft links connect unrelated models that happen to share the same standardized-decorator theme or issue target. Only the GPT-Neo pair and the GPT-J pair(s) look like the same underlying change family.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the clearest representative: it has an explicit issue target, a focused standardized output-tracing refactor, and concrete code changes in the GPT-J/CodeGen path.", + "best_issue_reason": null, + "best_pr_reason": "PR 44066 is the strongest single representative of the cluster because it directly implements the shared output-tracing migration with explicit issue linkage and a coherent code-path change.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and different code paths; same umbrella refactor theme only." + "reason": "Different models and code paths (FNet/CVT vs GPT-J); same umbrella refactor theme is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Cvt/FNet and DeBERTa v2 are unrelated model implementations." + "reason": "Different models (FNet/CVT vs DeBERTa); only the tracing refactor pattern is shared." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors in modeling_gptj.py and look like duplicate iterations of the same concrete change." + "reason": "Both refactor GPT-J output tracing in the same file/path; 44066 is broader, but this looks like the same underlying GPT-J change family." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet and EfficientNet are different vision-model code paths; only the refactor style matches." + "reason": "ResNet vs EfficientNet are separate model implementations; not the same bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated model implementations." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet do not share the same concrete bug or code path." + "reason": "GPT-J/CodeGen vs EfficientNet are unrelated changes despite similar refactor style." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are unrelated model-specific refactors." + "reason": "MobileNetV2 vs DeBERTa are unrelated models." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are different model code paths." + "reason": "GPT-J/CodeGen vs MGP-STR are different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate model implementations; shared theme is too broad." + "reason": "GPT-J/CodeGen vs MPT are separate model refactors, not one shared fix." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model file and appear to be duplicate versions of the same change." + "reason": "Both target GPT-Neo output tracing in the same model/file; they look like overlapping implementations of the same refactor." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model-specific refactors." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model implementations." + "reason": "GPT-J/CodeGen and GPT-Neo are different models; shared initiative only." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are distinct model refactors, not one duplicate fix." + "reason": "GPT-Neo and GPT-J/CodeGen are different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated concrete changes." + "reason": "ResNet and GPT-J/CodeGen are unrelated." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model code paths." + "reason": "MGP-STR vs GPT-J/CodeGen are different model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are separate model refactors with no shared concrete fix." + "reason": "ResNet vs GPT-J are unrelated models." }, { "left": "pull_request:44018", - "right": "pull_request:44071", + "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and MPT are different model-specific refactors." + "reason": "GPT-Neo vs ResNet are unrelated model refactors." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT do not share the same underlying bug or change." + "reason": "ResNet vs MPT are separate models and code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different model families and separate changes." + "reason": "GPT-Neo vs Flaubert/XLM are unrelated models." }, { - "left": "pull_request:44068", - "right": "pull_request:44722", + "left": "pull_request:44018", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are distinct model refactors, even if both are output-tracing related." + "reason": "GPT-Neo vs Flaubert/XLM are unrelated models." }, { - "left": "pull_request:44018", - "right": "pull_request:44116", + "left": "pull_request:44068", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM are unrelated concrete changes." + "reason": "GPT-Neo and GPT-J/CodeGen are different models." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different implementations; shared theme is too broad." + "reason": "MPT vs GPT-J/CodeGen are unrelated model paths." }, { - "left": "pull_request:44059", + "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated model-specific changes." + "reason": "GPT-Neo vs MGP-STR are unrelated." }, { "left": "pull_request:44018", - "right": "pull_request:44059", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J are different model refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR are unrelated models." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT vs GPT-J are unrelated." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and GPT-2 are separate model refactors, not one duplicate bug fix." + "reason": "GPT-2 vs MGP-STR are different model code paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different model code paths." + "reason": "GPT-J vs MGP-STR are unrelated." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated model changes." + "reason": "ViLT vs Flaubert/XLM are unrelated models." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different model-specific refactors." + "reason": "GPT-2 vs GPT-J/CodeGen are unrelated." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated concrete changes." + "reason": "GPT-Neo vs MPT are different model implementations." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44071", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model implementations." + "reason": "Segformer vs MPT are unrelated models." }, { - "left": "pull_request:44018", - "right": "pull_request:44074", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and TextNet do not share the same concrete code-path change." + "reason": "Segformer vs GPT-J/CodeGen are unrelated." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "ViLT and LongT5 are unrelated model-specific refactors." + "reason": "Segformer vs VisualBert are separate model refactors." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "MPNet and Flaubert/XLM are distinct model refactors." + "reason": "MPT vs MGP-STR are unrelated." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBert are different models." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and SegFormer are different models and different code paths." + "reason": "Segformer vs GPT-Neo are unrelated model paths." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated changes." + "reason": "RegNet vs MPNet are separate models." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are separate model implementations; only the refactor style matches." + "reason": "MPT vs ImageGPT are unrelated." }, { "left": "pull_request:44074", - "right": "pull_request:44161", + "right": "pull_request:44101", "accept": false, - "reason": "TextNet and LongT5 are unrelated model-specific refactors." + "reason": "TextNet vs Flaubert/XLM are different models." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different concrete changes." + "reason": "MPNet vs LongT5 are unrelated." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model refactors." + "reason": "RegNet vs GPT-Neo are unrelated." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 do not share the same underlying bug or change." + "reason": "RegNet vs LongT5 are unrelated models." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5 are unrelated." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "MPT and SpeechT5 are different model code paths." + "reason": "MPNet vs Flaubert/XLM are unrelated." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are unrelated concrete changes." + "reason": "SqueezeBert vs MPT are unrelated models." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different model-specific refactors." + "reason": "GPT-Neo vs SpeechT5 are separate model code paths." }, { "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert vs VisualBert are unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet vs TextNet are unrelated model refactors." + }, + { + "left": "pull_request:44018", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa v2 are unrelated code paths." + "reason": "GPT-Neo vs DeBERTa are different models." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 and TextNet are different model changes." + "reason": "DeBERTa vs TextNet are unrelated." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen standardized output-tracing refactor; 44722 consolidates the same underlying change." + "reason": "Both touch GPT-J output tracing and overlap on the same underlying model refactor; 44722 appears to be an extension of the same GPT-J family." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both touch GPT-J output tracing in the same file and appear to be the same underlying refactor, with 44722 as the consolidated version." + "reason": "Both are GPT-J output-tracing refactors in the same model/file, so they look like the same underlying change family." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model implementations." + "reason": "GPT-J vs SpeechT5 are unrelated models." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Cvt/FNet and RegNet/ResNet are different model families." + "reason": "FNet/CVT vs ResNet are unrelated model paths." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "Cvt/FNet and SpeechT5 are unrelated concrete changes." + "reason": "FNet/CVT vs SpeechT5 are unrelated models." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are distinct model-specific refactors." + "reason": "DeBERTa vs SpeechT5 are unrelated." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and Vits are unrelated model implementations." + "reason": "DeBERTa vs VITS are different model implementations." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level summary is mostly grounded, but one anchor claim is overstated: `#43979` is clearly a shared umbrella issue, yet the packet does not show it as the target for *most* PRs in the cluster. Several PRs have no explicit issue link. Please keep that wording conservative. The duplicate judgments that are accepted look plausible, especially the GPT-J/CodeGen pair and the GPT-Neo pair, but the issue-anchor rationale needs to be tightened before accepting." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The accepted pairs all appear to be within the same model/file family and plausibly mergeable into one bugfix PR, while the rejected pairs mostly involve clearly unrelated model implementations despite sharing the broader output-tracing initiative. The choice of PR 44066 as the canonical representative is also supported by the explicit issue link and focused GPT-J/CodeGen path." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18208,20 +18196,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "b201d2d159faa142de47b4beaa44e6f59c1600100ca6b7b532a6566c340cd4b2", + "prepared_review_unit_hash": "7afb0ce801bb80308a2fd704af32687499ee39b339cb255fc6042cba50a4f1a2", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84885, - "estimated_input_tokens": 21222, - "estimated_eval_tokens": 42700 + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17123, + "serialized_chars": 17124, "estimated_input_tokens": 4281, "estimated_eval_tokens": 8818 }, @@ -18230,48 +18218,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are model-specific refactors to standardized output tracing/capture across different architectures, not the same underlying bug or change. The cluster is thematically related, but the PRs should remain separate.", - "confidence": 0.93, + "summary": "These PRs are all model-specific refactors to standardized output capture/tracing, but they target different architectures and code paths. They look like the same refactor pattern, not the same underlying change, so they should not be merged as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the best representative: it is a clear output-tracing refactor, has an explicit issue target, and the diff is self-contained and easy to understand.", + "canonical_pr_reason": "PR #44129 is the strongest representative of the group because it has the clearest scope and an explicit issue link, but it still addresses SpeechT5 only, not the broader set.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest standalone example of the cluster because it directly implements the standardized output capture pattern with an explicit tracked issue, making it the clearest anchor for this theme.", + "best_pr_reason": "PR #44129 is the best single PR to represent the theme since it includes an explicit tracking issue and a substantial output-tracing cleanup in one model.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different model code paths (FocalNet vs ImageGPT). They are not the same fix and would not be merged as one PR." + "reason": "Both are standardized output-tracing refactors, but for different models (FocalNet vs ImageGPT). They do not fix the same concrete code-path problem." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "These are separate model migrations to the same tracing pattern, but VisualBert and TextNet are unrelated code paths. Similar subsystem is not enough for duplicate PR merging." + "reason": "Both migrate output handling to decorators/capture_outputs, but one is VisualBert and the other is TextNet; separate model implementations, not one shared bug." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert each refactor their own output-capture logic; this is a shared pattern, not the same concrete bug or change." + "reason": "MPNet and VisualBert are different architectures with different tracing paths. Similar refactor theme is not enough to treat them as duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different models and different forward/output machinery. The overlap is only the standardized tracing approach, so this is not a duplicate change." + "reason": "Both touch standardized output collection, but for different model backends (MPNet vs TextNet). Not the same underlying fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated implementations. These PRs share the migration theme but not the same underlying code-path problem." + "reason": "RegNet and SqueezeBert changes are model-specific output-tracing updates. They are not the same code-path change and would not be merged as one PR." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are separate model-specific refactors. The shared issue label/theme is insufficient to treat them as the same PR." + "reason": "SqueezeBert vs SpeechT5 affect different model internals; they share a refactor style but not a single bug or change request." } ] }, @@ -18351,262 +18339,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "58295d7bcd5a48d5222e354f40d27830f845787b19c29eb593df82a7a9808286", + "prepared_review_unit_hash": "af1658b435caaf28d7ed442d1c7d4cd18b2bc5a3445e4a1e553d4d76df628c71", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40173, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40156, + "estimated_input_tokens": 10039, + "estimated_eval_tokens": 20334 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40173, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40156, + "estimated_input_tokens": 10039, + "estimated_eval_tokens": 20334 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are refactor-style pull requests for output tracing in different model families. They are thematically similar but not duplicate code-path changes, so I reject every soft edge. I treat PR #44003 as the best canonical representative because it is the most substantial multi-file tracing refactor among the set.", - "confidence": 0.82, + "summary": "These PRs are all model-specific output-tracing refactors (`can_return_tuple`, `capture_outputs`, or related cleanup) across different architectures. They share a theme, but they do not describe the same concrete bug/change and should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44003 is the strongest representative of the cluster: it is a broader multi-file output-tracing refactor spanning related Mamba/FalconMamba code, whereas the others are narrower model-specific variants.", + "canonical_pr_reason": "PR #44003 is the strongest anchor for the cluster because it makes the broadest tracing-related change set and introduces the new output-capturing plumbing across closely related Mamba variants.", "best_issue_reason": null, - "best_pr_reason": "PR #44003 best captures the shared pattern while still being the most substantial implementation in the group; it is the most suitable single representative for triage.", + "best_pr_reason": "PR #44003 is the best representative of the cluster\u2019s core refactor pattern: it is more substantial than the single-model follow-ups and includes the main tracing infrastructure changes.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but timm_backbone and upernet are different model code paths; not one mergeable bug/change." + "reason": "Different model implementations (`timm_backbone` vs `upernet`); same refactor style only, not the same code-path change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but for different models (timm_backbone vs vision_text_dual_encoder); not duplicates." + "reason": "Different models (`timm_backbone` vs `vision_text_dual_encoder`); similar output-wrapper cleanup, but not one underlying bug." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model families and implementations; similar tracing cleanup, not the same underlying change." + "reason": "Different model families (`timm_backbone` vs `univnet`); only a shared refactor theme." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "timm_backbone and mamba/falcon_mamba are unrelated code paths; only the refactor style matches." - }, - { - "left": "pull_request:43998", - "right": "pull_request:44004", - "accept": false, - "reason": "CodeGen and timm_backbone fix different components; cannot be merged as one concrete fix." + "reason": "Separate architectures and files; both touch output tracing, but not the same concrete fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different models and execution paths; same tracing refactor pattern only." + "reason": "Different models (`timm_backbone` vs `rwkv`); output-tracing similarity is too broad to treat as a duplicate." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model implementations; not the same bug/change." + "reason": "Different models (`mobilenet_v1` vs `univnet`); both refactor outputs, but they do not fix the same path." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "MobileNetV1 vs UperNet: same refactor motif, different model code paths." + "reason": "Different architectures (`mobilenet_v1` vs `upernet`); same general refactor, not the same issue." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families (MobileNetV1 vs Depth Anything); not a duplicate fix." + "reason": "Different model targets (`mobilenet_v1` vs `depth_anything`); similar output tracing cleanup only." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 and VisionEncoderDecoder touch unrelated forward paths; only broadly similar." + "reason": "Different code paths and model families; not plausibly one merged PR for the same bug." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and SpeechEncoderDecoder are different subsystems; not one mergeable change." + "reason": "Different model implementations (`mobilenet_v1` vs `speech_encoder_decoder`); only a shared refactor pattern." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are different model code paths; similarity is only mechanical." + "reason": "Different models (`vision_text_dual_encoder` vs `univnet`); output-tracing changes are unrelated at the bug level." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models (vision-text dual encoder vs UperNet); not the same underlying issue." + "reason": "Different model files and behavior surfaces; same general cleanup, not one concrete fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder and Mamba/FalconMamba are unrelated implementations; not duplicates." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "CodeGen and vision-text dual encoder address different forward/tracing code paths." + "reason": "These are separate model-specific refactors; no shared failing code-path is evident." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and target code paths; only the refactor pattern matches." + "reason": "Different model families and implementations; too broad to merge as duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated model implementations; not one concrete fix." + "reason": "Different architectures (`univnet` vs `upernet`); similar API cleanup only." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files; similar output-tracing cleanup only." + "reason": "Different model code paths (`univnet` vs `mamba`/`falcon_mamba`); not the same underlying bug." }, { "left": "pull_request:44001", - "right": "pull_request:44004", + "right": "pull_request:44025", "accept": false, - "reason": "UnivNet and CodeGen fix different model-specific forward methods." + "reason": "Different model implementations; both are tracing refactors, but not one duplicate change." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are different subsystems; same theme, different change." + "reason": "Different model families (`upernet` vs `rwkv`); same refactor theme, not the same fix." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet and Mamba/FalconMamba are unrelated model code paths; not duplicates." + "reason": "Separate code paths and architectures; output-tracing similarity alone is insufficient." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/FalconMamba and SuperPoint are different models; only broadly similar tracing refactor." + "reason": "`mamba`/`falcon_mamba` refactor vs `superpoint`; unrelated implementations." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different concrete implementations (Mamba vs CodeGen); not the same fix." + "reason": "`mamba`/`falcon_mamba` output tracing vs `codegen` cache/output refactor; not the same concrete bug or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and output semantics; the changes are not interchangeable." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` touch unrelated forward paths; too broad to merge." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and output shapes; no shared underlying defect." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths; same refactor language does not make them duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and VisionEncoderDecoder are different model wrappers; not one underlying bug." + "reason": "Different model families (`depth_anything` vs `vision_encoder_decoder`); related tooling, not the same fix." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and SpeechEncoderDecoder are separate code paths; similarity is superficial." + "reason": "Different models and forward paths; same output-tracing cleanup only." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint target different models and forward logic." + "reason": "`depth_anything` vs `superpoint`; not the same concrete bug or code change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated model families; not duplicates." + "reason": "Different model implementations and tracing mechanisms; not mergeable as one PR." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR touch different model-specific tracing paths." + "reason": "Different models (`depth_anything` vs `dpr`); similar refactor theme only." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are distinct wrappers; same style, different change." + "reason": "Different model families (`vision_encoder_decoder` vs `rwkv`); no shared failing path." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different model families and forward paths; not the same concrete fix." + "reason": "Different encoder-decoder stacks and outputs; same pattern, not same change." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated implementations; not a duplicate." + "reason": "Unrelated model implementations; output tracing refactors are independent." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model code paths (vision encoder-decoder vs DPR); only the refactor pattern is shared." + "reason": "Different model code paths (`vision_encoder_decoder` vs `dpr`); not duplicates." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models; not one mergeable change." + "reason": "Different model families (`speech_encoder_decoder` vs `superpoint`); no single concrete bug." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder and RWKV are different subsystems; similar tracing cleanup only." + "reason": "Different implementations and output surfaces; only the refactor motif matches." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR fix different model-specific forward code." + "reason": "`speech_encoder_decoder` and `dpr` are unrelated code paths; not one change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are different model families; not the same underlying issue." + "reason": "Different architectures (`superpoint` vs `rwkv`); not the same underlying issue." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR target different code paths; not duplicates." + "reason": "Different model implementations and outputs; too broad to merge." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated models; only broad output-tracing similarity." + "reason": "Different model families (`rwkv` vs `dpr`); same tracing theme only." } ] }, @@ -18639,12 +18639,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "93b3cc655fc6b6a6ab072af555e2a9ecab39179a0b07f42edbf295a4977c19b9", + "prepared_review_unit_hash": "8877a6f130026fc9ba82164629d1de54f22f4d6382c2bd20668eb6f1229bde70", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, + "serialized_chars": 10914, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -18652,7 +18652,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, + "serialized_chars": 10914, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -18661,30 +18661,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs for PenguinVL, DeepSeek-OCR-2, and Voxtral TTS. They overlap on standard Transformers boilerplate, but each targets a different model and codepath, so none should be treated as duplicates.", - "confidence": 0.94, + "summary": "Three separate model-addition PRs with overlapping registration/docs scaffolding, but they target different architectures and use cases: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS. No duplicate pair appears to fix the same concrete code-path problem.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true duplicate of the others; if one must be picked as the representative, PR 45075 is the strongest candidate because it is the most complete, has the highest review activity, and includes an explicit issue target.", + "canonical_pr_reason": "PR #45075 is the strongest representative if one must be chosen: it is a full model integration with explicit implementation, conversion tooling, tests, and an associated config update, plus substantial review activity. That said, it is not a duplicate of the other PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the best overall representative of the cluster because it is the most developed integration and most clearly tied to a tracking issue, even though the other PRs are distinct model additions.", + "best_pr_reason": "PR #45075 is the best standalone PR in this cluster because it looks the most complete and self-contained, with broad integration work and explicit supporting tooling/tests. The other PRs are distinct model ports rather than alternative fixes for the same change.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions: PenguinVL vs Voxtral TTS. Shared framework/doc boilerplate is expected, but they implement different architectures and targets." + "reason": "Different models and different problem domains: PenguinVL is a vision-language model implementation, while Voxtral TTS is a text-to-speech model. Shared auto-registration and docs files are generic model-integration boilerplate, not evidence of the same underlying change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different model additions: PenguinVL vs DeepSeek-OCR-2. Similar Transformers wiring does not make them the same underlying change." + "reason": "Both are new model integrations, but they implement different models (PenguinVL vs DeepSeek-OCR-2) with different architectures, files, and expected behavior. Overlap is limited to standard HF registration/docs paths." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions: DeepSeek-OCR-2 vs Voxtral TTS. They touch overlapping auto/docs files, but the concrete model codepaths are unrelated." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated multimodal/speech model ports. They share only generic model-registration infrastructure, so they should not be merged as duplicates." } ] }, @@ -18714,12 +18714,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "05976633c21674e22b5b69e8bb51a34dd9b02792d19bd022d04302baa2f1b882", + "prepared_review_unit_hash": "69714aa44840f8b7da91b5a0242a19e032683ff95b03a9b681855b10c065c141", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18727,7 +18727,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18736,18 +18736,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about module/kernel fusion in Transformers, but they implement different layers of the feature: one introduces a generic Module Fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and integration hooks.", - "confidence": 0.86, + "summary": "These PRs are related but not duplicates: one adds a generic Module Fusion API, the other implements n-to-1 kernel fusion via KernelConfig on top of the broader fusion machinery. They target different layers of the stack and would not naturally collapse into a single PR.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the better canonical PR because it introduces the foundational Module Fusion API and core abstraction; PR #45363 is a more specific follow-on feature built on top of that mechanism.", + "canonical_pr_reason": "PR #45363 is the more concrete, user-facing feature implementation: it wires fusion into `modeling_utils`/`integrations`, adds `KernelConfig`, and includes a runnable example. PR #44979 is the foundational API layer, but it is broader and more infrastructural.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the best representative of the cluster since it is the more general and central change, whereas #45363 is a narrower application of fusion for a particular kernel-config path.", + "best_pr_reason": "PR #45363 is the best representative of the cluster because it changes the actual kernel-fusion code path and surfaces the feature through `KernelConfig`; the other PR is a generic API scaffold rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Do not treat these as duplicates: they target related fusion work, but #44979 adds a general module fusion API and #45363 adds a specific n-to-1 kernel fusion integration. They could coexist in one codebase and are not the same concrete change or bug fix." + "reason": "They are connected conceptually, but not the same underlying change. #44979 introduces a generic module-fusion API, while #45363 implements a specific n-to-1 kernel-fusion feature using `KernelConfig` and related integration points. They would not be merged as one duplicate PR." } ] }, @@ -18777,7 +18777,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "f8ae818d88b38cc06394fa7288d4b93cf10c7826ed5b3b33ab3b10514b4491ff", + "prepared_review_unit_hash": "638e81c75ce2775c99bd159bd3aa937f2db9f9ca4b9f68eb83c2e6f00beda45f", "component_budget": { "node_count": 2, "item_count": 2, @@ -18799,18 +18799,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the later PR also adds test coverage, so they are duplicates with 45317 the stronger candidate.", - "confidence": 0.98, + "summary": "Both pull requests target the same `_patch_mistral_regex` AttributeError in `src/transformers/tokenization_utils_tokenizers.py`; the second PR is essentially the same fix with added test coverage, so they are duplicates as PRs.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the more complete fix: it addresses the same code path as 45086 and adds tests, so it is the best canonical PR in this cluster.", + "canonical_pr_reason": "PR #45317 is the stronger canonical PR: it fixes the same code path as #45086 and also adds a test file, making it the more complete change set.", "best_issue_reason": null, - "best_pr_reason": "45317 is best overall because it implements the same bug fix as 45086 but includes validation/tests and is therefore the most complete representative.", + "best_pr_reason": "PR #45317 is the best overall representative because it contains the same fix as #45086 plus tests and has more review activity, so it is the better standalone merge candidate.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete bug and same patch site in `src/transformers/tokenization_utils_tokenizers.py`; both fix the `_patch_mistral_regex` AttributeError, and 45317 is just the more complete version with tests." + "reason": "Same underlying bug and same code change in `_patch_mistral_regex`; #45317 appears to be an expanded version of #45086 with test coverage, so they can plausibly be merged into one PR." } ] }, @@ -18840,7 +18840,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "4e064c3b2e352152ffd0e8e79d784c19270a2c9765a227102ee5470bca276e5d", + "prepared_review_unit_hash": "7789434d583ae1fd3e7520d5424e88b661ee26cc7802b3e0f82194a8029ccf75", "component_budget": { "node_count": 2, "item_count": 2, @@ -18862,18 +18862,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related NemotronH pull requests, but they target different changes: one is a narrow checkpoint-conversion/mapping refactor, the other is a broader architecture split introducing nemotron_h_dense and nemotron_h_sparse plus docs/tests. They are not duplicates.", - "confidence": 0.92, + "summary": "These are related NemotronH PRs, but they address different scopes: one is a narrower conversion/refactor PR, the other is a broader model split/implementation/docs PR. They should not be merged as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better representative because it captures the broader end-state change: the NemotronH model family split, auto/model registration, docs, and tests. PR #45115 is a narrower preprocessing/conversion-mapping adjustment.", + "canonical_pr_reason": "PR #45569 is the better canonical representative because it covers the substantive model work: new NemotronHDense/NemotronHSparse model files, auto-mapping updates, docs, and tests. PR #45115 is a narrower supporting refactor focused mainly on conversion-mapping and inheritance cleanup.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest standalone PR in the cluster because it is the more complete feature refactor and includes user-facing documentation and test coverage, whereas #45115 only addresses conversion mapping for checkpoint key renaming.", + "best_pr_reason": "PR #45569 is the best overall representative of the cluster because it is the larger, more complete implementation of the NemotronH redesign. PR #45115 looks like a supporting infrastructure change rather than the same concrete change set.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Not the same underlying change. #45115 updates conversion mappings for NemotronH weight-key renaming, while #45569 splits NemotronH into dense/sparse variants with model/config/doc/test updates. Different scope and code paths." + "reason": "They share the NemotronH area, but the actual changes differ: #45115 adds checkpoint conversion renames and compatibility plumbing, while #45569 introduces separate NemotronHDense/NemotronHSparse model artifacts, docs, and test updates. Different concrete change sets, not the same fix." } ] }, @@ -18903,7 +18903,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "5f2d17eb3d5bb4dbbe1ae43a465ab11c85946a0b3e21d2ed5743fee2010ceb35", + "prepared_review_unit_hash": "cf5374a852b8716094d74603dd002fad622b3ba3bb42500665a062803eae508e", "component_budget": { "node_count": 2, "item_count": 2, @@ -18925,18 +18925,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related heterogeneous-config/modeling efforts, but they are not the same fix: one PR adds per-layer config support, while the other adds broader heterogeneous model/runtime support. They share infrastructure files, yet target different layers of the feature and should not be deduplicated.", - "confidence": 0.85, + "summary": "These are related heterogeneous-config workstreams, but they are not duplicates: one PR adds per-layer config plumbing, the other adds heterogeneous model/runtime support on top of that foundation.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the more comprehensive umbrella change: it covers heterogeneous model support and includes the runtime/modeling paths that depend on per-layer config handling.", + "canonical_pr_reason": "PR #45332 is the broader, more self-contained change set: it includes model/runtime integration, cache handling, and tests, so it is the best canonical PR in this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the strongest standalone representative because it spans the actual model-side behavior and cache/modeling integration, whereas #45333 is mainly the config-side prerequisite.", + "best_pr_reason": "PR #45332 is the best overall representative because it covers the concrete modeling/path changes and depends on the config foundation introduced by #45333.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same concrete bug/change. #45333 adds per-layer configuration support; #45332 adds heterogeneous model/runtime support on top of that. They could be part of one roadmap, but not one merged PR for a single underlying fix." + "reason": "They share heterogeneous infrastructure files, but #45333 is configuration plumbing while #45332 is model/runtime support. They are complementary parts of the same feature area, not the same underlying bug or change, and would not normally be merged as one duplicate PR." } ] }, @@ -18966,7 +18966,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "7625eb0fb113900122d04cbb199607cddab7bc77f8846f90189266e234c1fac6", + "prepared_review_unit_hash": "a12fdb19b0920018b248e4a69018e9d7861f1003da1c5d8806c6edafad687132", "component_budget": { "node_count": 2, "item_count": 2, @@ -18988,18 +18988,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they are not the same change: one is a broad repo-wide type-checking enablement pass, while the other adds specific typing protocols and support helpers in modeling/modeling_utils paths.", - "confidence": 0.95, + "summary": "Two open PRs touch typing-related code, but they are not the same change: one is a broad repo-wide type-checking sweep, the other is a narrower typing/protocol follow-up around `_typing.py` and `modeling_utils` helpers.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45415 is the broader, more representative repo-wide typing/type-checking pass and best captures the cluster\u2019s main theme.", + "canonical_pr_reason": "PR #45425 is the more focused and self-contained typing change, centered on new typing protocols/helpers and specific modeling utilities. PR #45415 is a much broader pass enabling type checking across many `src/transformers/*.py` files, so it is less suitable as a duplicate representative.", "best_issue_reason": null, - "best_pr_reason": "PR #45415 is the best single representative because it covers the widest surface area of the typing cleanups and is the most general change in the cluster.", + "best_pr_reason": "PR #45425 is the best single representative of the cluster because it has a narrower, clearer scope and more concrete code-path impact. PR #45415 is a broad style/typing sweep rather than the same underlying fix.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "They are related by theme, but not the same concrete code-path problem; #45415 is a broad type-checking sweep across many files, while #45425 adds specific typing protocols and fixes in modeling_utils/PEFT-related code. They would not plausibly be merged into one PR as duplicates." + "reason": "Both are typing-related, but they do not look like the same underlying bug/change. #45415 is a broad type-checking sweep across many files; #45425 adds typing protocols/helpers and targeted updates around `_typing.py`/`modeling_utils`. Shared files are not enough to treat them as duplicates." } ] }, @@ -19031,12 +19031,12 @@ "pull_request:45487|pull_request:45843", "pull_request:45817|pull_request:45843" ], - "prepared_review_unit_hash": "fe99c2df606b79dd9b67c817566b7cbdbca3a0b1a48f1a1ccdbabf30f3bbcec2", + "prepared_review_unit_hash": "8e827b1ea1beca37b469a10ae5dff3b5df3eaf92dddb53de7099b032764aac21", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7561, + "serialized_chars": 7562, "estimated_input_tokens": 1891, "estimated_eval_tokens": 4038 }, @@ -19044,7 +19044,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7561, + "serialized_chars": 7562, "estimated_input_tokens": 1891, "estimated_eval_tokens": 4038 }, @@ -19053,24 +19053,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all pull requests about model-parallel/device-placement fixes, but they target different model families and different code paths, so they do not look like duplicates. The Gemma4 PR is the strongest single representative of the cluster theme.", - "confidence": 0.89, + "summary": "Three open PRs all touch model-parallel handling, but they fix different model families and different failure modes. None should be merged as duplicates; the Gemma4 PR is the strongest representative of the cluster.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45817 is the best cluster representative because it has the most concrete model-parallel fix set in one model family, with clear code changes and tests, and it is the most self-contained of the three PRs.", + "canonical_pr_reason": "PR #45817 is the best representative of the cluster: it fixes concrete model-parallel issues with a clear, self-contained code path change and test coverage, while the other PRs address separate models.", "best_issue_reason": null, - "best_pr_reason": "PR #45817 is the most suitable standalone PR in this cluster: it fixes a specific device-placement bug in Gemma4, includes the relevant model code and test coverage, and reads as a cohesive change rather than a broad umbrella patch.", + "best_pr_reason": "PR #45817 is the most substantial and broadly representative fix in this set, with direct device-placement/no-split-module changes and accompanying tests.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45843", "accept": false, - "reason": "Both are model-parallel fixes, but they target different architectures (AltCLIP/ChineseCLIP vs Deimv2) and different failure points, so they are not the same underlying change." + "reason": "Different models and different fixes: AltCLIP/ChineseCLIP device placement vs Deimv2 backbone _no_split_modules propagation. Same general theme, but not the same underlying bug." }, { "left": "pull_request:45817", "right": "pull_request:45843", "accept": false, - "reason": "Gemma4 device-placement/no-split-module changes are unrelated to Deimv2 backbone propagation of _no_split_modules; same theme, different bug and code path." + "reason": "Both concern model parallelism, but Gemma4 fixes specific Gemma4 code paths while Deimv2 fixes backbone module-splitting behavior. Distinct bugs and not mergeable as one PR." } ] }, @@ -19100,12 +19100,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "8e99e1e66043711887846c3de594f513230f7f917f57a195018dfe8aeeebe3b1", + "prepared_review_unit_hash": "fadbbd1772ea97d93bf0271705a85f1213d2bb6cbcd88a0eab486b4ae6180478", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4505, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -19113,7 +19113,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4505, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -19122,18 +19122,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both EP-related distributed-loading PRs, but they target different failure modes and code paths: one is about serializing/restoring `distributed_config` for Accelerate/ZeRO-3 loading, the other is about preventing expert weights from being overwritten during FSDP2/rank-0 broadcast. They should not be merged as duplicates.", - "confidence": 0.87, + "summary": "These are related by expert-parallelism/loading context, but they fix different bugs: one is config serialization for EP/DeepSpeed ZeRO-3, the other is a rank-0 overwrite issue during EP/FSDP2 loading. Not duplicates.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the stronger canonical PR for this cluster because it fixes a specific, concrete runtime corruption bug in the loading path (experts overwritten by rank-0 broadcast) and includes coordinated changes across the relevant distributed-loading modules.", + "canonical_pr_reason": "PR #45662 is the better representative because it targets a concrete loading corruption bug in the model-loading path and has the broader, more specific fix for EP behavior.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the best representative because it addresses a well-defined user-visible correctness issue in EP/FSDP2 loading rather than a narrower serialization tweak.", + "best_pr_reason": "PR #45662 is the strongest standalone candidate: it fixes a distinct, concrete failure mode where experts can be silently overwritten during distributed loading.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Related subsystem, but not the same underlying bug. 45548 focuses on preserving `distributed_config` / EP state for Accelerate + ZeRO-3 loading; 45662 fixes expert tensors being overwritten during FSDP2/broadcast handling. Different concrete code paths and not plausibly one PR." + "reason": "Different underlying bugs: #45548 removes distributed_config from serialization and adds has_ep for EP/ZeRO-3 loading, while #45662 fixes rank-0 broadcast overwriting experts during EP/FSDP2 loading. Same subsystem, not the same change." } ] }, @@ -19163,7 +19163,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "40b4e7a35bc44b52f7af101093435ee0c5729230590f70bb1b4155887ed9bd22", + "prepared_review_unit_hash": "3e34472b663b1c2751e3b536f231448d58c89a9dcb83aee617a9cb22f6d29882", "component_budget": { "node_count": 2, "item_count": 2, @@ -19185,18 +19185,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same xdist-related captured_info collision in testing utilities; PR 45645 is the broader, more complete fix and subsumes the narrower file-writing change in 45639.", - "confidence": 0.88, + "summary": "Both PRs target the same xdist-safe captured_info logging problem; 45645 appears to subsume 45639 by adding the core fix plus CI log aggregation updates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core testing_utils xdist-safety fix plus the downstream CI/workflow update needed to consume multiple captured_info files, making it the more complete resolution of the bug.", + "canonical_pr_reason": "PR #45645 is the better canonical PR because it contains the same core xdist-safe captured_info fix as #45639 and also updates the CI/reporting path needed to consume the new per-worker log files.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 best represents the cluster because it addresses the same underlying captured_info xdist collision and also fixes the report aggregation path, while 45639 is only the local writer-side change.", + "best_pr_reason": "PR #45645 is the strongest standalone change set: it addresses the bug in `testing_utils.py` and includes the supporting workflow/notification changes to preserve and surface the logs correctly.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist workers colliding on captured_info output. 45645 expands the same fix with CI/report handling, so the two PRs are plausibly mergeable into one change set." + "reason": "Same underlying bug/change: both fix xdist collisions around `captured_info` output, share the same issue target and files, and the broader PR #45645 plausibly incorporates #45639\u2019s fix plus surrounding CI adjustments." } ] }, @@ -19355,12 +19355,12 @@ "soft_pairs": [ "pull_request:45858|pull_request:45890" ], - "prepared_review_unit_hash": "3963afa2b995fa941eaa3442f8d91a5b11ab8118ef24c14d9ad00bb70ba72aa9", + "prepared_review_unit_hash": "33924db67c179c95e2e16cd11bc6df00bc84df3e186db8b1c46604a3ccb0e3e9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4139, + "serialized_chars": 4140, "estimated_input_tokens": 1035, "estimated_eval_tokens": 2326 }, @@ -19368,7 +19368,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4139, + "serialized_chars": 4140, "estimated_input_tokens": 1035, "estimated_eval_tokens": 2326 }, @@ -19377,18 +19377,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs add XPU-specific test expectations for different model test suites (hy_v3 and exaone4_5). They are both test-only changes, but they target different model families and different failure surfaces, so they do not look like duplicates.", - "confidence": 0.93, + "summary": "Both pull requests add XPU-specific test expectations, but they target different model test suites and different behavior, so they are not the same underlying fix/change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No duplicate PR canonical exists here; if one must be chosen as the cluster representative, PR 45890 is slightly more informative because it also adds an XPU determinism guard in addition to expectations, but it is still model-specific and not the same change as 45858.", + "canonical_pr_reason": "PR 45890 is the better representative of the cluster because it includes an explicit XPU determinism gate plus new expectations, making it the more complete example of an XPU test-update PR.", "best_issue_reason": null, - "best_pr_reason": "PR 45890 is the better standalone representative because it makes a fuller test harness adjustment for exaone4_5 on XPU. PR 45858 is similarly scoped but only updates expectations for a different model suite.", + "best_pr_reason": "PR 45890 is slightly stronger as a standalone representative since it modifies the test to account for XPU determinism in addition to adding expected values.", "soft_edge_verdicts": [ { "left": "pull_request:45858", "right": "pull_request:45890", "accept": false, - "reason": "Both are XPU expectation updates in tests, but they apply to different model suites (hy_v3 vs exaone4_5) and different concrete outputs. They do not appear to fix the same underlying bug or be mergeable into one PR." + "reason": "Reject: these are model-specific test expectation updates for different files/models (hy_v3 vs exaone4_5), not the same concrete bug or code path. They could not plausibly be merged into one PR as a duplicate fix." } ] }, @@ -19418,40 +19418,40 @@ "soft_pairs": [ "pull_request:45861|pull_request:45903" ], - "prepared_review_unit_hash": "cb6f945a9544bf6bd24a6a24280d4d07fde49086ce541613a6c8808e1a39b6b1", + "prepared_review_unit_hash": "7390b63cd3dba59fd5e65437135c9973aeb0ee13f764c01fc995ff9448da528c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5529, - "estimated_input_tokens": 1383, - "estimated_eval_tokens": 3022 + "serialized_chars": 5528, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5529, - "estimated_input_tokens": 1383, - "estimated_eval_tokens": 3022 + "serialized_chars": 5528, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are closely related, with 45903 appearing to subsume the device-mismatch fix from 45861 and add an additional meta/to_empty re-init fix in the same Qwen3-VL M-RoPE code path.", - "confidence": 0.84, + "summary": "The two PRs overlap on the same Qwen3-VL M-RoPE device placement fix, but PR 45903 also adds a separate meta/to_empty re-initialization change, so they are related rather than true duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45903 is the better canonical PR because it covers the same M-RoPE device fix as 45861 and also includes an extra related initialization fix, making it the more complete change set.", + "canonical_pr_reason": "PR 45903 is the better canonical PR because it includes the shared device-mismatch fix plus an additional, distinct meta/to_empty re-init handling change, making it the more complete patch.", "best_issue_reason": null, - "best_pr_reason": "PR 45903 is the strongest representative: it is newer, broader, and appears to incorporate the core fix from 45861 while addressing an additional failure mode in the same family.", + "best_pr_reason": "PR 45903 is the strongest standalone change set: it covers the shared FSDP2 CPU-offload device bug and also addresses the meta-device reinitialization path across the same model family.", "soft_edge_verdicts": [ { "left": "pull_request:45861", "right": "pull_request:45903", - "accept": true, - "reason": "Accept: 45903 looks like a superset of 45861 on the same concrete Qwen3-VL M-RoPE device-path bug, with an added but related meta/to_empty re-init fix. These could plausibly be combined into one PR." + "accept": false, + "reason": "They share the same M-RoPE device-mismatch fix, but 45903 also introduces a separate `_apply`/`to_empty` re-init behavior. That makes it a superset, not the same concrete change that could cleanly merge as one duplicate PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index fe9f195a70a3a69d5f354687e06e8eeda4042a52..c72cc7033dd8b43caacf07b0a3892668acd02549 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260512t060024z", + "analysis_id": "hybrid-model-20260512t120027z", "archived_artifacts": { - "hybrid": "snapshots/20260512T060024Z/analysis-runs/hybrid-model-20260512t060024z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260512T060024Z/analysis-runs/hybrid-model-20260512t060024z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260512T120027Z/analysis-runs/hybrid-model-20260512t120027z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260512T120027Z/analysis-runs/hybrid-model-20260512t120027z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-12T06:09:27Z", + "published_at": "2026-05-12T12:09:56Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260512T060024Z", + "snapshot_id": "20260512T120027Z", "variant": "hybrid" } diff --git a/snapshots/20260512T120027Z/analysis-runs/hybrid-model-20260512t120027z/analysis-report-hybrid.json b/snapshots/20260512T120027Z/analysis-runs/hybrid-model-20260512t120027z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..0746d3a020370d243bd761f365aecf03b3c83475 --- /dev/null +++ b/snapshots/20260512T120027Z/analysis-runs/hybrid-model-20260512t120027z/analysis-report-hybrid.json @@ -0,0 +1,2076 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260512T120027Z", + "generated_at": "2026-05-12T12:09:53Z", + "evidence_quality": 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they converge on issue #45647 with closing_reference, shared_issue_target evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260512T120027Z/analysis-runs/hybrid-model-20260512t120027z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260512T120027Z/analysis-runs/hybrid-model-20260512t120027z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..b7690801d41d279e7f21efca37dd43f17c2eb859 --- /dev/null +++ b/snapshots/20260512T120027Z/analysis-runs/hybrid-model-20260512t120027z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,19466 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260512T120027Z", + "generated_at": "2026-05-12T12:09:53Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "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:43425", + "issue:43531", 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I only see one clear duplicate pair: the two DeepSpeed ZeRO-3 + BertModel index-out-of-bounds reports. 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one is GPU backend failure, the other is an invalid method call in a MoE model." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime issue is unrelated to AMD GPU execution failure." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Both are runtime errors, but one is DeepSpeed collective mismatch and the other is ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export problem vs Qwen3Moe FP8 failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error and CUDA assert with device mapping are different failures." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup items, but they target different removed features and do not look like the same concrete change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export vs GenerationMixin import regression are unrelated code paths." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Generic mask-shape IndexError and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Similar IndexError wording, but different model/setup and not enough evidence of the same root cause." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different failure shapes and setups; the zero-size Bert error is not the same as the mask mismatch IndexError." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask/tensor shape mismatch is unrelated to GPT-OSS tensor-parallel issues." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different model/training path: mask mismatch vs TRL SFT embedding unpacking." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "DeepSpeed collective mismatch on Jamba and ZeRO-3 Bert index error are different distributed failures." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying DeepSpeed ZeRO-3/BertModel bug; both report the identical index-0 out-of-bounds failure, with one being a non-pretrained Bert variant." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Different problem domains: Liger Kernel calling cross_entropy vs GPT-OSS tensor-parallel not working." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Both concern tokenization/LoRA behavior, but they are different model-specific bugs and not the same change." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different failures: NVFP4 runtime error vs LoRA merge/reload output mismatch." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both mention shape-related runtime errors, but the FSDP activation-checkpointing issue is a different code path." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but one is a weight-dimension error during training and the other is a collective mismatch in ZeRO-3." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert/ZeRO-3 index error is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation checkpointing tensor-size mismatch and CustomTrainer loss-signature regression are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Same generic distributed vibe, but the concrete bug is different: Bert ZeRO-3 init vs GPT-OSS TP." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and failures: dtype mismatch in preprocessing vs invalid method call." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 vLLM config attribute error and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4-related, but one is a device mismatch and the other is an expensive reverse embedding lookup." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General torch/version incompatibility and Qwen-3 NVFP4 runtime error are different issues." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are different distributed/runtime problems." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking and GPT-OSS tensor-parallel failure are different code paths." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch and MPS histogram Int limitation are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model/runtime failures: autocast dtype mismatch vs NVFP4 run error." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error is unrelated to Mistral preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram unsupported Int are different backend bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure modes; no shared root cause." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error is unrelated to Qwen3.5 embedding unpacking." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy invocation and TRL embedding unpacking are different problems." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and Bert ZeRO-3 index error are different model-specific bugs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions after v5 removals, but they reference different removed APIs and do not appear to be the same change." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal models and failures: image-preprocessor dtype mismatch vs video StopIteration." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT trainer embedding issue is unrelated to MPS Int histogram limitation." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Same general dtype/theme, but different concrete bug and model path." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and CustomTrainer signature change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP mismatch is unrelated to GenerationMixin import breakage." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Cross-entropy call under Liger Kernel is unrelated to mask/tensor shape mismatch." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs mismatches, but one is about return_all_scores and the other about the removed run command." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Gemma3 ZeRO-3 load error is a different bug from the Bert Zero-3 index-out-of-bounds failure." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding_window config error and Qwen3 auto device-map CUDA assert are different issues." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU model loading failure is unrelated to table-question-answering crash." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are different code paths." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy issue is unrelated to Qwen3-vl video StopIteration." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH checkpoint loading failure are not the same underlying bug." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unable to load GLM-4.7-Flash in tests and Ovis2 checkpoint corruption are different model-specific failures." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/index tensor mismatch and Bert ZeRO-3 zero-size index error are distinct runtime errors." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Gemma3 sliding_window config regression and Qwen3-MoE sliding_window issue are different models and fixes." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model load failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and PretrainedConfig pydantic regression are different compatibility issues." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "DeepSpeed ZeRO-3 Bert index error is unrelated to torch/transformers version incompatibility." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The one accepted pair, issue:43596 and issue:43638, is strongly supported by nearly identical DeepSpeed ZeRO-3/Bert index-out-of-bounds titles, and the rest of the rejections are appropriately cautious given the differing models/backends/code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44512", + "issue:44530", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:45859|issue:45902", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:44292|issue:45901", + "issue:43404|issue:43866", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:45020|issue:45800", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43541|issue:44589", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:40990|issue:44960", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44360|issue:44512" + ], + "prepared_review_unit_hash": "b2198e28877a7e87a81a11037377b44dce2d79a5642f23356dd02c684507843a", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37847, + "estimated_input_tokens": 9462, + "estimated_eval_tokens": 19180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated transformer bug reports. The only plausible duplicate pair is the two custom-module loading issues around `trust_remote_code` / `from_pretrained` cache or module selection; the rest are too far apart in model, error, or code path to merge safely.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45698 is the broader, more active report of the custom-module misload problem after `save_pretrained`/`from_pretrained`; 45632 reads like a narrower cache-path collision explanation of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best representative issue in this set because it is open, has the most discussion, and describes the user-visible failure mode most generally.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen3.5 MoE rotary embedding, but one is a CPU-offload compatibility failure and the other is a meta/to_empty materialization memory bug; not the same concrete issue." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "DeepSeek detokenization and table-question-answering crashes are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both mention Qwen3.5 chat/inference, but the failure modes and entrypoints differ; not one underlying bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading/running and a PretrainedConfig pydantic breakage are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 tied-weight bug and Ovis2 checkpoint corruption are different problems." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 missing `sliding_window_pattern` in vLLM and Gemma4 device mismatch are distinct bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming API failure and an MPS histogram kernel issue are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing error and MPS int histogram failure are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are MoE/dtype-adjacent, but one is a tracing failure and the other is an autocast dtype mismatch; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import failure and Gemma3 config attribute failure are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and non-template-node compile error do not share a concrete root cause." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index/shape errors, but they affect different models and failure points; too generic to merge." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers compatibility and Gemma4 PLE device mismatch are not the same issue." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GPT-OSS GGUF support are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm missing `pad_token_idx` and a general PretrainedConfig pydantic regression are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 reserved-memory/OOM regression and tied-weights translation-model issues are not the same code-path problem." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE models, but torch-dynamo grouped_mm tracing and GPT-OSS tensor-parallel behavior are distinct." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming API failures are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "`init_empty_weights` argument handling and PretrainedConfig pydantic field handling are separate regressions." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers version incompatibility are different classes of issue." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GPT-OSS GGUF architecture support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and a PretrainedConfig pydantic regression do not match." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors with ZeRO-3, but they occur in different models and are not clearly the same bug." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing and missing Float8 storage registration are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2 quality, but one is a text-embedding regression and the other is a general nonsensical-output report; not enough to treat as the same concrete bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend detection and torch/transformers incompatibility are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and a GLM5 issue are different model-specific bugs." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image/text dtype mismatch and Qwen3.5 embedding unpacking under TRL are unrelated." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape failure and Qwen3.5 embedding unpacking under TRL are different problems." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both report the same underlying custom-module loading problem with `trust_remote_code`/`from_pretrained`, where the wrong module is resolved due to cache/path handling." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 tied-weight bug and translation-model tied-weights regressions are not the same concrete failure." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model/Jupyter initialization and flash-attn2 fallback checks are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation issues are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer ReLU discussion and stale docs mentioning the removed run command are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only accepted soft pair, 45632/45698, is reasonably supported by the titles, and the rest of the rejections avoid overclaiming duplicate status from broad model/task similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45507", + "issue:45520", + "issue:45701", + "issue:45800", + "issue:45859" + ], + "soft_pairs": [ + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:44292|issue:45507", + "issue:43644|issue:43950", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:43866|issue:44403", + "issue:41628|issue:45800", + "issue:43054|issue:45701", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43975|issue:45520", + "issue:43975|issue:45237", + "issue:42947|issue:43856", + "issue:44403|issue:44488", + "issue:43782|issue:44960", + "issue:42491|issue:44368", + "issue:43881|issue:43883", + "issue:41762|issue:42915" + ], + "prepared_review_unit_hash": "9849d21510ef53d2f22ee7e02e9c786e1367aa60ca735f359dcd596d3826a844", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36363, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; only one clear duplicate pair appears to describe the same regression: non-persistent buffers being corrupted/fillled with junk in Transformers 5.x.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43950 is the clearest, most explicit report of the non-persistent-buffer regression, and it matches the strongest duplicate candidate (issue:44534) almost exactly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best representative because it states the bug concretely, has a specific repro/regression framing, and aligns with the only high-confidence duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: Qwen3 MoE LoRA incompatibility vs flash-attn2 fallback gating when FA2 is missing." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Both involve quantization/offloading broadly, but they describe different problems and code paths." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weights issues on translation models." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is unrelated to stale docs mentioning a removed run command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific bugs: Qwen3.5 embedding unpacking vs GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different model/runtime failures; detokenization bug is not the same as NVFP4 execution failure." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same underlying regression: Transformers v5 corrupts non-persistent buffers during loading/from_pretrained." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated issues: Qwen-3-8B-NVFP4 runtime error vs GraniteMoEHybrid invalid-method call." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Both are loading-related regressions, but one is about missing config fields with trust_remote_code, the other about non-persistent buffer corruption." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Different SigLIP2 problems: docs/example errors vs poorer text embeddings." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different Qwen/Phi issues with different failure modes and models; not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer API TypeError and Gemma3 ZeRO-3 loading IndexError are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption is not the same as a general loading-noise issue." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import error for AutoImageProcessor is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization/behavior changes across versions, but they are not the same concrete bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization incompatibilities with different error signatures." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as degraded text embeddings." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error messaging for Voxtral is unrelated to Molmo tied-weights attribute failure." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 failures: Flash Attention crash from 3D position_ids vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral AutoTokenizer error handling is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both involve training/memory concerns, but one is gradient checkpointing with LoRA and the other is int4 reserved-memory/OOM behavior." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is an embedding quality complaint and the other is a JAX vs HF implementation discrepancy." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "General loading noise is not the same issue as failing to load a specific model." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields in AutoConfig with trust_remote_code is not the same concrete bug as broader remote_code breakages." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and Python 3.13 flash_attn import failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization bug is unrelated to GPT-OSS-20B failing on AMD GPUs." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different MoE-related performance/memory concerns with different scopes and symptoms." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "General loading-noise complaint does not match a specific model-load failure." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error is unrelated to a generic GLM5 issue." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility across hf4.x/hf5.x is not the same as tie_word_embeddings warnings during ms-swift fine-tuning." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different loading errors for different models; no shared concrete code-path bug is evident." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError is unrelated to the Qwen3 MoE LoRA incompatibility." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft pair, issue:43950 / issue:44534, is well-supported by the near-identical titles and the same non-persistent-buffer regression framing. The remaining verdicts also read as cautious rather than overclaimed. Confidence is a bit high for a cluster with mostly soft-similarity evidence, but not enough to reject." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43638", + "issue:43742", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44155", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45759", + "issue:45823", + "issue:45902" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:43828|issue:45823", + "issue:43827|issue:44509", + "issue:45081|issue:45399", + "issue:43950|issue:45902", + "issue:45020|issue:45356", + "issue:43404|issue:43950", + "issue:43742|issue:45399", + "issue:43257|issue:43866", + "issue:42915|issue:45020", + "issue:43638|issue:45823", + "issue:43792|issue:44220", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43854|issue:44863", + "issue:41553|issue:44991", + "issue:43257|issue:45305", + "issue:45759|issue:45902", + "issue:36331|issue:41093", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:43872|issue:45538", + "issue:44530|issue:44863", + "issue:41553|issue:44488", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43366|issue:43531" + ], + "prepared_review_unit_hash": "3786fc595fc970c867a105b9999cb14f38d5d67934337e1b06066c9ddad0ada8", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38554, + "estimated_input_tokens": 9639, + "estimated_eval_tokens": 19534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab-bag of unrelated bug reports. I found a few strong duplicate pairs around docs cleanup, the `_is_hf_initialized` loading regression, a repeated mask-shape IndexError, and a Qwen video-input regression; the rest do not look mergeable.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44291 is the clearest, most general statement of the `_is_hf_initialized` model-loading regression; issue:43872 is a narrower bitsandbytes manifestation of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44291 is the strongest anchor in the set: explicit error, clear root cause, and broad applicability across model-loading paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: MPS histogram/int error in MoE code vs Gemma4 device placement mismatch." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Different failures: Qwen2.5-VL import error vs bitsandbytes `_is_hf_initialized` constructor incompatibility." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Too broad and unrelated: remote_code breakage is not the same as Gemma4 PLE device mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Both are model-loading adjacent, but not the same underlying bug or code path." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure vs flash-attn fallback gating; unrelated subsystems." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different runtime path: autocast dtype mismatch vs Gemma4 device_map forward mismatch." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression after v5 pipeline removals; both ask to remove stale summarization/translation pipeline references." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash vs flash-attn fallback selection; not the same issue." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve buffer/materialization problems, but one is a general from_pretrained regression and the other is a specific Qwen3Moe uninitialized-memory report." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer/model-loading failures with only loose theme overlap." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying bug is unrelated to non-persistent buffer corruption." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MOE weight-conversion issue vs Ovis2 checkpoint corruption; different bugs." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "FineGrainedFP8/Qwen3Moe failure is not the same as remote_code loading regressions." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "DeepSpeed zero3 index error in BERT training is unrelated to Gemma4 device mismatch." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are Whisper/audio-related, but the titles do not clearly point to the same concrete bug." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 loading failures for Qwen models, but the affected models and symptoms differ too much to merge confidently." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` TypeError during model loading; 44291 states the general regression, 43872 is a specific bitsandbytes manifestation." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different causes: FP8 config failure vs `_is_hf_initialized` constructor incompatibility." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures; no shared concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad error message for Voxtral tokenizer loading is not the same as est-roberta tokenizer load failure." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MOE weight conversion under DeepSpeed is unrelated to GAS gradient averaging with loss kwargs." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite config unwrapping bug vs uninitialized rotary-embedding memory; different code paths." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different training API mismatch vs mask/tensor shape IndexError." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaNs from SDPA/BF16 fallback is unrelated to flash_attention `s_aux=None` crash." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask-vs-tensor shape mismatch IndexError; 44805 looks like the same bug with generalized placeholders." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "`_is_hf_initialized` loading regression is unrelated to CLIPTokenizer max length handling." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttention group-type crash and NemotronH checkpoint loading are different failures." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer error-message quality issue vs a concrete tokenizer load failure; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both describe the same 5.3.0 Qwen video-input regression/StopIteration family in the video preprocessing path." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs image processor segmentation-map handling; unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF architecture support and autocast dtype mismatch are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is FSDP2 shared_kv_states logic and the other is device_map auto placement." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription handling are different bugs." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF/gpt-oss support vs Qwen3-MoE sliding-window behavior; no shared concrete code-path problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet evidence and the accepted/rejected pairs are conservative. The duplicated docs, `_is_hf_initialized`, mask-shape, and Qwen video-regression pairs are plausibly same-bug matches, while the rejects avoid over-connecting only loosely related issues." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43854", + "issue:43931", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45488", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:43824|issue:43957", + "issue:43366|issue:44589", + "issue:42915|issue:43957", + "issue:42617|issue:43366", + "issue:44560|issue:44918", + "issue:44661|issue:45823", + "issue:36010|issue:42915", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:44960|issue:44977", + "issue:42491|issue:43720", + "issue:45313|issue:45357", + "issue:45488|issue:45812", + "issue:44451|issue:44488", + "issue:41720|issue:42915", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:42491|issue:45276", + "issue:43257|issue:43854", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:39692|issue:43994" + ], + "prepared_review_unit_hash": "0076ef3ba59e20efd60015d22ed2c1a596cad61c77a3ea2f04f4f4c13f5f794d", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37806, + "estimated_input_tokens": 9452, + "estimated_eval_tokens": 19160 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. 43644/44534 is the clear duplicate pair around the non-persistent buffer regression, and 43645/43646 is the other defensible soft duplicate. The SigLIP2 pair 38175/43994 is too weakly supported and should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue 43644 is the clearest concrete regression report for the non-persistent-buffer corruption bug, and issue 44534 is an exact near-duplicate of that failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 43644 is the strongest canonical issue because it is specific, well-scoped, and directly duplicated by 44534.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs: non-persistent buffer corruption vs. Kosmos2.5 OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and different failure modes; the shared attention/runtime theme is too broad." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated errors: video StopIteration vs. MPS histogram not implemented for Int." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: Transformers 5.0 breaks custom model initialization, with notebook-specific wording in one report." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Specific ImportError for one class is not the same bug as generic meta-device loading breakage." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different code paths and symptoms; no shared underlying bug is evident." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Both are load failures, but they affect different models and mechanisms." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "No concrete overlap beyond being transformer-related issues." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different failures in different model paths; not enough to treat as the same bug." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping behavior is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading are unrelated problems." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but only vague wrong-output symptoms are shown; not enough evidence of the same underlying bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: _is_hf_initialized flag behavior vs. Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Distinct tensor-path failures with no clear shared root cause." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Similar config-validation wording, but different models and different actual failures." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed zero3/Bert indexing is unrelated to add-new-model-like tokenizer mapping." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: zero3/BertModel indexing vs. model-mapping logic." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "No overlap beyond both being transformer bugs." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both are loading/memory related, but the concrete bug mechanisms differ." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact duplicate regression: both describe v5 filling non-persistent buffers with junk." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Docs example/model-processor mismatch and quantization failure are not the same as the wrong-output report." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3.5 failures with different triggers and symptoms." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different loading bugs: Qwen3 MoE LoRA compatibility vs. packed-weight unpacking." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5, but the failure modes are different: ZeRO-3 loading vs. save_pretrained key corruption." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer regressions affecting different model families and different mechanisms." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Likely related class of load failures, but not enough evidence that they are the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3 failures with different symptoms and likely different causes." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint math and SGD argument handling are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures with no shared concrete mechanism." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility is unrelated to Gemma4 embedding resizing." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different loading paths." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FP8 load failure and mmap/OOM tuning are different issues." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-related, but the specific bugs are different." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Docs/example errors are not the same bug as the runtime wrong-output report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical 43644/44534 duplicate looks well grounded, and most non-matches are conservatively rejected. However, the accepted 38175/43994 pair overstates the evidence: the packet only shows same model family and vague wrong-output symptoms, not enough to conclude the same underlying bug. Because at least one soft-edge accept is not sufficiently conservative, I would reject this review." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44743", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:43856|issue:43873", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:45362|issue:45406", + "issue:43856|issue:44387", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:44164|issue:44291", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:43425|issue:43957", + "issue:43873|issue:44387", + "issue:43335|issue:45663", + "issue:45663|issue:45759", + "issue:45663|issue:45859", + "issue:44291|issue:44756", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:44743|issue:44960", + "issue:43957|issue:44756", + "issue:45276|issue:45292", + "issue:45684|issue:45698", + "issue:43381|issue:44928", + "issue:45663|issue:45902", + "issue:44164|issue:44756", + "issue:43646|issue:43708" + ], + "prepared_review_unit_hash": "cc25c6130cefd8e016ef27c97a517570860e29a04d0132484dd92bce89ab82e1", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38091, + "estimated_input_tokens": 9523, + "estimated_eval_tokens": 19302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of mostly unrelated Transformers regressions. A few items are thematically close around custom-model save/load and initialization in Transformers 5.x, but none of the soft pairs look like true duplicates under a strict triage standard.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43646 is the broadest umbrella for the cluster\u2019s recurring Transformers 5.x custom-model initialization/load regressions, and is the best single issue to anchor a mixed cluster like this.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the most representative issue if you need one tracker for the cluster: it captures the general custom-model init breakage that overlaps with several nearby save/load reports, even though the rest of the cluster is mostly separate bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training memory usage and the other is quantization/offload behavior; different bugs." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different failure modes; one is a specific model load issue, the other is a tokenizer regression for a different model." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Same Transformers 5.x theme, but one is junk non-persistent buffers and the other is notebook custom-model initialization; not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Both are model-serving/chat crashes, but they involve different models and different code paths." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is training efficiency and the other is int4 reserved-memory OOM; separate regressions." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both hit flash_attention code, but the failures differ: packed 3D position_ids misinterpretation vs s_aux=None AttributeError." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA/qwen3_moe compatibility and resize_token_embeddings are unrelated bugs." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language regression." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings symptoms, but they affect different model implementations and different embedding targets; not enough to call duplicate." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both concern untied lm_head weights, but they are model-specific reports with no evidence of the same underlying code-path." + }, + { + "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/init regressions." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Auto device mapping CUDA assert and AudioFlamingo3 track leakage are unrelated inference bugs." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both touch tokenizer/vocab edge cases, but they are about different models and different symptoms." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Documentation example errors are not the same as the GLM5 issue." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility is separate from meta-device model loading failures." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization offload behavior and int4 reserved-memory OOM are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer config creation and Gemma4 FSDP2 attention state rebuilding are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention state and Qwen3.5 multimodal config unwrapping are different code paths." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 attention/FSDP2 and Qwen3_5Moe rotary embedding offload are distinct issues." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leakage and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but reserved CUDA memory under int4 and mmap OOM are not the same failure." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 save_pretrained regression are separate issues." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats, different models, and different outcomes." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Checkpointing ineffective with PEFT LoRA is not the same as checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3 modular recurrent-state reset and GLM5 are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regression and mmap OOM on Strix Halo are different problems." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "Both are resize_token_embeddings reports, but they affect different model internals and look like separate model-specific bugs." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save_pretrained/from_pretrained for custom models, but one is about permissions and the other about loading the wrong module." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode and RLHF NaNs from 3D position_ids are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different models and different mechanisms: Gemma4 FSDP2 attention state vs Qwen3_5Moe rotary embedding materialization." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage and Trainer resume max_steps miscalculation are different subsystems and different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45005", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45902" + ], + "soft_pairs": [ + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:45292|issue:45335", + "issue:43257|issue:44863", + "issue:43645|issue:44164", + "issue:44402|issue:44451", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:39404|issue:45701", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:43931|issue:44863", + "issue:43906|issue:44530", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:44530|issue:45084", + "issue:43425|issue:43716", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:43299|issue:43931", + "issue:43994|issue:44079", + "issue:44479|issue:44805", + "issue:45005|issue:45902", + "issue:39404|issue:44671", + "issue:40990|issue:42947", + "issue:44671|issue:44991", + "issue:44589|issue:45084", + "issue:43425|issue:44918", + "issue:44164|issue:45759", + "issue:43596|issue:44683", + "issue:36032|issue:43452", + "issue:43856|issue:44756" + ], + "prepared_review_unit_hash": "057cdc226e3dacd40654861fb8f601c857c29d39903fb1d9a068041fd3484171", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37609, + "estimated_input_tokens": 9403, + "estimated_eval_tokens": 19062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous. I only see one clear duplicate-style pair: the two resize_token_embeddings reports. Most other pairs share only broad themes like v5 loading regressions, model-specific dtype issues, or docs drift, which is not enough to merge them as the same bug.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43611 is the broadest representative of the cluster\u2019s dominant theme: a Transformers v5 model-loading regression. Several other reports are narrower, model-specific load failures, so this is the best single issue to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the clearest overall representative of the main failure pattern in this set: v5 breaking model loading across different models/configurations.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Both are v5-era regressions, but one is a video-input bug for Qwen VL models and the other is a Granite Speech config-loading issue; different code paths." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention crash on sink-less models is unrelated to the Gemma4 FSDP2 shared_kv_states KeyError." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug: the generic output_embeddings report matches the t5gemma decoder.embed_tokens symptom." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different load failures: Qwen3 MoE conversion under accelerate/deepspeed vs NemotronH checkpoint loading." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom-model initialization in Jupyter notebooks is a different bug from save/from_pretrained handling extra_state." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "The first is a tokenizer vocab-size mismatch; the second is a generic ScandiBERT load failure with no clear evidence it shares the same root cause." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading breakage are different symptoms and likely different fixes." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is too broad and unrelated to the specific autocast dtype mismatch bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is not the same as a general tokenization-behavior change report." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Missing Float8 storage and disabling mmap on Strix Halo for OOM are unrelated issues." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different failures." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3-VL shape-mismatch loading and NemotronH checkpoint loading are distinct model families and bugs." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same bug as the Qwen3.5 PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading behavior and the other is custom-model initialization in notebooks." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and non-template-node compile failure are different code-path problems." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "A torch version incompatibility report is not the same as a Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they cover different removed/renamed pipeline APIs and should not be merged as one bug." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior and gpt-oss MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export / torch_compilable_check failure is unrelated to Perceiver non-default-resolution interpolation." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a MoE-model regression and the other is a weight-shape mismatch; not clearly the same concrete bug." + }, + { + "left": "issue:45005", + "right": "issue:45902", + "accept": false, + "reason": "Tied-weights translation-model issues and the Qwen3_5Moe rotary-embedding memory bug are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Handling extra_state in save/from_pretrained is a different bug from not unwrapping text_config in AutoModelForCausalLM.from_config." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "deepspeed zero3/BertModel index error is unrelated to compiled flex_attention failing on torch>=2.9." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and gguf_file failures in from_pretrained are different loading bugs." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are unrelated performance/memory issues." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model-eval benchmark is not the same bug as gradient checkpointing being ineffective with PEFT LoRA." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction errors and tokenizer-load failure for EMBEDDIA/est-roberta are different model-specific problems." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "These are different failures: one is a missing Float8 storage type, the other is a compilation error for non-template nodes." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen3.5 SFT embedding unpacking are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "A video-input regression and a mask/tensor shape mismatch are not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, `issue:45292` / `issue:45335`, is a plausible duplicate-style resize_token_embeddings bug. The other rejections are appropriately cautious given the differing model families, code paths, or problem types." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43883", + "issue:43994", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859" + ], + "soft_pairs": [ + "issue:32090|issue:39404", + "issue:44991|issue:45081", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:43611|issue:43644", + "issue:44488|issue:44987", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:43643|issue:44530", + "issue:43883|issue:44488", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:43644|issue:43646", + "issue:36032|issue:42915", + "issue:43452|issue:43482", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:44849|issue:45325", + "issue:43317|issue:43482", + "issue:36032|issue:43645", + "issue:43404|issue:44466", + "issue:44987|issue:44991", + "issue:43883|issue:44991", + "issue:43262|issue:43377", + "issue:45084|issue:45507", + "issue:43646|issue:44534", + "issue:43994|issue:44610", + "issue:43645|issue:44534" + ], + "prepared_review_unit_hash": "16279dedaae2e64e864f679608b7e9fbeea5056ba36d198d3b711edddfd07941", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37696, + "estimated_input_tokens": 9424, + "estimated_eval_tokens": 19104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set; the only clear duplicate is the Transformers v5/non-persistent buffers regression. No PRs are present.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43644 is the clearest representative of the duplicate pair: it precisely describes the v5 regression where non-persistent buffers are filled with junk, and issue:44534 is the same bug phrased more generally.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best canonical anchor because it is specific, well-scoped, and directly matches the near-identical later report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Different failures: Trainer GPU broadcast NoneType error vs Whisper pipeline return_language regression." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer/model loading, but the concrete bugs differ: tokenizer loading for est-roberta vs Mistral regex patching on a backend_tokenizer attribute." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload related, but they affect different models and code paths (XLNet positional encoding vs Qwen3.5 MoE rotary embedding)." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Unrelated areas: save/from_pretrained extra_state handling vs a video input regression for Qwen multimodal models." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Different bugs: Apple Silicon caching_allocator warmup TypeError vs `_is_hf_initialized` flag breakage in v5." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both mention loading failures, but one is a model-loading problem and the other is a tokenizer regex patch crash." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different mechanisms: TOKENIZER_MAPPING_NAMES handling vs compiled flex_attention on torch >= 2.9." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity issue vs runtime special-token post-processor update bug; same tokenizer/theme but not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer serialization." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but they target different models and likely different regressions." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-related feature extraction issues, but the concrete failures differ (`center` arg regression vs `_torch_extract_fbank_features()`)." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs a template compilation TypeError." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields in AutoConfig with trust_remote_code is unrelated to PagedAttentionCache/linear_attention failures." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different problems: missing `all_tied_weights_keys` on Molmo vs tokenizer loading failure for a specific model." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting bug vs Qwen2.5-VL iterable dataset with multiple images; no shared code-path." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper token decoding ignores skip_special_tokens vs empty-transcription failure after align_special_tokens; related area but distinct symptoms/code paths." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Close in wording, but 43646 is a broader custom-model initialization break while 43644 is specifically non-persistent buffer serialization; not clearly the same bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict vs FineGrainedFP8Config failure on Qwen3Moe; different components entirely." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF/loading, but one is a generic gguf_file break in AutoTokenizer/AutoModel loading and the other is a specific Qwen2.5-GGUF v5 failure; not clearly the same defect." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Two different model-loading failures for different repositories; no evidence they share the same underlying bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm torch dynamo tracing error is unrelated to the template-node compilation error." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3MoE vs PagedAttentionCache invalid group type; different layers and symptoms." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug vs Qwen2.5-VL rope index scaling bug; same family name only, not the same issue." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different loading failures: dequantized model device_map offload vs Qwen2.5-GGUF v5 loading regression." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict and custom model initialization break are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Different model families and bugs: Mistral3 lm_head tying vs inconsistent lm_head serialization depending on device." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are version-gated loading failures, but for different models and different objects (model vs tokenizer)." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default issue vs MIMI encoder batch-padding-mask bug; different subsystems." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation TypeError is unrelated to GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "43646 is about custom model initialization; 44534 is specifically non-persistent buffers filled with junk. Different bugs." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision model issues: SigLIP2 nonsensical outputs vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Jupyter/custom-model initialization regression vs non-persistent buffer junk-fill regression; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43818", + "issue:43819", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "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:45542", + "issue:45663", + "issue:45812" + ], + "soft_pairs": [ + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:42915|issue:45084", + "issue:44265|issue:44610", + "issue:45216|issue:45357", + "issue:44451|issue:45081", + "issue:44220|issue:44683", + "issue:44987|issue:45081", + "issue:43404|issue:45127", + "issue:43632|issue:44756", + "issue:42915|issue:44291", + "issue:44062|issue:44987", + "issue:44479|issue:45325", + "issue:36032|issue:43742", + "issue:43296|issue:43531", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:42915|issue:44589", + "issue:43531|issue:44877", + "issue:40990|issue:44811", + "issue:36032|issue:41720", + "issue:44079|issue:45663", + "issue:43425|issue:44403", + "issue:43632|issue:44534", + "issue:41553|issue:43582", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:43421|issue:44568", + "issue:43818|issue:45357" + ], + "prepared_review_unit_hash": "a1ce9f57d70c4b2b64766f257a4bb3d7276b388364048efb89db17a7107ab145", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36713, + "estimated_input_tokens": 9179, + "estimated_eval_tokens": 18614 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly distinct transformer/model-specific regressions; only one soft pair looks like the same save_pretrained bug for Qwen3.5. The rest share broad subsystems but not the same concrete failure mode.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45812 is the best cluster representative because it describes a broad, user-visible v4\u2192v5 tokenizer regression affecting all Granite models, which is more general than the narrower model-specific failures here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest stand-in for the set: it is broad, regression-oriented, and about core loading/tokenization behavior rather than a one-off model quirk.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal loading/input errors, but one is a Llava Next segfault and the other is a Qwen3OmniMoe video ValueError; different code paths and fixes." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unnecessary load noise vs a Mistral regex patch crash; unrelated symptoms and root causes." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different models and failures: MIMI padding-mask batching vs DAC latent/STE mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to the template-compilation TypeError." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check is a compile/export issue; the other is an OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained regression with incorrect saved keys; the later issue is a continuation of the same bug." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure is not the same as the Mistral backend-tokenizer crash." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Feature extraction/fbank issue vs compiled flex_attention failure; different components and failure modes." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Loading physical-intelligence/fast and the Mistral regex crash are separate loading regressions." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 are not the same as LoRA-vocabulary collapse after merge." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized compatibility break and mmap/OOM on Strix Halo are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both mention fp8/initialization issues, but one is a Qwen3Moe config failure and the other is an init_empty_weights argument regression." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword conflict is unrelated to the physical-intelligence/fast loading failure." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL/video position handling, but one is a broad video-input regression and the other is a specific still-image temporal-position scaling bug." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and MobileLLM key error are unrelated loading issues." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure is unrelated to the Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading break and junk non-persistent buffers are different v5 regressions." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is not the same as the Qwen2.5-VL temporal position scaling bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to missing Float8 storage support." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and strict config loading for granite_speech are separate issues." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflict and Qwen3 auto-device-map cuda assert are different bugs." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility does not match the generic load-noise issue." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized break and non-persistent buffer corruption are distinct regressions." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Voxtral tokenizer error-message bug and AppleSilicon warmup TypeError are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TensorFlow optionality, but one is missing TF in the torch extra and the other is a backend/runtime detection error; not the same concrete bug." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is repo tokenizer.json being ignored while the other is Granite token IDs being wrong; not enough evidence they share one root cause." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor updates and mdeberta BOS/EOS insertion are related in area but not the same concrete bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA weight/temporal-attention defect is unrelated to Qwen3.5 save_pretrained key serialization." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft pairs. The only accepted pair, issue:45216 vs issue:45357, is plausibly the same Qwen3.5 save_pretrained regression. The rest are appropriately rejected as distinct bugs, and the representative issue choice is supported by the broader tokenizer-regression title rather than overclaiming cluster-wide evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44403", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44617", + "issue:44683", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45800", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43317|issue:43856", + "issue:33666|issue:40444", + "issue:44683|issue:45020", + "issue:43792|issue:44589", + "issue:44829|issue:45479", + "issue:44403|issue:44991", + "issue:43482|issue:45538", + "issue:35707|issue:40444", + "issue:44079|issue:44534", + "issue:44291|issue:44589", + "issue:43482|issue:43525", + "issue:43377|issue:45491", + "issue:43749|issue:44079", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:44265|issue:45072", + "issue:43632|issue:45072", + "issue:45325|issue:45381", + "issue:43611|issue:43646", + "issue:43994|issue:44898", + "issue:42175|issue:43296", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:42915|issue:43482", + "issue:43792|issue:43957", + "issue:44387|issue:44617", + "issue:43296|issue:45800", + "issue:43701|issue:45325", + "issue:44479|issue:45823" + ], + "prepared_review_unit_hash": "f84019fe7d4d71801f94fd80981fa6122005e6aa4663d29cc19780a9f0424aca", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36957, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a collection of unrelated issue pairs. Only 43644 and 44534 look like a true duplicate; the other soft pairs share broad model families or subsystems but describe different bugs.", + "confidence": 0.91, + "canonical_issue_reason": "43644 is the best canonical issue because 44534 is essentially the same v5 non-persistent-buffer regression, and 43644 is the earlier, clearer report.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the safest representative of the only clear duplicate pair in the set; the remaining issues are not close enough to collapse into one canonical bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both mention model loading/training on GPUs, but they are different bugs in different workflows and model families." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Same Qwen VL area, but one is multi-GPU training and the other is iterable-dataset fine-tuning with multiple images; not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "One is a torch>=2.9 flex_attention regression; the other is a broader remote_code loading breakage." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Different failure modes: model-specific runtime failure versus missing Float8 storage object." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect training loss, but one is flash_attention_3 regression and the other is a problem_type/num_labels loss bug." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "One is generic loading noise; the other is a specific tokenizer loading failure for a single model." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different components: GGUF loading under v5 versus CLIPTokenizer max_length behavior." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different generation/training paths; no evidence they are the same underlying bug." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Both touch v5 internals, but ModelOutput key assignment is unrelated to non-persistent buffer initialization." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Meta init argument handling and Float8 storage lookup are distinct loading bugs." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different errors and code paths: GGUF loading versus missing pad_token_id on Llama4Config." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching-related model bugs, but one is padding-mask mismatch and the other is NaNs from sliding-window all-padding cases." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is multi-image finetuning and the other is video position-id regression." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Auto device-mapping CUDA assert and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window MoE bug and init_empty_weights argument mismatch are different issues." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export with torch_compilable_check is a different problem from dtype mismatch in inference." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag handling is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Related Qwen2.5-VL position-id area, but one is still-image temporal scaling and the other is video vision_position_ids; too different to merge confidently." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is custom model initialization." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 nonsense outputs versus Perceiver resize/interpolation failure." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Package/backend install issue and PaddleOCR-VL loading issue are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Tying lm_head weights and serialization inconsistency are related conceptually but not the same concrete bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling bug is unrelated to Kosmos2.5 OCR long-input index errors." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are different issues." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Model-specific can't-run report and meta-device loading regression are not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 memory regression and a model OOM report are not the same underlying issue." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL load failure and torch/transformers incompatibility are separate problems." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id scaling." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Video input regression in Qwen VL models and Gemma4 device-mismatch forward failure are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45584", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43881|issue:44488", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:44291|issue:44877", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:43873|issue:45701", + "issue:44186|issue:44265", + "issue:43317|issue:43873", + "issue:35707|issue:41720", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:41720|issue:45823", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43377|issue:44898", + "issue:39692|issue:40444", + "issue:43572|issue:45759", + "issue:43526|issue:43883", + "issue:43749|issue:44534", + "issue:44466|issue:45357", + "issue:43454|issue:43720", + "issue:43881|issue:44991", + "issue:41720|issue:43322", + "issue:43296|issue:44991", + "issue:41720|issue:44977", + "issue:40990|issue:45701", + "issue:44008|issue:45823", + "issue:45632|issue:45684", + "issue:43404|issue:45357", + "issue:44186|issue:45072", + "issue:42617|issue:42915", + "issue:43577|issue:43708" + ], + "prepared_review_unit_hash": "58d7c7b0fcb38283598158b59ea64b779ac4fbcc2856ca922722b0923f2a2fa3", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37822, + "estimated_input_tokens": 9456, + "estimated_eval_tokens": 19168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: the soft pairs share broad HF/transformers themes, but they do not look like the same underlying bug. I would not merge any of the proposed issue pairs, and there are no PRs here to consider.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43873 is the closest representative because it is the broadest and most discussed report around offloading/quantization, which is the nearest common thread among the few somewhat-related items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single issue to anchor the cluster: it is general, active, and sits in the same loading/offload problem space as a few neighbors, even though the overall set is not a true duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different models and likely different loading failures; same broad symptom of load failure is not enough." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch vs torch.export/torch_compilable_check export failure are different code paths." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and PEFT checkpoint loading are unrelated bugs." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are loading-related, but one is an init_empty_weights signature issue and the other is strict config validation." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Benchmark perplexity on one model vs Whisper empty-transcription generation bug on another model." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset handling and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior and tokenizer changes are different problems." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash is unrelated to export-time torch_compilable_check failures." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offload/quantization, but one is dequantized model loading with device_map and the other is general offloading behavior; not the same bug." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation cache handling and Qwen3 device-map CUDA assert are different failure modes." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Device mismatch during CPU offload and DAC latent/STE mismatch are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying bug in AyaVision and torch.compile SDPA failure in Bamba are different issues." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement, but the models and root causes differ." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Padding-mask-dependent encoder outputs and processor/model input-size mismatch are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "LM-head tying bug and bfloat16 dtype mismatch are different code paths." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding-mask support and Perceiver resolution handling are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation example mismatch/quantization failure and multi-image IterableDataset finetuning failure are different." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in config and text_config unwrapping in composite multimodal configs are different config bugs." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT image label reduction and missing all_tied_weights_keys on Molmo are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage and non-persistent buffer junk in v5 are different loader/state issues." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both touch serialization, but one is lm_head weight serialization and the other is Qwen3.5 visual encoder key handling." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying in AyaVision and unpacking packed weights during accelerate loading are different defects." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model load failure for glm-4v-9b and tokenizer load failure for est-roberta are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "CUDA assert on auto device mapping and segmentation fault while loading Llava Next are different failures." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and tokenizer loading failure for a different model are not duplicates." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Same family name, but device-map CUDA assert and flash-attention generation regression are distinct bugs." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a benchmark and tokenization version regression are too different to be the same issue." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma 3n variable collision and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Trust-remote-code cache path collision and read-only permission propagation are different filesystem issues." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying in Mistral3 and incorrect visual encoder keys in Qwen3.5 are different model-specific bugs." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding versus dtype mismatch in inference are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel runtime failure and FineGrainedFP8Config failure on Qwen3Moe are different problems." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Model/qformer dtype preservation and Trainer resume max_steps computation are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:33357", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44492", + "issue:44509", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44991", + "issue:45059", + "issue:45081", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45812" + ], + "soft_pairs": [ + "issue:43873|issue:44756", + "issue:44387|issue:45704", + "issue:44423|issue:45406", + "issue:36331|issue:42617", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:43450|issue:45701", + "issue:36331|issue:42915", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44479|issue:44918", + "issue:43550|issue:43606", + "issue:43316|issue:44913", + "issue:41720|issue:42617", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:45081|issue:45812", + "issue:44671|issue:44743", + "issue:43526|issue:43881", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:43421|issue:45812", + "issue:43540|issue:43782", + "issue:36010|issue:42617", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:44492|issue:44509", + "issue:43421|issue:45701", + "issue:33357|issue:35707", + "issue:43606|issue:43720" + ], + "prepared_review_unit_hash": "8c4a37cb9b9e562348f77123807afec9d5b77ec84dde22739e56fb4b36e457dd", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37216, + "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: it mixes unrelated bugs across generation, quantization/offloading, multimodal processors, tokenizers, configs, and docs. The soft pairs are mostly broad topical similarities, not the same underlying defect, so no soft edges should be accepted.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offloading, but one is a quantization offload regression and the other is an mmap/OOM issue on Strix Halo; different failure modes and fixes." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both concern memory usage under quantization, but one is CUDA reserved memory growth in Transformers 5.x and the other is T5 silently using apex RMSNorm; not the same bug." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both crash in serving paths, but one is continuous-batching with multimodal models and the other is a Gemma4Processor attribute regression; different code paths." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Both are runtime errors, but one is Trainer compute_loss signature drift and the other is failure to run 3d_parallel.py; unrelated issues." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading/config-related, but one is strict config blocking granite_speech and the other is tokenizer loading for est-roberta; not duplicate bugs." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both involve model loading/SDPA or accelerate, but one is a torch.compile+SDPA failure and the other is unpacked packed-weights handling in accelerate loading." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor shape regression vs tokenizer behavior changes across versions; different subsystems and symptoms." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss API mismatch is unrelated to Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision processor size problems, but one is OmDet-Turbo processor/model size mismatch and the other is Perceiver interpolation not respecting non-default resolution." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both affect image processing, but one is LayoutLMv2 tokenizer NER padding/truncation and the other is OmDet-Turbo input resolution mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5 and regressions, but one is video input handling and the other is unpacking input embeddings with TRL SFT trainer." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are hardware/runtime failures, but one is SDPA with torch.compile and the other is CPU offload device mismatch in bark-small." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/API consistency issues, but one is Gemma3TextConfig divergence and the other is GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert vs inability to run 3d_parallel.py; not the same bug or code path." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve loading/quantization, but one is Qwen3Moe with FineGrainedFP8Config and the other is device_map auto loading a dequantized model on cpu/gpu offload." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 vs tokenization changes across versions; one is a specific API break, the other is a broader version-dependent tokenization report." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patch crash in tokenizer internals vs Granite models producing wrong token IDs; unrelated tokenizer bugs." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM prediction regression and Qwen3.5 recurrent-state cache behavior are different model-specific issues." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs glm-4v-9b loading failure; different components and failure signatures." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention MoE/model parallelism, but one is a CUDA assert with auto device mapping and the other is only-TP not working for GPT-OSS MoE; distinct problems." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to StableLmConfig missing pad_token_idx after 5.0 update." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime special-token/post-processor update issue vs Granite token IDs regression; both tokenizer-related but different bugs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video processing ValueError in Qwen3OmniMoe vs Qwen3VL weight_only loading error; different models and failure points." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin from transformers.generation is unrelated to 3d_parallel.py execution failure." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/truncation crash vs MLukeTokenizer AttributeError on tasks; both tokenizer bugs but not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs Llava Next segmentation fault; different models and code paths." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation bug vs SAM3 text/bbox behavior; both input/label handling but unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve vs Qwen3.5 streaming inference failure; different processor/server bugs." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is unrelated to removed pipeline task docs still being referenced." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "TokenizersBackend post-processor update bug vs version-dependent tokenization change report; related area, but not the same issue." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error with pretrained CLIP model vs generation with inputs_embeds/past_key_values; entirely different failures." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both touch loading/offload, but one is CPU offload device mismatch and the other is accelerate loading with packed weights not unpacked; not duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44779", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859" + ], + "soft_pairs": [ + "issue:41720|issue:43746", + "issue:43550|issue:43653", + "issue:30064|issue:34634", + "issue:44779|issue:45812", + "issue:43873|issue:45704", + "issue:44514|issue:44545", + "issue:44625|issue:45479", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:43421|issue:43927", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:44368|issue:45357", + "issue:43782|issue:45381", + "issue:44898|issue:45072", + "issue:44451|issue:44991", + "issue:44077|issue:44625", + "issue:45759|issue:45859", + "issue:44987|issue:45042", + "issue:43531|issue:44589", + "issue:43421|issue:43653", + "issue:44062|issue:44451", + "issue:44918|issue:44936", + "issue:45588|issue:45759", + "issue:39692|issue:44610", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:45704|issue:45859", + "issue:43525|issue:43531" + ], + "prepared_review_unit_hash": "0195a73f2668597e1c869fe4d9a38e78dba9f3e4ab5fff8feee1f84eb3d2f46a", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37167, + "estimated_input_tokens": 9292, + "estimated_eval_tokens": 18840 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated bug reports across different models and subsystems. I only accept the two pairs that appear to describe the same concrete tokenizer/processor bug; the rest are similar at a high level but not the same underlying issue.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone report: it describes a broad, user-visible tokenizer regression with a clear v4\u2192v5 break and impact across all Granite models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different problems and code paths: Qwen3 auto device-mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated: Bamba torch.compile/SDPA failure vs BigBirdTokenizer special-token registration bug." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different processors and symptoms: void segmentation maps vs BarkProcessor voice_preset handling." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but on different model families and likely different root causes (Deepseek vs Granite)." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading issue vs a T5 apex RMSNorm memory leak; not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same processor and same crash path: Qwen2_5_VLProcessor.apply_chat_template on batched input with padding=False." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both involve labels/classification, but one is Qwen3.5 config propagation and the other is a broader single-label zero-loss bug." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different areas: Bark CPU-offload device mismatch vs tokenizer special-token registration." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen-related, but one is sliding_window behavior in MoE models and the other is config unwrapping for composite multimodal models." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both touch tokenizer internals, but one is runtime special-token post-processor updates and the other is save/load of custom token IDs causing IndexError." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Different models and failures: BarkProcessor voice_preset vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counters vs progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 issues: warning about tie_word_embeddings vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL, but the concrete bugs differ: weight_only from_pretrained error vs wrong video vision_position_ids." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image size handling vs dtype mismatches in SwitchTransformers/TimmWrapperModel; not the same change." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Separate tokenizer-loading regressions for different models; same broad theme, but not the same underlying bug." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated: patchtsmixer post_init policy vs Qwen3.5 num_labels propagation." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen issues: config unwrapping for composite multimodal models vs CPU-offload compatibility in rotary embedding." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Separate regressions: model loading failure for one repo vs PIL backend image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "No shared code path: Qwen3-MoE sliding_window vs a Float8 storage lookup error." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime post-processor syncing and the other is a model-specific special-token registration bug." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "TypeError in AddedToken construction vs model loading failure for ScandiBERT; unrelated." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: SFT unpacking of Qwen3.5 embeddings vs evaluate() after train()." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention s_aux handling vs Qwen config unwrapping; different layers of the stack and different failures." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision/model-input mismatches, but for different models and different failure modes (docs/quantization vs resolution mismatch)." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs ZeRO-3 gradient explosion are unrelated training issues." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline-cache tokenizer failure: both point to HF_HUB_OFFLINE breaking AutoTokenizer/model_info access during loading." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer problems: dynamic special-token updates vs LayoutLMv2 batched NER padding/truncation crash." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked LM regression." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Apex RMSNorm memory leak in T5 vs Qwen rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to Qwen3-MoE sliding_window behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The two accepted pairs are plausibly the same concrete bugfix candidate, while the rejected pairs are appropriately treated as separate issues despite superficial similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43421", + "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:43782", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44661", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45685", + "issue:45704", + "issue:45834", + "issue:45907" + ], + "soft_pairs": [ + "issue:45081|issue:45356", + "issue:41720|issue:45704", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43596|issue:44220", + "issue:40444|issue:43746", + "issue:43746|issue:45381", + "issue:43540|issue:44008", + "issue:43720|issue:43819", + "issue:44220|issue:44661", + "issue:43618|issue:43697", + "issue:45183|issue:45479", + "issue:43653|issue:43720", + "issue:30064|issue:36010", + "issue:43335|issue:43756", + "issue:43295|issue:45834", + "issue:43716|issue:44008", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:44062|issue:44488", + "issue:43322|issue:45685", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43577|issue:43818", + "issue:43421|issue:44811", + "issue:43531|issue:43643", + "issue:43653|issue:43819", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:43782|issue:44977" + ], + "prepared_review_unit_hash": "31822a23be0d88c26735e2ec6895ed3b040fd206a673b530c25da6c4931aad2e", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36862, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: the soft-paired issues span unrelated bugs in tokenizers, multimodal processors, model loading, quantization/offloading, and framework regressions. None of the soft edges look like true duplicates, so I would keep them separate rather than collapsing the cluster.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue clearly serves as a duplicate target for the whole cluster; the items are too diverse. If forced to pick an anchor, issue #43873 is the most triage-worthy representative because it has the strongest cross-references and a broadly impactful infrastructure theme (offloading + quantization), but it is not a duplicate hub for the rest of the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43873 is the best single issue for manual follow-up because it is open, has the most inbound references, and concerns a broadly relevant runtime behavior regression. It is still only a representative anchor, not a merge target for the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention Mistral-related tokenizer behavior, but one is a crash in _patch_mistral_regex while the other is a broader Kimi-K2.5 regression about codec handling and warnings. Different failure modes and likely different fixes." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 CUDA assert on device mapping is unrelated to T5 silently using apex.FusedRMSNorm and leaking memory. Different model families and different code paths." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression with mistral regex/codec handling is unrelated to list_repo_files failing to forward revision in CI. Different subsystems entirely." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc example errors are documentation/model-usage issues, while #43873 is about offloading with quantization. Not the same underlying bug." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "GraniteSpeech PEFT local checkpoint loading and quantization/offloading behavior are different code paths and different symptoms." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel index error is unrelated to _torch_extract_fbank_features. Different model stack and failure site." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset multi-image finetuning failure is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Local checkpoint/PEFT loading for GraniteSpeech is unrelated to Qwen2.5-VL video vision_position_ids behavior." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Gemma3n audio_mask AttributeError are distinct multimodal model bugs with different code paths." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading under accelerate and DAC.from_latents missing STE are unrelated issues." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Feature extraction failure and add-new-model-like failing inside TOKENIZER_MAPPING_NAMES are different components and different bug types." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment regression and RTDetrV2 output differences are unrelated model implementation bugs." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Invalid input validation/error messaging across models is not the same as degenerate zero-loss classification behavior." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to BitNet packed-weight unpacking during loading." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing failure is unrelated to the GenerationMixin ImportError." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation at zero layers and Smollm3 RoPE-layer dropping are different configuration/model construction bugs." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "processor.tokenizer regression in v4.57.5 is unrelated to Kosmos2.5 OCR long-input indexing errors." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 image preprocessor/model dtype mismatch is not the same bug as Gemma3n audio mask collision." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile + SDPA failure and dtype mismatch issues in SwitchTransformers/TimmWrapperModel are separate regressions." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile SDPA bug and DAC.from_latents vs forward mismatch are unrelated model behaviors." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument TypeError is not the same as loading cjvt/sleng-bert failing." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segmentation fault and MoE MPS histogram Int error are distinct runtime failures." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes on NER/padding are unrelated to Perceiver image classification with non-default resolution." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Offline hub/model_info Mistral regex patch issue and tokenizer crash with fix_mistral_regex are related only superficially; one is offline-mode behavior, the other is a tokenizer object attribute mismatch." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype remaining float32 and Video-LLaVA missing temporal attention / shared weights are unrelated model-loading problems." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "TokenizersBackend post-processor update at runtime and Whisper batch_decode skip_special_tokens behavior are different tokenizer APIs and different bugs." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and trust_remote_code AutoConfig missing fields are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and DAC STE mismatch are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code and strict config blocking granite_speech config are both config-related, but they are different failure modes and fixes." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and Qwen2.5-VL vision_position_ids being wrong are distinct multimodal-video bugs." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only load error and Qwen3.5 flash-attention generation failure are separate model/version/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": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:43262", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43650", + "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:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45584", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:43644|issue:43749", + "issue:44485|issue:44509", + "issue:43825|issue:43994", + "issue:44561|issue:45020", + "issue:39692|issue:45834", + "issue:44821|issue:45084", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:44186|issue:44442", + "issue:43825|issue:43827", + "issue:44479|issue:45834", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:44671|issue:45701", + "issue:43606|issue:45072", + "issue:34634|issue:36010", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:43720|issue:45072", + "issue:42175|issue:45081", + "issue:45081|issue:45406", + "issue:43749|issue:44291", + "issue:44060|issue:44368", + "issue:43650|issue:43906", + "issue:43582|issue:44857", + "issue:43262|issue:43819" + ], + "prepared_review_unit_hash": "483b339caea6222e0cb330ffad9dc33c47bde6f67fc250714393ddf200e31701", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35676, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most pairs are superficially similar but point to different models, code paths, or even docs vs runtime behavior. I would reject all soft edges as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the cluster mixes unrelated regressions across model loading, tokenization, audio, vision, training, and documentation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest representative of the remote_code regression theme, but it is still too general to serve as a true duplicate canonical for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different models and failure modes: Pegasus output drift vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Both are input-shape edge cases, but they affect different modalities and code paths (Whisper empty transcription vs Kosmos2.5 long OCR)." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading-related, but one is non-persistent buffer initialization and the other is FSDP CPU RAM loading." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "One is a GLM-5 RoPE implementation discussion; the other is stale v5 docs about removed pipeline tasks." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/docs issue; the other is a SigLIP2 model/pipeline correctness bug." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related theme, but 45020 is a broad umbrella for many remote_code breakages; 44561 is a specific helper-removal regression." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to Kosmos2.5 OCR index failures." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template compilation errors are different subsystems and bugs." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Segmentation-map processing and CustomTrainer.compute_loss signature changes are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and tokenizer loading for est-roberta are distinct issues." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes and FastSpeech2Conformer tokenizer loading are different tokenizer bugs." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both relate to v5 pipeline removals, but one is runtime messaging and the other is stale documentation." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Video-input regression and long OCR index error are different model-specific failures." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError and trainer evaluate-after-train failure are not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Masked-LM prediction changes are not the same as general tokenization changes, even if they may be related." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Bark CPU-offload device mismatch and dtype mismatches in other models are different loading bugs." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset failure and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo image-size mismatch and dtype mismatch regressions are different defects." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL rope-index scaling are separate VL issues." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking and dtype mismatch problems do not share the same code path." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing tensorflow backend in pip extras is unrelated to the Mistral tokenizer patch crash." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are attribute errors, but they hit different objects and loading paths (tokenizer patch vs Gemma4Processor in serve)." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern model loading, but FSDP CPU RAM loading and init_empty_weights `_is_hf_initialized` are different failures." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Wrong tied-weights warning and the LoRA tie_word_embeddings warning are distinct issues." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A vague 'ADD THE DATA' issue is not the same as a specific reproduction of another bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA AMP image-loss crash are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and DAC latent/STE mismatch are different audio bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 16, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45356", + "issue:45459", + "issue:45488", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45803" + ], + "soft_pairs": [ + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:45459|issue:45803", + "issue:34634|issue:36331", + "issue:43653|issue:44912", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43742|issue:45020", + "issue:43638|issue:44936", + "issue:43257|issue:43329", + "issue:43452|issue:44991", + "issue:43746|issue:44811", + "issue:43257|issue:43696", + "issue:44589|issue:45042", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:39692|issue:44912", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:43454|issue:43577", + "issue:43550|issue:44912", + "issue:43720|issue:44610", + "issue:44568|issue:45488", + "issue:43262|issue:44811", + "issue:43329|issue:44479", + "issue:43531|issue:45042", + "issue:44568|issue:45356", + "issue:43749|issue:44756", + "issue:36010|issue:36331", + "issue:44849|issue:45701" + ], + "prepared_review_unit_hash": "73b7fb12a06fef296575c00484cdd7792bd096b71b2cc8b86e7442d2f2864c29", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36882, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy: most items are distinct model-, tokenizer-, processor-, or training-specific regressions rather than true duplicates. I would not merge any soft pairs. The best triage anchor is the broad open issue about recent version regressions affecting remote-code models.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45020 is the broadest open umbrella candidate here and best matches the overall theme of version-induced loading/runtime regressions, even though the rest of the cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most suitable representative for triage because it is recent, open, and broad enough to anchor adjacent version-regression reports without incorrectly collapsing unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different models and failure modes: BeitImageProcessorFast label reduction vs RTDetrV2 output drift." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated subsystems: image processor label handling vs MPS attention correctness." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both are error-handling bugs, but they affect different code paths and are not the same underlying defect." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice preset vs Trainer compute_loss signature mismatch are unrelated issues." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to MXFP4 quantization loading." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenization/compile paths: template-node compilation error vs CLIPTokenizer max length constant." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video token counting bug is unrelated to stale auto_mappings references." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both involve loading, but one is a MobileLLM key error and the other is a broad remote_code regression; not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 index error with non-pretrained Bert is unrelated to evaluate-after-train behavior." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion and multimodal video token counting are different problems." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are from_pretrained/tokenizer loading complaints, but the file formats and failure modes differ." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Weight conversion bug vs plain CUDA OOM are not duplicates." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage deserialization and PIL-backend torchvision dependency are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: GLM-4.7-Flash load failure vs Qwen3.5 flash-attn generation bug." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-model issues, but one is zero probabilities and the other is processor/model input-size mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs example errors are unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token ID loss are separate bugs." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are distinct API regressions." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight tying and Blip2 dtype propagation are different model-specific bugs." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba is unrelated to MXFP4 quantization loading." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading and OmDet-Turbo image size mismatch are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Tokenizer special-token addition bug and tokenizer.json pre-tokenizer override are different root causes." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to Whisper batch_decode behavior." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both touch video, but one is undefined-variable token counting and the other is a broader v5.3.0 video regression." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL torchvision dependency are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and code paths." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP RAM-efficient loading and Strix Halo mmap OOM are different memory-related issues." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss kwarg mismatch are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug is not the same as a generic tokenization change regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 17, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:38175", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43697", + "issue:43742", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44062", + "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:45357", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45588", + "issue:45759", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:43643|issue:45759", + "issue:43257|issue:43931", + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:43257|issue:43756", + "issue:43697|issue:45357", + "issue:43452|issue:43582", + "issue:44291|issue:45042", + "issue:44987|issue:45538", + "issue:44987|issue:45907", + "issue:42915|issue:43742", + "issue:33357|issue:34567", + "issue:44479|issue:45381", + "issue:41720|issue:43540", + "issue:43927|issue:44912", + "issue:42915|issue:44821", + "issue:42915|issue:45538", + "issue:43577|issue:45072", + "issue:43317|issue:45538", + "issue:42175|issue:43824", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:44062|issue:44991", + "issue:42175|issue:44938", + "issue:45137|issue:45405", + "issue:38175|issue:44898", + "issue:42175|issue:44488", + "issue:44737|issue:45588", + "issue:43906|issue:45381" + ], + "prepared_review_unit_hash": "483b0834708406e2f191ec3001c69e366fc1a92a34677b7831ffd90f880967a8", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36228, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The only noticeable dense subcluster is around Qwen/Qwen-VL video-input regressions, but even there the items are similar rather than clear duplicates.", + "confidence": 0.43, + "canonical_issue_reason": "Issue 44479 is the broadest and most representative item in the main coherent subcluster: it explicitly covers a multi-model Qwen video-input regression in v5.3.0.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 best represents the largest coherent theme in the set (Qwen video regression reports), whereas the other issues are narrower, model-specific, or on unrelated code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Different loading bugs: missing fields with trust_remote_code vs unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different models and failures: Qwen3 MoE weight conversion vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Unrelated areas: Trainer token-count metric not updating vs high perplexity on a causal LM." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is an undefined helper in token counting and the other is a batched processor shape bug." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention offload, but they concern different code paths and models: generic device mismatch vs Qwen3_5Moe rotary embedding CPU-offload behavior." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and bugs: Qwen3 MoE conversion vs SmolLM3 RoPE-layer dropping." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different subsystems: RTDetrV2 output regression vs Qwen3.5 save_pretrained key mismatch." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated failure modes: gguf_file loading vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different bugs: init_empty_weights argument handling vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "No overlap beyond general loading problems; one is a model load failure, the other is tokenizer max-length handling." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Unrelated: model loading for physical-intelligence/fast vs list_repo_files not forwarding revision." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different models and code paths: Qwen3Moe FP8 config vs MobileLLM key error on load." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Completely unrelated: MacOS bus error with CLIP vs TrainerState token counting." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Close theme, but not enough to merge: broad Qwen video regression vs a specific vision_position_ids bug in qwen2.5-vl." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different concrete problems: auto device mapping cuda assert vs Qwen3OmniMoe video processing ValueError." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated: DiaConfig losing custom token IDs vs MXFP4 quantization fallback." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different topics: Qwen3Moe FP8 configuration vs AutoImageProcessor URL loading." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different topics: Qwen3Moe FP8 configuration vs CLIPTokenizer max_length behavior." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different model families and likely different implementation paths." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated: device_map/offload loading failure vs CLIPTokenizer max_length." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Unrelated: missing TensorFlow backend in torch install vs missing Qwen2_5_VL export." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same broad area, but the titles point to different reports and symptoms; not enough evidence that they are the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input issues, but they target different models and errors (ValueError vs StopIteration)." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer constructor error vs tokenizer loading failure for a specific model; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Unrelated: TensorFlow backend packaging vs Python 3.14 import/load failure." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "Completely unrelated: DeepSpeed ZeRO3 deque error vs PEFT version bump." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different model-specific inference issues with no shared concrete code path." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Unrelated: TensorFlow backend packaging vs a specific model loading failure." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: XLNet positional encoding device placement vs flash_attention s_aux handling." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "One is a repro of an earlier issue, the other is a specific qwen2.5-vl video-position bug; not enough to call them duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:34567", + "issue:34689", + "issue:36331", + "issue:41762", + "issue:42915", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44589", + "issue:44704", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45823" + ], + "soft_pairs": [ + "issue:28282|issue:34689", + "issue:42915|issue:43749", + "issue:43742|issue:44291", + "issue:43526|issue:45479", + "issue:43756|issue:45325", + "issue:28282|issue:29127", + "issue:43540|issue:45823", + "issue:43582|issue:43782", + "issue:43493|issue:43994", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:44062|issue:45081", + "issue:43643|issue:45375", + "issue:43452|issue:44488", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43697|issue:45216", + "issue:43688|issue:43749", + "issue:44484|issue:44704", + "issue:44514|issue:45381", + "issue:43720|issue:44898", + "issue:41762|issue:44936", + "issue:43643|issue:44561", + "issue:43452|issue:43577", + "issue:24643|issue:29127" + ], + "prepared_review_unit_hash": "513d958d18f627a8f7515326efaa07f9cdf79a0b5d9224e75afb22519357e500", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35769, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a single duplicate family; it spans many unrelated Transformers bugs across different models and subsystems. None of the soft pairs look like the same underlying fix.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items cover distinct failure modes (model loading, training APIs, processors, multimodal paths, config/serialization regressions) rather than one duplicated bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best anchor only as a broad, high-signal loading-regression report with discussion and inbound references, but it does not subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Different problems: missing PyTorch import vs a specific Llama 3.2 Vision loading regression." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different subsystems and failures: Qwen3Moe FP8 config issue vs FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Unrelated code paths: MobileLLM key error vs init_empty_weights handling of an unexpected argument." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different bug shapes: BeitImageProcessorFast label reduction vs sequence-classification loss degeneracy." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both touch RoPE-ish logic, but they are different model families and distinct position-id bugs." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "No shared underlying defect: PyTorch import missing vs LayoutLMv3 box-content error messaging." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different model paths and failures: Qwen3OmniMoe video processing vs Gemma4 device placement with device_map=auto." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon warmup TypeError and Qwen3VL weight_only loading error are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family theme, but not the same concrete bug: implementation discrepancy vs nonsensical inference results." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token accounting and CustomTrainer loss-signature compatibility are separate trainer issues." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken duplication and Mistral regex patch backend access are different tokenizer failures." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is not the same as a Qwen3_5MoeVisionConfig schema omission." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but they affect different APIs and different root causes." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "A failed janus test and Phi-4 multimodal model loading are not the same underlying bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend torchvision dependency regression and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Key error loading MobileLLM and missing Float8 storage are different serialization/loading problems." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading do not share a code path." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version bump and stale auto_mappings references are separate maintenance/CI issues." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained regression are distinct model-specific regressions." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP loading are different functionality with no direct overlap." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Default max_shard_size question and AutoProcessor kwargs propagation are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched processor crash with padding=False and Qwen2.5-VL video vision-position-id bug are different issues." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error and LayoutLMv3 box-clarity issue are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code fallout, but the root causes differ: missing config fields vs removal of is_torch_fx_available." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage and BLIP2 dtype not propagating are different model-loading bugs." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking in accelerate loading is unrelated to Perceiver non-default resolution failures." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading index error and trainer.evaluate after train are different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43329", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45440", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45823" + ], + "soft_pairs": [ + "issue:44625|issue:44877", + "issue:43452|issue:44843", + "issue:44466|issue:45005", + "issue:44514|issue:45290", + "issue:43295|issue:45356", + "issue:43819|issue:44811", + "issue:44464|issue:44743", + "issue:43653|issue:44568", + "issue:44936|issue:45823", + "issue:43688|issue:45440", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43688|issue:45704", + "issue:30064|issue:33666", + "issue:41720|issue:43906", + "issue:43577|issue:43697", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43646|issue:43749", + "issue:43688|issue:45701", + "issue:28282|issue:35141", + "issue:44843|issue:44991", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:43329|issue:45325", + "issue:43577|issue:45588", + "issue:43577|issue:44554", + "issue:44479|issue:44625", + "issue:43550|issue:44361" + ], + "prepared_review_unit_hash": "6c57fcff8896e85394fa6ca8229e3a5f101b724ed6078ee0a77c19218023f5c8", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37487, + "estimated_input_tokens": 9372, + "estimated_eval_tokens": 19000 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of unrelated Transformers regressions across tokenization, config loading, multimodal processors, training, and generation. The soft pairs are generally same-subsystem but not the same underlying bug, so none should be merged as duplicates.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44843 is the strongest representative of the tokenizer-loading regression subset here: it has a concrete root cause, a clear failure mode, and is closer to several other tokenizer-related reports than the broader model/training bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the most concrete and reusable duplicate anchor among the tokenizer regressions in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is Qwen3.5 num_labels propagation and the other is strict loading for granite_speech; different code paths and failures." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve tokenizer loading, but one is gguf_file handling for AutoTokenizer/AutoModel and the other is an unconditional model_info() call in _patch_mistral_regex." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is translation-model weight tying behavior; not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same API surface, different triggers: batched input with padding=False versus assistant tool-call messages without content." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is processor.tokenizer/image passing breakage and the other is Kimi-K2.5 codec/Mistral regex handling." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Completely different areas: DAC latent conversion versus Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both affect generation, but one is compiled-forward chunking inconsistency and the other is Qwen3.5 recurrent-state reset with cache." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but they are different tokenizers and different failures: mask token registration vs BOS/EOS omission." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure versus Gemma4 PLE device mismatch; unrelated code paths." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities is unrelated to the processor/tokenizer regression in v4.57.5." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer loading issues, but they affect different tokenizer classes with different errors and likely different fixes." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLukeTokenizer AttributeError are unrelated tokenizer bugs." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization is unrelated to T5's apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image segmentation map processing and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Different problems and no evidence the reproduction of 38071 is the same cudaErrorAssert root cause." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Both are regression reports, but one is BLIP2 dtype loading and the other is RTDetrV2 output drift; different model families and symptoms." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for missing PyTorch versus Trainer broadcast NoneType TypeError; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different failure modes: missing torch import versus MacOS bus error on a CLIP model." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage in v5 is not the same as FSDP CPU RAM efficient loading being broken." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is unrelated to a generic tokenization-change report." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch dependency import error is unrelated to post_init reinitializing output embeddings." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but the concrete failures differ: mistral-regex/offline model_info versus EMBEDDIA est-roberta loading." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration in BigBird and DiaConfig custom token ID persistence are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key errors are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to DiaConfig token ID persistence." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both affect generation, but the former is compiled-forward chunking while the latter is flash-attention behavior in Qwen3.5." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen VLM video paths, but one is an undefined-variable bug in token counting and the other is incorrect RoPE position scaling." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems: BLIP2 dtype loading versus flash_attention sink-less s_aux handling." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype mismatch and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "A Qwen video-input regression is not the same as Qwen3.5 num_labels propagation." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer AttributeError 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": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43122", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43844", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45812" + ], + "soft_pairs": [ + "issue:43122|issue:43906", + "issue:32090|issue:34567", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:41720|issue:44464", + "issue:43504|issue:44610", + "issue:44849|issue:45357", + "issue:32090|issue:33666", + "issue:43452|issue:44451", + "issue:43278|issue:43688", + "issue:44568|issue:45812", + "issue:43742|issue:44821", + "issue:33666|issue:36010", + "issue:43493|issue:43825", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:43756|issue:44913", + "issue:43262|issue:43295", + "issue:43525|issue:43572", + "issue:28218|issue:33357", + "issue:43720|issue:44361", + "issue:43493|issue:43844", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:43278|issue:43844", + "issue:43540|issue:44977", + "issue:44964|issue:45405", + "issue:43257|issue:43299", + "issue:43334|issue:43572", + "issue:44625|issue:45584", + "issue:43756|issue:45083" + ], + "prepared_review_unit_hash": "a67d0375994034054fcfa4d024a9df227c01f30d3c3dc5d1bfee8bd8d2cc1856", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37031, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformer issues, with the strongest common thread being tokenizer/config regression reports around the v4\u2192v5 transition. No pull requests are present.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45812 is the broadest and most representative tokenizer-regression report here: it affects all Granite models, is a silent v4\u2192v5 behavior change, and overlaps the tokenization-focused subset better than the narrower model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best global representative because it describes a widespread, user-visible tokenizer regression rather than a single-model edge case or an isolated runtime error.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Both mention tokenization, but one is a version-to-version tokenization difference and the other is an isolated reproduction of a separate issue; not the same concrete bug." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast NoneType errors and TrainerState token-count updates are unrelated failures." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field model loading and torch.compile SDPA failure are different code paths and different bugs." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading-related, but one is a legacy config-field issue and the other is packed-weight unpacking during accelerate loading; not the same fix." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-map CUDA asserts and chunked-generation inconsistencies under compiled forward are distinct failures." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "A pretrained-load legacy-field bug is unrelated to a processor image-size mismatch." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is an output_hidden_states bug and the other is incorrect save_pretrained key serialization." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Generic trainer broadcast/type errors do not match a Qwen2-VL multi-GPU training issue." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file support regression and a model-specific load failure are not the same underlying bug." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in eval and auxiliary-loss normalization are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about special-token insertion for a specific tokenizer and the other is wrong token IDs for Granite models; not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Model key errors and AutoImageProcessor-from-URL loading are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and DiaConfig token-ID persistence are different bugs." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight handling during accelerate loading does not match config token-ID loss on save/load." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "RoPE-layer truncation in Smollm3 and GPTNeoX rotary_pct reload behavior are only loosely config-related, not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image-input regression are different multimodal processor issues." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config token fields after v5 changes, but they affect different models and different attributes; too broad to merge." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error on a CLIP model." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 discrepancy and ZeRO-3 gradient growth are unrelated training/implementation issues." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and a custom compute_loss signature mismatch are different trainer issues." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "A doc example with multiple errors is not the same as a core SigLIP2 implementation discrepancy." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "BF16-to-FP32 eval dtype drift does not match a ZeRO-3 gradient explosion issue." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-processing errors and Qwen3.5 flash-attention generation bugs are distinct." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "A model load regression and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but one is an accelerate+deepspeed weight-conversion bug and the other is a generic Qwen3VL MoE load failure; not clearly the same concrete defect." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are similar class-wise, but they are separate model/config regressions." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and a Qwen3 Omni MoE feature-length helper bug are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:39692", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45405", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:44488|issue:44843", + "issue:45200|issue:45229", + "issue:43334|issue:45759", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:45229|issue:45823", + "issue:39692|issue:43295", + "issue:33357|issue:33666", + "issue:44589|issue:45520", + "issue:43504|issue:43606", + "issue:43572|issue:44291", + "issue:43927|issue:44361", + "issue:44423|issue:44734", + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43606|issue:44112", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:29942|issue:30333", + "issue:44521|issue:45290", + "issue:43232|issue:44849", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:44554|issue:45446" + ], + "prepared_review_unit_hash": "1c1e9a99db59a6d4a45b63ea89e860d872d45c531b9de30b2dfb261082ad129d", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34996, + "estimated_input_tokens": 8749, + "estimated_eval_tokens": 17754 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of unrelated bug reports across tokenizers, multimodal models, training, and serving. None of the soft-similarity pairs look like the same underlying defect, so no duplicate merges are justified.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue stands out: the items are not duplicates and the apparent similarities are only broad subsystem overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good cluster representative because the cluster does not center on one shared bug or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Different failures: model loading for a specific tokenizer vs offline model_info access in tokenizer patching." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Both mention Gemma4, but one is a token-id defaulting bug and the other is a multi-GPU CUDA OOM." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id and the other is text_config unwrapping in from_config." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to lm_head.weight serialization differences." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a Qwen2.5-VL class is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 inference OOM and device mismatch in forward are different bugs and code paths." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs example errors are not the same as the processor/tokenizer regression in custom model code." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS CLIP bus error is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Storage-object lookup failure is not the same as the flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy preset loading and CPU offload device mismatch are different issues." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to init_empty_weights passing _is_hf_initialized." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig losing custom token IDs is a different failure from MLukeTokenizer AttributeError." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are separate serve paths." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy field loading and BigBirdTokenizer special-token registration are unrelated tokenizer/model issues." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP OOM for a Qwen2 model is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as Whisper empty-transcription failure." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 bad outputs and UNEXPECTED Key with position id are different symptoms with different likely causes." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch is not the same as a stale GraniteSpeech CI test." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Dtype drift between train/eval and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the PEFT version requirement issue." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting on job failure are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks and crashes on tool-call assistant messages are both chat-template bugs but not the same concrete failure." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync_gpus handling and Qwen3.5 hidden-state behavior are separate bugs." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState input-token counting." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check in flex_attention 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": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43540", + "issue:43572", + "issue:43582", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:44315", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45701", + "issue:45823" + ], + "soft_pairs": [ + "issue:43582|issue:44977", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:44568|issue:45701", + "issue:43540|issue:45200", + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:37428|issue:43957", + "issue:44315|issue:44849", + "issue:44554|issue:45356", + 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"serialized_chars": 36661, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issues; several soft links are only broad topical similarities (tokenization, config fields, processor bugs), but none look like the same underlying fix.", + "confidence": 0.84, + "canonical_issue_reason": "No single true canonical duplicate for the cluster: the items span many unrelated bugs. If one issue must anchor the set, 45701 is the broadest tokenization-regression report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best representative because it is the most general user-facing regression and overlaps the tokenization-focused subset of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Different failures: Apple Silicon allocator warmup TypeError vs flash-attention generation behavior." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template compilation error and Python 3.13 flash_attn import KeyError are unrelated code paths." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export support issue vs SigLIP2 zero-probability output bug." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "Specific mdeberta added-token BOS/EOS behavior is not the same concrete bug as a broad tokenization-version regression." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Gemma4 mm_token_type_ids defaulting are different model-path bugs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch and Wav2Vec2 save/tokenization failure do not share a concrete root cause." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is token-type defaults and the other is forward device mismatch." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash-attention import symbol and meta-device loading regressions are separate failures." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel/model_init application bug and Qwen3.5 hidden-states bug are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and tokenizer codec regression are different subsystems." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer API regression and batched video shape bug are not the same underlying issue." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization offloading and compiled-forward chunked generation are separate code paths." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization depends on device, while the other is LoRA merge collapse after vocab extension." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution/interpolation failure and RT-DETR memory release are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and stale generate warning do not share a bug." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 text-only fine-tuning token-type handling is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and physical-intelligence/fast loading failure are different issues." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different breakage points." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 gradient growth and trainer.evaluate-after-train failure are unrelated training bugs." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad_token_idx and meta-device loading regressions do not look like the same fix." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor-tokenizer regression and batched video output shape bug are different modalities and code paths." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they are model-specific config issues for different architectures." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for Qwen2.5-VL and Deepseek detokenization are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Label dropping in gather_for_metrics and BEiT label reduction are similar in theme only, not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor API regression and quantization offloading bug are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 output probabilities and RT-DETR memory cleanup are different problems." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization on resize are distinct issues." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both touch SigLIP2, but one is inference probability correctness and the other is implementation parity with JAX." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and Wav2Vec2 save/tokenization failure are different tokenizer bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:39692", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:44514|issue:44521", + "issue:43278|issue:43856", + "issue:43653|issue:44112", + "issue:43827|issue:43901", + "issue:43450|issue:43575", + "issue:43450|issue:43493", + "issue:44206|issue:45584", + "issue:45127|issue:45245", + "issue:44360|issue:44561", + "issue:43819|issue:45083", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:43278|issue:43825", + "issue:43335|issue:43550", + "issue:37428|issue:43425", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:44448|issue:44743", + "issue:45290|issue:45381", + "issue:45200|issue:45588", + "issue:29942|issue:32090", + "issue:39692|issue:43526", + "issue:37428|issue:44351", + "issue:43611|issue:43931", + "issue:44206|issue:45823", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:43335|issue:43653", + "issue:43819|issue:44493", + "issue:43550|issue:44112", + "issue:45310|issue:45478" + ], + "prepared_review_unit_hash": "9dacc5c6ab27afcfa8d06b77eea67f8a875deb0a812972c1b71bc562cb67dff4", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37251, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated issue reports. Only the two Qwen3.5 MoE from_pretrained reports look like the same underlying regression; the rest are similar in theme at most, not true duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45478 is the clearest canonical anchor for the only true duplicate pair: it reports the same Qwen3.5 MoE from_pretrained failure as issue:45310, with the later report offering the same concrete bug signature.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45478 is the best issue to keep as the anchor here because it is the duplicate pair\u2019s later, clearer report of the same concrete failure mode, making it the strongest representative issue in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template on multimodal inputs, but one is a batched padding=False crash and the other is broken assistant_masks; different failure modes." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "One is a dtype mismatch between training and eval; the other is a Qwen3 MoE memory-usage issue. Same broad area, not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration and a GraniteSpeech CI device-override test are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs complaints around pipelines, but they target different documentation and behaviors." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batching shape bug vs model loading OOM; no shared underlying defect." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Different vision-side problems: batched video processor shape vs SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Audio feature-extractor arg mismatch and Whisper empty-transcription failure are distinct issues." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-embeddings collapse and a categories-limit runtime error are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation-function discussion and a v5 trust_remote_code breakage are different code paths." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent reconstruction mismatch and a qwen3_omni_moe helper-length issue are not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default vs video batch-shape handling; different subsystems and defects." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/latents mismatch and GraniteSpeech CI test flakiness are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output-size mismatch and an AMP/CUDA loss crash are different problems." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression and a pipeline v5 error-message issue are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer configuration bug and Bamba torch.compile/SDPA failure are different code paths." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Importing a removed flash-attention helper and Torch 2.10 incompatibility are not the same underlying change." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length behavior are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "A mixed-precision crash in LwDetrImageLoss is not the same as D-FINE missing auxiliary losses." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output drift and qwen3_5 recurrent-state reset are distinct regressions." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Tool-call chat templating crash and Qwen2.5-VL video position-id bug are different multimodal failures." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 token-type defaults and a flash_attention sinkless-model AttributeError are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer GPU broadcast NoneType errors are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/example issues and BeitImageProcessorFast label reduction are different problems." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different modules." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "General base_model_prefix loading breakage and a specific Qwen3-VL shape mismatch are not the same defect." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device-related problems, but one is an audio extractor arg issue and the other is a Gemma4 PLE forward mismatch." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer file selection and removal of is_torch_fx_available are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "One is a v5 trust_remote_code breakage, the other is a Deepseek tokenizer regression; different failures." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent mismatch and unexpected position-id keys across many models are not the same issue." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and GraniteSpeech CI stale device override are different bugs." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are the same reported regression: Qwen3.5 MoE from_pretrained fails on transformers>=5.4.0, with matching symptom and scope." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet and stays conservative. The only clearly duplicated pair is the identical Qwen3.5 MoE from_pretrained reports (45310/45478), and the remaining soft-edge calls are reasonably rejected as different bugs or only loosely related themes. No evidence is overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43335", + "issue:43412", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43873", + "issue:43927", + "issue:44112", + "issue:44292", + "issue:44448", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:44292|issue:45520", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:43335|issue:45072", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44977|issue:45229", + "issue:40444|issue:43526", + "issue:43723|issue:44554", + "issue:34689|issue:35141", + "issue:43606|issue:44857", + "issue:44448|issue:44977", + "issue:44857|issue:45072", + "issue:44568|issue:45491", + "issue:28218|issue:32090", + "issue:43927|issue:45698", + "issue:45198|issue:45803", + "issue:44977|issue:45563", + "issue:43701|issue:45083", + "issue:29942|issue:35141", + "issue:45459|issue:45712", + "issue:43550|issue:45083", + "issue:45372|issue:45588", + "issue:43873|issue:44493", + "issue:37428|issue:44987", + "issue:32090|issue:33357", + "issue:43412|issue:45588", + "issue:43873|issue:45229" + ], + "prepared_review_unit_hash": "c0f8f6baf347c33257e26ab8f7e9da82984d49f0996a51ff5c491ac4aa0d45c8", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38155, + "estimated_input_tokens": 9539, + "estimated_eval_tokens": 19334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly superficial keyword matches across unrelated bug reports. I don\u2019t see any true duplicate pair here, and the cluster is too heterogeneous to justify a single strong canonical issue.", + "confidence": 0.97, + "canonical_issue_reason": "No strong canonical issue stands out: the items span unrelated models, subsystems, and failure modes, so any single issue choice would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out; this is a grab-bag of distinct bugs rather than one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different bugs: one is SwitchTransformers sparse-layer construction, the other is BEiT pretrained preset loading/legacy fields." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "One is a Python 3.13 import/IndentationError in DebertaV2; the other is qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both mention attention/offload, but one is a flash-attention integration AttributeError and the other is a rotary-embedding CPU offload incompatibility." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated: LayoutLMv3 error-message clarity vs Trainer failing to broadcast NoneType to GPU." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "No shared underlying defect; SwitchTransformers config creation and qwen3_omni_moe length computation are different code paths." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Docs/model mismatch and quantization failure are not the same as the generic position-id key warning." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to the Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output drift between versions and Deepseek tokenizer correctness regressions are different tokenizer/generation bugs." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "One is zero probabilities in SigLIP2 inference; the other is a broad unexpected position-id key issue." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: sparse-layer config bug vs dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and a stale GraniteSpeech CI test do not share the same failure mode." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issues and Gemma4 multi-GPU OOM are different problems." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multiple-images-per-prompt dataset handling is unrelated to BeitImageProcessorFast reduce_labels returning only one label." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are different subsystems and code paths." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision model loading breakage is not the same as output embeddings being reinitialized after resizing token embeddings." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and a float16 AMP crash in LwDetrImageLoss are unrelated runtime errors." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failures are not the same bug." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP/CUDA loss crash and bfloat16 inference dtype mismatches affect different components and symptoms." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion and Gemma3 NaN embeddings from mixed-length batching are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to Trainer GPU broadcast failures." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one loses custom token IDs while the other loads the wrong custom module; not the same defect." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save_pretrained/tokenization failure is not the same as a bare except swallowing real errors in FuyuBatchFeature." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation breakage and a stale warning about num_return_sequences are clearly different issues." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch during resume is unrelated to qwen3_omni_moe helper output behavior." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and token-embedding resize reinitialization do not describe the same bug." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking due to protobuf handling is unrelated to leftover dummy classes in dummy_pt_objects.py." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and qwen3_omni_moe length helper behavior are different code-path problems." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and a flash_attention NoneAttribute crash are distinct loading vs runtime bugs." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading behavior is not the same as unexpected position-id key warnings." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing flash_supports_window_size import and a model-loading failure for physical-intelligence/fast are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast failure and MacOS bus error on a CLIP model are different failures." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n executorch export issues and a sink-less flash_attention AttributeError are separate problems." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading concerns are not the same as Gemma4 multi-GPU CUDA OOM." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:28218", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:41720", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43257", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43421", + "issue:43653", + "issue:43756", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45823" + ], + "soft_pairs": [ + "issue:45245|issue:45563", + "issue:43278|issue:43329", + "issue:41720|issue:45229", + "issue:10000|issue:15354", + "issue:43976|issue:45440", + "issue:28218|issue:29127", + "issue:45372|issue:45406", + "issue:45372|issue:45459", + "issue:43065|issue:43994", + "issue:43066|issue:44462", + "issue:44857|issue:45588", + "issue:43065|issue:45412", + "issue:44448|issue:44466", + "issue:43278|issue:43381", + "issue:43653|issue:44743", + "issue:45588|issue:45823", + "issue:25251|issue:32090", + "issue:44186|issue:45198", + "issue:43994|issue:45412", + "issue:44206|issue:44479", + "issue:44451|issue:45520", + "issue:44361|issue:45198", + "issue:44871|issue:44977", + "issue:42915|issue:42994", + "issue:44265|issue:45198", + "issue:29942|issue:30064", + "issue:43756|issue:45440", + "issue:43421|issue:45491", + "issue:43257|issue:43278" + ], + "prepared_review_unit_hash": "df45945ffe9ef777b4dc850e38397735fe0151fc20c576e9cce2d03a44a7f7c3", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36447, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items do not form a single duplicate cluster; they span many unrelated tokenizer, generation, model-loading, vision, and Gemma/Qwen-specific issues. None of the soft pairs look like the same underlying bug or change, so all are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the set is heterogeneous and the soft pairs do not converge on one shared bug report.", + "canonical_pr_reason": "No pull requests are present.", + "best_issue_reason": "No single issue is a good global representative because the items cover many distinct code paths and model families.", + "best_pr_reason": "No pull requests are present.", + "soft_edge_verdicts": [ + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Different problems: category cardinality limit during modeling vs a stale generate() warning." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Unrelated bugs: dtype drift in eval vs a missing video-path helper in multimodal token counting." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both involve large-model inference, but one is a cuda assert in Qwen3 auto-mapping and the other is Gemma4 multi-GPU OOM." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Completely different model/framework failures: DistilBertModel issue vs torch.jit GeneratorExp export support." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Different code paths and symptoms: Python version compatibility vs DeepSeekV3MoE parity divergence." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer spacing behavior vs LayoutLMv3 box validation error; not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma4 processing, but one is an import dependency break and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Unrelated: Gemma4 processor loading import failure vs tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different models and failures: dummy Conv2d in Sam3PixelDecoder vs bad outputs from siglip2 AutoModel/pipeline." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenizer loading/serialization, but one is a decoder-type mismatch in v5 and the other ignores tokenizer.json from the repo." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different runtime failures: LwDetrImageLoss AMP/CUDA crash vs flash_attention.py handling of s_aux=None." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "No common bug: Sam3PixelDecoder dummy layer vs RT-DETR memory not released on deletion." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are serialization/output regressions, but one is Pegasus generation drift and the other is lm_head.weight tied-weight serialization." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Different behavior classes: embedding dtype mismatch vs gradient checkpointing restriction in eval mode." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration vs Qwen3.5 recurrent-state cache reset; unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Both mention Gemma4/attention-related behavior, but one is a flash-attention attribute crash and the other is a PLE device mismatch." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug vs Trainer GPU broadcast NoneType error; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model families and failure modes: LayoutLMv2 NER padding crash vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor unsupported-argument crash vs Qwen video-input regression; not the same underlying bug." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Different subsystem and symptom: ScandiBERT loading failure vs flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer-related, but MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are distinct." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different models and issues: Gemma-3 eos_token_id inconsistency vs Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Separate problems: Qwen3 MoE weight conversion/loading vs quantized model save failure." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Unrelated: torch.export with torch_compilable_check vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Different test and model areas: Flash Attention 2 failures vs image processor void segmentation-map handling." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both are model-architecture issues, but Smollm3 RoPE-layer dropping and DeepSeekV3MoE divergence are distinct." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor update bug vs Gemma3 NaN embeddings from sliding-window attention; different code paths." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Different issues: Qwen3 MoE loading/conversion vs embedding dtype mismatch during evaluation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:44062", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44464", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:44610|issue:45412", + "issue:32090|issue:33290", + "issue:45103|issue:45372", + "issue:45440|issue:45593", + "issue:43824|issue:44279", + "issue:43653|issue:44442", + "issue:43761|issue:45859", + "issue:43381|issue:43701", + "issue:43526|issue:45834", + "issue:29942|issue:36010", + "issue:43526|issue:44186", + "issue:29127|issue:33357", + "issue:43334|issue:43531", + "issue:29127|issue:35141", + "issue:44464|issue:45491", + "issue:44977|issue:45245", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:43262|issue:44206", + "issue:43526|issue:44857", + "issue:43232|issue:43388", + "issue:43441|issue:45588", + "issue:44062|issue:45907", + "issue:44743|issue:44811", + "issue:43575|issue:43701" + ], + "prepared_review_unit_hash": "c2f6f99d6f20d6fbbb4e70b360e134997d7585df1c0eb363dfb852f9aecdf1ee", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35306, + "estimated_input_tokens": 8827, + "estimated_eval_tokens": 17910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly soft-similarity noise: the issues share generic Transformers themes, but they describe different models, code paths, and failure modes. None of the proposed soft pairs look like the same underlying bug or change.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45103 is the strongest anchor: it is open, has inbound references, and describes a concrete, reproducible crash in a shared utility. The rest of the set is heterogeneous and not duplicate-compatible.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45103 is the most suitable representative issue overall because it is active, specific, and likely to attract/fix follow-up work. It is still not a duplicate of the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both involve vision/processor/model loading problems, but one is a MacOS bus error and the other is a doc example mismatch/quantization failure; different bugs and code paths." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "One is a LayoutLMv3 box-content error message issue; the other is TrainerState token counting not updating. No shared failure mode." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "OmDet processor/model input-size mismatch vs RT-DETR memory not released; unrelated symptoms and fixes." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Deepspeed Adafactor OOM are different training stack failures." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/processing regressions, but one is an auto-docstring annotations crash and the other is a mistral_common import breakage in Gemma processor loading." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote implementation is a model parity bug; D-FINE missing auxiliary losses is a training-loss configuration issue." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Importing Qwen2.5-VL and a generic dependency issue are not the same bug; the latter is too broad and unspecified." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are separate tokenizer bugs." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU offload incompatibility affect different model internals." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated training workflow issues." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR index error are different preprocessing/model bugs." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures are a CI/test regression; GenerationMixin import failure is an API/package import problem." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer/processor-area bugs, but one is BeitImageProcessorFast label handling and the other is LayoutLMv2Tokenizer crashing on NER padding/truncation." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-content error messaging and CLIP MacOS bus error are completely different model/runtime problems." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window issue are both Qwen-family issues but on different configs and code paths." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 validation messaging and embedding reinitialization after resize are unrelated model setup bugs." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and Gemma3 NaN embeddings from sliding-window all-padding windows are different generation vs attention-path issues." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is model/runtime-specific; the 2^24 category limit is a separate embedding/category-size constraint." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different Qwen model loading regressions." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading FastSpeech2ConformerTokenizer and dtype mismatches in SwitchTransformers/TimmWrapperModel are not the same failure." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and LasrFeatureExtractor center-arg crash are unrelated processor API bugs." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and LwDetrImageLoss AMP/CUDA crash affect different components and are not mergeable as one fix." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and gather_for_metrics dropping tuple label elements are separate distributed/runtime bugs." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Ministral flash-attention failure and flash_attention.py crashing on s_aux=None are both flash-attention-related, but they target different models and failure conditions." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special kwarg duplication and list_repo_files missing revision forwarding are unrelated API bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 modular recurrent-state reset and Whisper batch_decode skip_special_tokens handling are different model behavior issues." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct tensor-parallel OOM and checkpoint key mismatch are unrelated training/loading failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41628", + "issue:42907", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:45003", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45698", + "issue:45759", + "issue:45803" + ], + "soft_pairs": [ + "issue:43646|issue:44077", + "issue:43575|issue:44387", + "issue:45003|issue:45440", + "issue:43761|issue:44079", + "issue:43723|issue:45479", + "issue:44442|issue:45803", + "issue:43761|issue:44188", + "issue:43316|issue:43525", + "issue:44479|issue:45290", + "issue:42907|issue:45698", + "issue:44442|issue:44898", + "issue:33290|issue:34567", + "issue:34689|issue:43611", + "issue:39692|issue:45491", + "issue:43381|issue:43873", + "issue:43931|issue:45216", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:43493|issue:43827", + "issue:43550|issue:44743", + "issue:44077|issue:44479", + "issue:43720|issue:44442", + "issue:43316|issue:45759", + "issue:41628|issue:45372", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:33290|issue:36331", + "issue:44190|issue:44496", + "issue:43873|issue:44871", + "issue:34689|issue:36010", + "issue:43381|issue:43856" + ], + "prepared_review_unit_hash": "514d7e0c6cbebfd0a2b48df9294fd300aa23fcb17b6e28b00e08fc473c6862ed", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37225, + "estimated_input_tokens": 9307, + "estimated_eval_tokens": 18870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy mix of unrelated Transformers issues spanning loading, config, tokenizer, training, quantization, and docs regressions. None of the soft pairs look like true duplicates, so there is no strong canonical item for the whole set.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both concern model initialization behavior in v5, but one is a broad custom-model init regression and the other is a specific `post_init` policy change; not the same bug." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is TP load-time OOM for a specific model and the other is increased reserved memory under int4 quantization; different code paths." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "`sys.modules` access safety vs DeepSeekV3 implementation divergence are unrelated bugs." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is a CLIP hidden-states regression; the other is incorrect `ModelOutput` key assignment. Different layers of the stack." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading failure and degenerate sequence-classification loss are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer loading and a bare-except in Fuyu tensor conversion are separate issues." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden-states behavior and attention-kernel divergence under `torch.compile` do not describe the same bug." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API complaints, but they affect different model families and different missing fields." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression for Qwen models is unrelated to chat-template crashes on tool-call assistant messages." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load flows, but one is about saving dequantized models and the other about loading the wrong custom module; too different to merge." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure vs Perceiver image-classification failure are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "AdaFactor/deepspeed OOM and `num_input_tokens_seen` not updating are separate training bugs." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "A specific model-loading breakage and a generic `base_model_prefix` regression are not the same concrete problem." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Docs-example errors for SigLIP2 and Gemma3 NaN embeddings are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are different behaviors." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch when loading a model and incorrect checkpoint saving are different save/load failures." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM during training and embedding reinitialization on resize are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Training OOM and Llama 3.2 loading regression are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation drift and outdated docs references to `pipeline()` are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "A `torch.compile` SDPA failure in Bamba is unrelated to Qwen recurrent-state reset behavior." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "`post_init` API enforcement and Qwen video-input regression are not the same issue." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both are config/API mismatches, but they concern different model types and different unwrapping behavior." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Missing `AutoImageProcessor` import and Gemma 4 processor loading failing on `ReasoningEffort` are separate import errors." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields with `trust_remote_code=True` and `rotary_pct` resetting on reload are different config serialization bugs." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and Qwen3-VL weight mismatch are unrelated loading problems." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Training OOM and a custom trainer signature mismatch are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script and an unrecognized model/config error are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading behavior and Gemma eos-token inconsistency are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model loading breakage and missing `GenerationMixin` import are different import/load failures." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and MoE training memory use are different training/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": 1, + "component_count": 17, + "review_unit_index": 28, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:41950", + "issue:42175", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43673", + "issue:43688", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45406", + "issue:45584", + "issue:45698" + ], + "soft_pairs": [ + "issue:44855|issue:45137", + "issue:43381|issue:43742", + "issue:43316|issue:44877", + "issue:43540|issue:44514", + "issue:43673|issue:44743", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:25251|issue:28282", + "issue:43065|issue:44617", + "issue:44162|issue:44792", + "issue:43388|issue:43688", + "issue:43295|issue:43825", + "issue:41950|issue:43475", + "issue:16998|issue:22355", + "issue:44077|issue:44534", + "issue:45127|issue:45200", + "issue:44871|issue:45584", + "issue:43550|issue:43701", + "issue:43761|issue:44479", + "issue:43606|issue:43701", + "issue:43295|issue:44871", + "issue:43452|issue:44496", + "issue:43575|issue:43742", + "issue:42617|issue:43575", + "issue:43646|issue:44913", + "issue:44734|issue:45406", + "issue:43504|issue:45698", + "issue:44617|issue:45584" + ], + "prepared_review_unit_hash": "27fc3a7707980c14717cabc8c5430ea821438962bb42fe51e5b1dce7e0dd3f75", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36009, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of mostly unrelated Transformers issues: loading/config regressions, processor API changes, model-specific bugs, training/runtime errors, and a few packaging/import problems. None of the soft pairs look like the same concrete bug, so I reject all of them. The best representative issue is the broad custom-module load/save regression.", + "confidence": 0.36, + "canonical_issue_reason": "issue:45698 is the broadest and most representative active loading-path regression in the set, centered on custom module resolution across save_pretrained/from_pretrained.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 has the highest discussion activity and is the clearest umbrella issue for nearby custom-loading/configuration problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 JIT parsing/decorator syntax error and DeepSpeed ZeRO3 deque failure are unrelated failure modes." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Gradient checkpointing in eval mode and MobileLLM config key errors affect different code paths and root causes." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is a Gemma3 API mismatch and the other is strict config loading for granite_speech; different bugs." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "One is a Qwen3OmniMoe video-input ValueError, the other a Qwen2_5_VL batched chat-template crash; different models and entrypoints." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache/state handling, but one is missing GenerationMixin cache in chunked_prefill and the other resets recurrent states in modular_qwen3_5.py." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend dependency issue vs a Gemma3TextConfig API discrepancy; not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are distinct model bugs." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting and missing PyTorch import are unrelated behavior vs environment detection issues." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are different problems; one is architecture/code, the other memory pressure." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure do not share the same underlying bug." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering label truncation and auxiliary-loss normalization are both training issues, but they are separate mechanisms." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor.tokenizer regression is not the same as a pipeline error message about unsupported translation tasks." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification image-processor lookup and missing fpn_position_embeddings in SAM3 video are different subsystems and fixes." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question and a missing transformers.onnx import are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init validation for patchtsmixer and junk-filled non-persistent buffers are separate v5 issues." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and Gemma 4 mm_token_type_ids defaults are distinct model-specific bugs." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency and Whisper empty-transcription handling after align_special_tokens are different tokenization/decoding problems." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different model/API failures." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint key mismatch do not share the same root cause." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor.tokenizer regression and Gemma-3 eos_token_id mismatch are separate API/config issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading regression and missing model_type in config.json are both load failures, but with different causes and code paths." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2-57B and MobileLLM key errors are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A script/runtime failure in 3d_parallel.py and an OOM during tensor-parallel model loading are different issues." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Broad custom model initialization regression and a specific GPTNeoXConfig reload/default issue are related only at a high level, not the same bug." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve and Gemma4Processor missing _tokenizer are different runtime failures." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy-field BEiT preset loading and wrong custom-module resolution after save_pretrained are both loading issues, but not the same concrete bug." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3 video OOM and Whisper empty-transcription behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 29, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:43065", + "issue:43335", + "issue:43388", + "issue:43575", + "issue:43582", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44079", + "issue:44190", + "issue:44242", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:43575|issue:43873", + "issue:43761|issue:44242", + "issue:43931|issue:44060", + "issue:45563|issue:45584", + "issue:32090|issue:35141", + "issue:44464|issue:44871", + "issue:44792|issue:44977", + "issue:43065|issue:44610", + "issue:44479|issue:44734", + "issue:44521|issue:45381", + "issue:43827|issue:43994", + "issue:44464|issue:45563", + "issue:43906|issue:45290", + "issue:44534|issue:44913", + "issue:44933|issue:45362", + "issue:44190|issue:44964", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44737|issue:45803", + "issue:44855|issue:45588", + "issue:43388|issue:43582", + "issue:45127|issue:45357", + "issue:44462|issue:45907", + "issue:43335|issue:44855", + "issue:44938|issue:45542", + "issue:44077|issue:44079" + ], + "prepared_review_unit_hash": "84708b1df145877ad46392b9ff7ae41d55a01ca6b6ef3f60e3a5fcabac4a6f52", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35673, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: it mixes unrelated bugs across loading, generation, multimodal chat templating, quantization/offloading, docs, and config regressions. None of the soft pairs look like the same concrete fix, so all soft edges are rejected.", + "confidence": 0.16, + "canonical_issue_reason": "Issue 43873 is the broadest and most active unresolved thread in the set (open, highest discussion/inbound activity), so it is the best cluster anchor even though the surrounding items are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the most representative open issue by activity and breadth; the rest of the items are too diverse to form a real duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "Different symptoms and likely different layers: TP/OOM on a specific model load vs generic offloading/quantization behavior." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to MoE load-balancing loss computation." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch on Qwen3-VL loading is not the same bug as a tied-weights warning involving dt_bias." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale generation warning and a Whisper empty-transcription crash are different code paths and failures." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and embedding reinitialization after resize are unrelated issues." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to Gemma eos_token_id configuration." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different model/runtime problems." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo image-size mismatch are unrelated preprocessing/model-shape issues." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models is not the same as KV-cache continuation indexing in serve responses." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks from apply_chat_template and wrong vision_position_ids are different multimodal templating failures." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing nonsense outputs." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "These target different behaviors: compiled-forward chunked generation vs a stale warning in paged generate()." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "An isolated reproduction of an earlier issue is not enough to treat this as the same bug as the tool-call/chat-template crash." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk on v5 upgrade and GPTNeoX rotary_pct reload loss are different configuration/state bugs." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from image_utils is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a no-trainer script and Phi-4 multimodal model loading are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert during Qwen3 auto device mapping is unrelated to the category-cardinality RuntimeError." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus generate-images test failure and stale auto_mappings references are different failures in different parts of the tree." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU allocation in XLNet forward is unrelated to Fuyu's bare-except error handling." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 decorator parsing failure in DebertaV2Model is unrelated to flash-attention's s_aux=None crash." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "Incorrect metric gathering for tuple labels is unrelated to Apple Silicon caching allocator warmup type errors." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocabulary is not the same as saving incorrect visual encoder keys." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files failing to forward revision." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and DebertaV2 Python 3.13 import parsing are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to the TensorBoard-without-TensorFlow backend error." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "An optional post_init policy issue in patchtsmixer is unrelated to ModelOutput key assignment when a prior value was None." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 30, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43644", + "issue:43650", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45335", + "issue:45375", + "issue:45406", + "issue:45446", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803" + ], + "soft_pairs": [ + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:43550|issue:44190", + "issue:43540|issue:44734", + "issue:44112|issue:45600", + "issue:44496|issue:45803", + "issue:45276|issue:45584", + "issue:43335|issue:44190", + "issue:43650|issue:44220", + "issue:39692|issue:44190", + "issue:45245|issue:45584", + "issue:43295|issue:45276", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:41950|issue:44016", + "issue:36246|issue:38617", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:44683|issue:45446", + "issue:44466|issue:44913", + "issue:42175|issue:44279", + "issue:44734|issue:45632", + "issue:44016|issue:44220", + "issue:43404|issue:45216", + "issue:44561|issue:45632", + "issue:44246|issue:45003", + "issue:43643|issue:44496", + "issue:45406|issue:45632", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:42907|issue:43441", + "issue:43854|issue:44964", + "issue:43295|issue:45335" + ], + "prepared_review_unit_hash": "9b6125ad1e1e02fa87060173ace4d693b31433b074ec81c85ca5f86bdbd57c00", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37714, + "estimated_input_tokens": 9429, + "estimated_eval_tokens": 19114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers regressions and model-specific bugs. The apparent similarities are mostly superficial API/import/config themes, so none of the soft pairs look like the same underlying issue. I would keep the issues separate.", + "confidence": 0.88, + "canonical_issue_reason": "issue:41628 is the broadest, clearest user-facing regression in the set: a direct import breakage that reflects the common API-stability theme without being overly model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 is the best representative issue here because it is concrete, high-signal, and broadly relevant to the shared import/regression theme across a few nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Different failure modes: Python package compatibility vs JIT parsing/IndentationError on import." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Unrelated bugs: non-persistent buffer initialization vs config serialization/reload of rotary_pct." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different subsystems and symptoms: torch.compile/SDPA model failure vs local dataset loading in an example script." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Both are multimodal/video-serving adjacent, but one is video input validation and the other is KV-cache continuation indexing in serve." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI test flake in GraniteSpeech vs stale auto_mappings references to removed configs; same general CI area, not same bug." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Unrecognized model/config parsing vs a bare-except tensor conversion bug; unrelated root causes." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different code paths: Gemma4 token embedding resize propagation vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config creation bug vs an image-classification example script issue." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue with no technical content vs audio feature extraction bug." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 doc/example mismatches and quantization errors are unrelated to the local dataset loading failure." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category cardinality runtime error is unrelated to Whisper empty transcription handling." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma4 embedding-resize bug are different API breakages." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-default issues, but they affect different model families and different missing/default fields." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and modules; no evidence of the same broken code path." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup vs a notebook syntax error are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Separate import failures for different names from different modules." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/truncation crash vs serve KV-cache continuation crash; different components and failure points." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 probability output issue is unrelated to a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Torch >=2.9 flex_attention compilation issue is unrelated to a PyTorch version guard around AuxRequest import." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Both concern tied/serialized weights and config reload, but one is serialization inconsistency and the other is a GPTNeoX config field reset." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging/backend dependency complaint vs a generic dependency issue; too vague and not the same problem." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache indexing crash vs trust_remote_code cache-path collision; different features and root causes." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs audio feature extraction bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight-tying bug in Mistral3 vs Qwen3.5 save_pretrained serialization regression; different model behaviors." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaks remote-code models at import/runtime, while the other is a local cache-path collision." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness is a performance problem; sys.modules access is a correctness/safety bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields with trust_remote_code config loading vs unrecognized model/config parsing are different config-loading failures." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to local-model cache collisions." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal model loading failure vs stale Sam3LiteText auto-mapping references; different breakages." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale device override test vs model loading failure; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Dequantized save failure for Ministral/Devstral is unrelated to FlashAttention failure in Ministral-3." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Unit-test loading issue for GLM-4.7-Flash is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both involve processor/tokenizer or embedding-related regressions, but they affect different models and different fields/components." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 31, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:44933", + "issue:44987", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:44016|issue:44062", + "issue:43976|issue:44987", + "issue:43673|issue:44336", + "issue:43531|issue:45600", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:43824|issue:44933", + "issue:43299|issue:45216", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:43976|issue:44279", + "issue:43901|issue:44496", + "issue:43381|issue:45593", + "issue:43299|issue:45357", + "issue:44351|issue:45278", + "issue:44496|issue:45759", + "issue:44521|issue:45325", + "issue:44242|issue:45200", + "issue:41950|issue:45020", + "issue:43976|issue:45405", + "issue:43479|issue:43525", + "issue:41950|issue:45823", + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:44279|issue:45405", + "issue:44683|issue:45542", + "issue:43299|issue:43854", + "issue:39692|issue:43901", + "issue:43295|issue:44779", + "issue:44462|issue:45081" + ], + "prepared_review_unit_hash": "6ba0a52895986f48e19eac324c09345968542b20b1904de001b737e59f18d444", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36711, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues, with several broad regression/import reports but no soft pair that clearly represents the same underlying bug. No PRs are present.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella-style report here: it describes recent Transformers versions breaking remote-code models, which is the closest thing to a cluster-level anchor among these heterogeneous regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best representative issue because it is open, broad, and captures the general \u2018recent version breaks model loading\u2019 theme better than the more narrow or model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and an AddedToken keyword conflict are unrelated failures." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "One is a Python-version compatibility complaint; the other is a specific model-loading failure." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache handling in generation and ANSI color output in loading_report are different subsystems and bugs." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and Sam3LiteText auto_mappings CI breakage are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL/torchvision dependency issues are different problem types." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A processor label-reduction bug and stale pipeline docs are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and modules with no evidence of the same root cause." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL model loading regression and Qwen3.5 save_pretrained checkpoint corruption are different code paths." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation in t5gemma and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD args and a tie_word_embeddings warning are not the same issue." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python compatibility breakage and a generic dependency issue do not point to the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mentioning return_all_scores and model config loading failure are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and D-FINE auxiliary-loss handling are different model/training bugs." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "These are both Qwen3.5-related, but one is a loading regression and the other is incorrect visual encoder keys on save; not the same concrete bug." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache import may be one symptom of broad import breakage, but the reports are too different and one is much more general." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config and AutoModelForCausalLM not unwrapping text_config are different loading failures." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "All-zero assistant masks and still-image rope-index scaling are different multimodal bugs." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss and mm_token_type_ids defaults are unrelated training/data-path issues." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "A video-classification pipeline processor lookup bug is not the same as the broad remote_code regression report." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Version/Python compatibility and an unreleased PEFT minimum version bump are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Default multimodal config initialization and missing pad_token_id on Llama4Config are different config bugs." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor selection and Gemma4 PLE device placement are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained checkpoint keys are different code paths." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities and CUDA OOM are clearly unrelated." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue and a PEFT version bump are not the same underlying bug." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compilation failure and a TensorBoard/TensorFlow backend issue are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression and GLM-4.7-Flash test loading failure concern different models and failures." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but one is a broken example with quantization/model mismatch and the other is stale API wording." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom processor/tokenizer regression and DeepSeek tokenizer correctness are different bugs." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Ignoring tokenizer.json and crashing in _patch_mistral_regex are distinct tokenizer-loading problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 32, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:45081", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907" + ], + "soft_pairs": [ + "issue:41950|issue:43650", + "issue:33290|issue:45656", + "issue:44297|issue:44462", + "issue:45081|issue:45907", + "issue:44016|issue:44291", + "issue:45600|issue:45712", + "issue:43441|issue:45834", + "issue:43450|issue:44279", + "issue:44261|issue:44263", + "issue:43065|issue:44898", + "issue:42994|issue:43317", + "issue:44466|issue:45276", + "issue:43441|issue:44683", + "issue:43650|issue:45290", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43653|issue:45593", + "issue:43723|issue:44162", + "issue:43262|issue:44521", + "issue:43673|issue:43761", + "issue:43784|issue:45542", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:42175|issue:43976", + "issue:43901|issue:43994", + "issue:43122|issue:43650" + ], + "prepared_review_unit_hash": "1a90bea2e1e2a518f21be1bcef75ae696b09893588be0140f1a41b9eabffc018", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35748, + "estimated_input_tokens": 8937, + "estimated_eval_tokens": 18130 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the items span tokenizer loading, processor/chat-template behavior, quantization, model-specific regressions, CI cleanup, and unrelated optimizer/deepspeed bugs. I do not see any soft pair that looks like the same underlying bug/change, so all soft edges are rejected. If one issue must anchor the cluster, the best representative is the tokenizer-loading regression in issue 44462.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44462 is the closest representative because it describes a concrete, user-visible tokenizer-loading regression in v5 with clear reproduction and broad applicability. That said, the surrounding items are too diverse to treat this as a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the strongest standalone issue in this set: it is specific, reproducible, and broadly relevant, unlike the others which are mostly unrelated regressions or narrow model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video-classification processor bug vs. an unrelated placeholder/data request; no shared underlying code path." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Adafactor OOM in DeepSpeed is a different optimizer/memory issue from optimizer.step being called twice." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer class mismatch on save is a serialization metadata bug, while 44462 is about AutoTokenizer ignoring tokenizer.json during load." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patch crash and list_repo_files revision forwarding are unrelated bugs in different parts of the stack." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to the init_empty_weights/_is_hf_initialized loading regression." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/dummy-config related, but one is stale auto_mappings references and the other is leftover dummy classes; different fixes." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and OCR index errors in Kosmos2.5 are distinct model-specific bugs." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Batched video processor shape bug is unrelated to a dependency/install issue." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and torch.split return handling in GlmMoeDsaIndexer are different low-level bugs." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver interpolation failure are different image-model issues." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model loading with device_map=auto are different quantization/offload paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Inconsistent lm_head.weight serialization and resize_token_embeddings not affecting Gemma4 embeddings are not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both involve attention kernels, but Ministral FlashAttention and compiled flex_attention on torch>=2.9 are different failure modes." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "A vague placeholder issue is not the same as apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing files in processor.save_pretrained and Gemma-4 zero3 from_pretrained are unrelated serialization vs loading bugs." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained file loss is unrelated to a tokenizer-filtering performance regression." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary losses are unrelated model/tokenizer behaviors." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading regression and ESM2 broken are both broad release regressions, but they are not the same underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Audio chat-template sampling-rate default and multimodal assistant_masks being all-zero are different apply_chat_template issues." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and CLIPVisionModel hidden_states being None are unrelated v5 regressions." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import NameError for sentence-transformers and undefined tf backend from tensorboard-only install are different dependency/import problems." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior do not share a code path." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and DeepSeek tokenizer incorrect results are both tokenizer/model-output issues, but not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device-mismatch during forward." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and Python-version compatibility for Transformers 5.1.0 are different dependency/platform issues." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mentioning return_all_scores and SigLIP2 nonsensical outputs are not the same defect." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer behavior regression and a placeholder 'ADD THE DATA' issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43299", + "issue:43352", + "issue:43450", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44987", + "issue:45003", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593" + ], + "soft_pairs": [ + "issue:44987|issue:45542", + "issue:43824|issue:43976", + "issue:44297|issue:45397", + "issue:43525|issue:43881", + "issue:44188|issue:44336", + "issue:43525|issue:43643", + "issue:43450|issue:44617", + "issue:42491|issue:43299", + "issue:44589|issue:45362", + "issue:43901|issue:44246", + "issue:45561|issue:45563", + "issue:41628|issue:43976", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:43352|issue:45250", + "issue:44295|issue:45397", + "issue:41950|issue:44220", + "issue:44246|issue:44496", + "issue:43531|issue:45362", + "issue:36246|issue:42757", + "issue:43526|issue:45003", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:45003|issue:45561", + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:44162|issue:45200", + "issue:36246|issue:43596", + "issue:44295|issue:44749", + "issue:44779|issue:45292" + ], + "prepared_review_unit_hash": "6d19bce909f9dfa32e7b4e9358a6f72cd90fe545b7aadd58f83d7443195a5909", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36672, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 + }, + "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-era compatibility regressions, import failures, and model-specific loading bugs. They are thematically related, but most soft pairs are not true duplicates of the same concrete failure path.", + "confidence": 0.63, + "canonical_issue_reason": "issue:44561 is the best umbrella representative: it describes a broad v5 compatibility regression that breaks trust_remote_code models, which matches the cluster\u2019s dominant import/load-breakage theme better than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44561 is the strongest global anchor for triage because it captures a version-wide breakage pattern rather than a single model or doc/test symptom, making it the most useful canonical issue for this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Different failures: one is a transformers>=5.1.0 model-loading break, the other is a TensorFlow backend/tensorboard installation issue." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "One is a Qwen2.5-VL import/export problem; the other is a Python-version compatibility complaint. Same library, different bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config mismatch vs Gemma-4 zero3 from_pretrained failure; unrelated root causes." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is not the same as glm-4v loading failure." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Different code paths: Llama4Config attribute absence vs trust_remote_code AutoConfig field loss." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video processor shape bug is not the same as a CUDA OOM in Sam3Video." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE models, but they describe different version/model loading regressions and are not the same concrete bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are distinct issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch about return_all_scores is not the same as intermittent slow import behavior." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and stale generate() warning are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import error and Python3.9+/3.10+ support issue are different failure modes." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI codes in loading_report and a wrong docstring for position_ids are separate documentation/UX problems." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss gating and D-FINE auxiliary-loss behavior are different model-loss bugs." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Generic Flash Attention 2.0 topic and NemotronHForCausalLM not supporting FA2 are not the same concrete issue." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer read error and gemma-4 zero3 from_pretrained failure are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline using image processors is not the same as _torch_extract_fbank_features()." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import sometimes versus unrecognized model/config missing model_type are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and Qwen3.5 chat crash are different model-specific regressions." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and packages; no shared underlying bug is evident." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export and missing HybridCache export are both import failures, but they are different missing symbols with different causes." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI-code output issue is not the GLM-5 RoPE implementation problem." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and xdist captured_info.txt race are separate infrastructure bugs." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache missing and removal of is_torch_fx_available breakage are different v5 regressions." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Slow import and Gemma-3 eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission and LwDetrImageLoss AMP crash are different model issues." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model bugs." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL import error and Deepspeed/BertModel index error are different failure paths." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "position_ids buffer access bug and tokenizer/filtering slowdown are not duplicates." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output_embeddings are different tokenizer vs embedding-sync bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44623", + "issue:44734", + "issue:44869", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45278", + "issue:45292", + "issue:45335", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:43901|issue:45003", + "issue:42886|issue:45229", + "issue:43232|issue:44336", + "issue:44496|issue:45003", + "issue:43065|issue:43408", + "issue:44987|issue:45459", + "issue:45375|issue:45759", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:44995|issue:45200", + "issue:44060|issue:44077", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:45397|issue:45656", + "issue:43673|issue:44734", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:43232|issue:43673", + "issue:44297|issue:44623", + "issue:43673|issue:45278", + "issue:43646|issue:44162" + ], + "prepared_review_unit_hash": "de5b1d7355b370cd1e2f21581b6c185a22acc7510114b90cbc8e958c098df262", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36658, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated issue reports across tokenizers, generation, model loading, and multimodal models. I found one plausible duplicate pair around `resize_token_embeddings` propagation; the rest look like separate bugs. No PRs were provided.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item here and the best single representative of the cross-version regression/import-breakage theme; the others are narrower subsystem- or model-specific reports rather than near-duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the least overfit choice for a cluster anchor because it is broad, current, and captures the general upgrade regression pattern better than the more specialized titles.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config/strictness, but one is a load-time failure and the other is a missing-field serialization issue; different concrete bugs." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "`resize_token_embeddings` vs Whisper empty-transcription failure after `align_special_tokens`; different code paths and symptoms." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "One is an embedding-resize bug, the other is a broad tokenization-change report; too general to be the same underlying issue." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for `return_all_scores` versus unsafe `sys.modules[]` access; unrelated bugs." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Cache/offline tokenizer loading versus Gemma4 multi-GPU OOM; no shared code-path." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs/sync-gpus bug versus ANSI output in loading report; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model-type/config loading failure versus `sys.modules` access bug; different root causes." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Different SAM 3 issues: dummy conv layer versus model-type warning." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a specific model on transformers>=5.1.0 versus tokenizer error masking when protobuf is absent; not the same bug." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field under strict loading versus `from_config` not unwrapping `text_config`; different model/config problems." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed versus ZeRO3 deque underflow; separate training/runtime failures." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio sampling-rate default bug versus slow import complaint; unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache on second forward pass versus Gemma4 mm_token_type_ids defaulting; different mechanisms." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning bug versus patchtsmixer `post_init` allowance; only loosely thematically related." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are video/Qwen/SAM adjacent, but one is a missing attribute in SAM 3 video and the other is a video-input validation error in Qwen3OmniMoe." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch embedding/tied-weight behavior, but one is about inconsistent serialization by device and the other is about `resize_token_embeddings` not updating decoder embeddings; not clearly the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBird tokenizer CI decode bug versus ESM2 breakage; separate models and failure modes." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale cache bug in GlmMoeDsa versus FlashAttention `s_aux=None` crash; unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 tie-word-embeddings warning versus stale `num_return_sequences` warning in paged generate; different warnings and causes." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Warning about tied embeddings versus flash-attention generation malfunction; not the same underlying issue." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both mention Deepspeed, but one is a zero3 `from_pretrained` issue and the other is double optimizer stepping; different layers of the stack." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both concern generation/cache, but one is missing cache in v5 chunked prefill and the other is wrong tensor indexing in serve continuation; not a duplicate." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Both touch training/runtime behavior, but one is ZeRO3 deque errors and the other is stale `auto_mappings` references breaking CI." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Shape mismatch loading Qwen3-VL versus Qwen3.5 tie-embeddings warning; different model families and failures." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Missing import from `image_utils` versus tokenizer error hiding when protobuf is missing; unrelated." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper word-timestamp decode crash versus Kimi-K2.5 tokenizer regression; different model and code path." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but one is `update_model_kwargs_for_generation` after `sync_gpus` and the other is chunked-prefill cache handling; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save-pretrained mismatch versus processor save-pretrained missing files; both serialization, but different artifact types and fixes." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Generation cache issue versus broad import-error regression after upgrade; too different." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Transformers 5.0.0 custom model init regression versus ESM2 breakage; different scope and likely fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 35, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43526", + "issue:43643", + "issue:43673", + "issue:43704", + "issue:43873", + "issue:44038", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44361", + "issue:44496", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45230", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:45712", + "issue:45753" + ], + "soft_pairs": [ + "issue:44361|issue:44749", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:28282|issue:30990", + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:42371|issue:45092", + "issue:43475|issue:43643", + "issue:43475|issue:45381", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:42673|issue:43704", + "issue:43232|issue:44188", + "issue:45310|issue:45375", + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:42222|issue:45200", + "issue:43673|issue:44188", + "issue:36010|issue:41628", + "issue:42994|issue:44164", + "issue:42175|issue:45712", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:43377|issue:44242", + "issue:43526|issue:45561", + "issue:44496|issue:45561" + ], + "prepared_review_unit_hash": "9acbcdb57f81667edb262718daa46753974ecdea5669f40f5ab94da8d08a48ef", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37594, + "estimated_input_tokens": 9399, + "estimated_eval_tokens": 19054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed set of unrelated Transformers bug reports. A few pairs are superficially similar around imports, save/load, or Qwen3.5/Qwen3.5-MoE regressions, but none are strong enough to merge as duplicates under a strict triage standard. No PRs are present.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 45310 is the clearest representative of the recurring Qwen3.5 MoE from_pretrained regression theme; it is specific, reproducible, and matches the most obvious repeated symptom among the set.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best single issue to anchor the cluster because it captures a concrete model-loading failure for a widely recurring model family, while the other issues are either broader, more specific variants, or unrelated regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Different failures: tokenizer/task AttributeError vs data-filtering slowdown after upgrade." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Save-pretrained file handling vs Deepspeed double optimizer-step bug; unrelated code paths." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "One is a performance regression, the other is training-step duplication; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch ImportError vs sentence-transformer loading hang; different symptoms and causes." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Filtering slowdown is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized save failure vs GGUF loading failure; opposite directions and different mechanisms." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings warning is unrelated to remote-code/meta-init incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing attribute on SAM 3 output vs missing fields from AutoConfig with trust_remote_code." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and different vision-token issues." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic report vs Gemma-4 zero3 from_pretrained bug; no shared underlying failure." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe issue vs processor save_pretrained missing files; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different symbols and likely different API breakages." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash vs auto_docstring annotation crash; separate helper paths." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM output attribute bug and TOKENIZER_MAPPING_NAMES model registration bug are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving bug vs missing pad_token_id on Llama4Config; different failures." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-MoE-adjacent, but one is a specific config-field drop and the other is a broader from_pretrained error; not clearly the same concrete bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "Same title about VRAM leaks, but the later report is a separate report without evidence it is the same underlying defect." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwarg sync issue vs torch.compile attention-kernel divergence; different code paths." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 MoE from_pretrained failure is not the same as missing deepstack_visual_indexes in a vision config." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading bug vs incorrect pipeline-parallel output; too different to merge." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both import errors, but different missing symbols with no evidence of one root cause." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression vs FP8 save_pretrained/moe serialization bug." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output issue vs Qwen3_5 infinite loop on a specific image; unrelated symptoms." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save-pretrained issue is not the same as Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose breakage vs Gemma 4 token-type defaulting; different model families and bugs." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Chunked-prefill cache regression vs attention kernel branching divergence; different failure modes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different APIs and likely separate compatibility regressions." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Quantized model save failure vs extra_state handling in save/from_pretrained; not the same concrete issue." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend dependency issue vs leftover dummy class leakage; unrelated maintenance problems." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update bug vs failing janus image-generation test; no shared root cause." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen model variants and different reported failures; too broad to merge." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Padding-mask batch inconsistency vs router-logits load-balancing loss bug; unrelated model behavior." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Image processor label reduction bug vs xdist file race; separate areas." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model-type/config loading failure vs test-file race condition; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43278", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45656", + "issue:45712", + "issue:45812" + ], + "soft_pairs": [ + "issue:43504|issue:45561", + "issue:44964|issue:45137", + "issue:42898|issue:44568", + "issue:42175|issue:44933", + "issue:30990|issue:35141", + "issue:43479|issue:44869", + "issue:43976|issue:44933", + "issue:43479|issue:44079", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:44188|issue:44373", + "issue:44623|issue:45310", + "issue:43278|issue:45137", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:43874|issue:45092", + "issue:42898|issue:44779", + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:43116|issue:44190", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44206|issue:45103", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:41628|issue:42757" + ], + "prepared_review_unit_hash": "e1178a2569d79f736885b2edab480e0d3d9dc781bc13ba2bde83ffc5f5a3015c", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36785, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes tokenizer regressions, import/load failures, multimodal model/config issues, and a few unrelated runtime bugs. No soft pair looks like a true duplicate under a strict same-code-path standard.", + "confidence": 0.72, + "canonical_issue_reason": "issue:42898 is the broadest, most representative tokenizer-regression report in the set (`clean_up_tokenization_spaces` behavior change in v5), and it has the strongest thematic overlap with several other tokenizer-related issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the best single issue to anchor this cluster because it is concrete, reproducible, and broadly scoped enough to represent the tokenizer-behavior regression subgroup better than the more narrowly named reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Pretrained-model legacy-field loading bug vs pytest-xdist file-race in testing utils; unrelated subsystems and failure modes." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal model loading error vs DeepSpeed ZeRO3 deque underflow; no shared code path." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a `clean_up_tokenization_spaces` behavior change and the other is BOS/EOS injection failure for mdeberta; different bugs." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend in install extras vs a nonexistent `image_utils` import; different import/package issues." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers loading hang vs embedding resize/post-init reinitialization; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config default handling vs Whisper timestamp decoding crash; different model paths." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility regression vs missing import from `image_utils`; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config initialization bug vs `ModelOutput` key assignment bug; not the same underlying defect." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizers, but one is a v5 cleanup-space behavior change and the other is wrong Granite token IDs; different concrete regressions." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import-time `nn` NameError vs missing `Qwen2_5_VLForConditionalGeneration` export; distinct import failures." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under `torch.compile` vs docstring text issue; no code-path overlap." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save/export missing files vs Qwen3.5 MoE `from_pretrained` failure; different loading/saving paths." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Dtype mismatch between train/eval vs DeepSpeed ZeRO3 deque error; unrelated behavior." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing crash vs auto-docstring crash under future annotations; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting failure on job failure vs OOM with Adafactor+DeepSpeed; different training issues." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Generic tokenizer loading issue vs a specific BOS/EOS special-token regression; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: cleanup-space behavior vs Kimi codec/regex handling." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Wrong tied-weights warning in Qwen3-Next vs missing `_tp_plan` in Qwen3.5 MoE; separate model-definition issues." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor method vs remote-code meta-init incompatibility; distinct multimodal loading problems." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions: cleanup-space behavior vs Deepseek tokenization correctness." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version bump to unreleased PEFT vs leftover dummy classes; unrelated maintenance issues." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both mention v5 output differences, but one is a tokenizer behavior change and the other is model output drift for Pegasus; not the same underlying bug." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Buffer-read error for `position_ids` vs optimizer step being called twice under DeepSpeed; unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from `image_utils` vs stale dummy classes leaking into `dir(transformers)`; different code paths." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save/load issue for MoE vs tokenizer metadata mismatch on save; unrelated serialization bugs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example script returning empty multi-label results vs local dataset loading failure in a different example script; not duplicates." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata bug vs DeepSpeed optimizer-step bug; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4 multimodal config default handling vs non-persistent buffer initialization regression; different causes." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor argument incompatibility vs auto-docstring annotation crash; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "MoE FP8 save_pretrained bug vs processor save_pretrained missing files; different save/export paths." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression vs processor export missing files; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing `AutoImageProcessor` export vs missing `is_offline_mode` import; both are import errors but from different packages and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43232", + "issue:43479", + "issue:43723", + "issue:43756", + "issue:43824", + "issue:44038", + "issue:44060", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45834" + ], + "soft_pairs": [ + "issue:22355|issue:28282", + "issue:30333|issue:36331", + "issue:43232|issue:45834", + "issue:30333|issue:34689", + "issue:44222|issue:44484", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44263|issue:45092", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:44373|issue:44485", + "issue:44514|issue:45103", + "issue:44295|issue:44623", + "issue:43723|issue:44871", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:43723|issue:44991", + "issue:30990|issue:38175", + "issue:43723|issue:44442", + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:42831|issue:45310", + "issue:39401|issue:44568", + "issue:42886|issue:42994", + "issue:44263|issue:44373", + "issue:42757|issue:45278", + "issue:42831|issue:44038", + "issue:43756|issue:44060", + "issue:43232|issue:45593" + ], + "prepared_review_unit_hash": "8e214b43c02ce334ca50d51cb2b4671bd4835ac2b44fea3c0cd588376d326368", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36138, + "estimated_input_tokens": 9035, + "estimated_eval_tokens": 18326 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers issues centered on import/loading/tokenizer/model-regression failures, but most items are distinct root causes rather than true duplicates. The broadest representative is the v5 upgrade/import-regression report.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here: it captures the general v5 upgrade/import-failure theme better than the narrower class/model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative for the cluster because it is the most generic user-facing regression and most likely to subsume the shared import/load failure pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is about transformers.onnx and the other about missing PyTorch; different missing-dependency failures." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to CustomTrainer.compute_loss signature changes." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation state update after sync_gpus is unrelated to Kosmos2.5 long OCR input indexing." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job reporting and Llama 3.2 Vision model loading are different code paths and failures." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained for MoE models is not the same as a question about max_shard_size defaults." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata mismatch on save is different from Qwen3.5 Moe from_pretrained loading failure." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3.5/tokenizer-related loading issues, but one is generic tokenizer loading in v5 and the other is a flash-attention generation bug." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import and MLflow status reporting are unrelated failures." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting is unrelated to embedding resize/post_init reinitialization." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA torch.split indexing behavior is unrelated to remote-code checkpoint meta initialization." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request acceptance and Gemma4Processor missing _tokenizer are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both concern the DSA indexer, but one is about torch.split return values and the other about a missing ReLU; not the same defect." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring issues for position_ids and GLM-5 RoPE implementation are not the same underlying bug." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Qwen2_5_VLProcessor batched chat-template crash is unrelated to the auto_docstring AttributeError." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer read error and processor.save_pretrained missing files are different save/load behaviors." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Generic tokenizer loading in v5 and Gemma-3 eos_token_id config mismatch are distinct issues." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to InternVL2 meta initialization incompatibility." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-initialization incompatibility and incorrect visual encoder keys on save_pretrained are different defects." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but they target different checkpoints and likely different root causes." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers load hang and SigLIP2 zero probabilities are different model/runtime problems." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Generic tokenizer loading in v5 and FastSpeech2ConformerTokenizer import/load failure are not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "AutoImageProcessor import failure and Qwen2_5_VLForConditionalGeneration import failure are separate missing-export issues." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4MultimodalConfig None-handling and GPTNeoXConfig rotary_pct reload behavior are unrelated config bugs." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 Moe from_pretrained errors are different problems." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping is unrelated to mdeberta add_special_tokens behavior." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are different code paths." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer torch.split behavior and position_ids docstring are not duplicates." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both involve import errors after upgrade, but one is a specific huggingface_hub symbol removal and the other is a broad transformers v5 import-regression report." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe bug reports are different issues." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warning are unrelated model-architecture bugs." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 38, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": 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transformers.onnx module import and tokenizer spacing after added token are unrelated issues." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a GLM-MoE torch.split return-value issue do not share the same underlying bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both mention tokenization/chat templates, but one is a version-to-version tokenization change and the other is multimodal assistant-mask generation." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None is a tokenizer registry bug, while AutoProcessor kwargs not reaching cached_file is an unrelated processor-loading bug." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "A stuck sentence-transformers load and a MacOS bus error on CLIP are different runtime failures." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both relate to generation state, but one is sync_gpus/update_model_kwargs and the other is recurrent-state reset in modular_qwen3_5; not the same defect." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and incorrect outputs under pipeline parallelism are distinct problems." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Processor kwargs propagation and chat-template crashes with tool-call assistant messages are separate code paths." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a buffer-registry position_ids error and tokenizer_class mismatch on save_pretrained are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific AutoImageProcessor import error and the other is a broad post-upgrade import-error report; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel inference correctness are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Both are tokenizer/chat issues, but one is a version regression in tokenization and the other is batched apply_chat_template crashing with padding=False." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping is a tokenizer alignment bug, while loading cjvt/sleng-bert is a model-loading failure." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import failure and broken auto_mappings references to removed SAM3 configs are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save failure and invalid GenerationConfig for GLM-5 are different issues." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A SAM3 model-type warning and a missing fpn_position_embeddings attribute are related to the same family but are not the same concrete bug." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A missing rms_norm_eps precision issue and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation choice and GLM-5 RoPE implementation are separate model-internal bugs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 degenerate training are not the same code-path problem." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping and multimodal assistant mask generation are different bugs despite both touching tokenization." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output emptiness and mm_token_type_ids defaulting are unrelated training/inference issues." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal instruct are different model-loading/save paths." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "A Qwen3-VL-Moe bug and tokenizer_class mismatch on save_pretrained are not the same underlying issue." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe behavior and position_ids buffer access error are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure and gguf_file loader breakage affect different loading/saving flows." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and multi-label classification example output are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "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:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:43824|issue:44351", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43066|issue:44779", + "issue:43493|issue:45753", + "issue:42907|issue:44222", + "issue:43122|issue:44977", + "issue:43992|issue:44704", + "issue:43784|issue:45446", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:42371|issue:43874", + "issue:43064|issue:43673", + "issue:42222|issue:43441", + "issue:43976|issue:45446", + "issue:44075|issue:44936", + "issue:43116|issue:43493", + "issue:43116|issue:43825", + "issue:44038|issue:45478", + "issue:44222|issue:45478", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:44117|issue:45588", + "issue:39401|issue:44779", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:42673|issue:43906" + ], + "prepared_review_unit_hash": "8679de61982b64296a6072915075e897be8b05ad571401af7f9c17cf710877c1", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36280, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: a few v5-era import/tokenizer regressions, but the paired items are generally different concrete bugs and should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-like issue in the set, centered on post-upgrade import breakage; it best represents the loose theme, though most items are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general and cluster-representative issue; it covers the broadest user-facing regression pattern among the listed items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports in different modules (`Qwen2_5_VLForConditionalGeneration` vs `HybridCache`); same symptom class, not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "One is a Qwen3-VL-Moe loading regression, the other is FP8 save_pretrained behavior; different code paths and failures." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained checkpoint corruption and from_pretrained loading error are opposite directions with different reported failures." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors from different libraries (`huggingface_hub` vs `transformers`); no shared underlying bug." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16/FP32 dtype drift during eval is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers, but one is decoder type selection and the other is Deepseek tokenization regression; not the same concrete defect." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a Qwen3.5 infinite-loop-on-image bug are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both touch saving/quantization, but one is dequantized model saving and the other is FP8 save_pretrained; different failures." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "A general tokenization difference across versions is not the same as a Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens weight in from_pretrained and passing kwargs to cached_file are different loader issues." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError and a PyTorch version-check bug in flex_attention are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import breakage, but one is a specific missing symbol and the other is a broad upgrade-wide report; too generic to treat as duplicate." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded generation is unrelated to CI dtype mismatch during bfloat16 inference." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation failure and GLM-5 RoPE implementation are different bugs in different parts of the stack." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing `transformers.onnx` module and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API warning guidance and missing `get_number_of_image_patches` are different problems." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer states on non-zero ranks and missing GenerationMixin cache in chunked prefill are different training/generation bugs." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Broken VitPose models and Ministral FlashAttention failures are separate model-specific regressions." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support mismatch is unrelated to the flex_attention import version check." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Ignored SGD args and trainer.evaluate() failing after train are different training-loop issues." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification example output and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label behavior and pipeline deprecation/error messaging are different issues." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but different versions/models and different load errors; not enough to call the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained behavior and Qwen3.5 from_pretrained loading failure are different directions and symptoms." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor length computation bug and a PyTorch import version-check bug are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig invalid and a stale num_return_sequences warning are not the same issue." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 tokenizer offset_mapping regression are different concrete tokenizer problems." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and a flash-attention AttributeError are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and failure modes; not clearly the same underlying bug." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a flex_attention import version check are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in dataloader-thread generation and an isolated reproduction of another issue 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": 1, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:42831", + "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: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:45464", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656" + ], + "soft_pairs": [ + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:43450|issue:43986", + "issue:45341|issue:45561", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:39401|issue:43421", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:44484|issue:45310", + "issue:42673|issue:43582", + "issue:42371|issue:44261", + "issue:43408|issue:43742", + "issue:44933|issue:45278", + "issue:42222|issue:45542", + "issue:42617|issue:45341", + "issue:42673|issue:43577", + "issue:43937|issue:44496", + "issue:42175|issue:42222", + "issue:38617|issue:44220", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:42371|issue:42831", + "issue:43066|issue:43122", + "issue:43012|issue:43577", + "issue:43673|issue:45341", + "issue:44484|issue:45478", + "issue:44410|issue:45478", + "issue:43874|issue:44261", + "issue:43097|issue:44493" + ], + "prepared_review_unit_hash": "b1868a186d99663aaaf84a52dfab490f30464e4f9e85c44f6ee5380dd5bb2796", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36475, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a broad mix of unrelated Transformers issues; the soft-similarity pairs mostly share only a subsystem or failure shape, not the same underlying bug. I would not collapse the set into a single canonical issue.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are version-5 breakages, but one is an init_empty_weights argument error and the other is PreTrainedConfig type-checking; different code paths and fixes." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated dependency/version problems: PEFT minimum version pin vs a PyTorch version check for flex_attention imports." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both involve video/processor flows, but one is a batched video shape bug and the other is an AutoProcessor crash when torchvision is missing." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utilities, but one is a bug in testing_utils.py and the other is a pytest-xdist race writing captured_info.txt." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer-related, but one is TOKENIZER_MAPPING_NAMES returning None and the other is a Mistral regex patch crash on backend_tokenizer access." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different modules and likely different regressions." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Both are tokenizer behavior issues, but offset_mapping for Qwen3 is not the same as runtime post-processor updates when special tokens change." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different model-specific failures: missing attn projections in qwen3next vs a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "One is a flash_attention_3 training degeneration, the other is a save_pretrained regression for Qwen3.5 checkpoints." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "These are unrelated: max_shard_size default behavior versus a Qwen3.5 MoE loading error." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "Completely different failures: multi-thread VRAM leak in Qwen3.5 versus an Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Both mention numeric/precision settings, but TF32 configuration warnings and MLA rms_norm_eps precision errors are distinct bugs." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type mismatch warning for sam3_* is not the same as a key error loading facebook/MobileLLM-125M." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "The newer issue is a broad import-regression report; the older one is a specific missing import from image_utils. Similar symptom, not the same confirmed bug." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage and missing TensorFlow backend in a torch-only install are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A 3d_parallel.py runtime failure and a testing_utils bug are different areas and different code paths." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leakage in Qwen3.5 multi-threaded use is unrelated to BLIP2 dtype remaining float32 after loading." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Both are model-loading/config issues, but one is invalid GenerationConfig and the other is an unrecognized model due to missing model_type." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow backend installation behavior and vitpose model breakage are different issues." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An import error for layer_type_validation is unrelated to a _torch_extract_fbank_features() failure." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both hit chat/completions-style serving, but one is an API request acceptance problem and the other is a streaming inference failure on Qwen3.5-0.8B." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both concern optimizers, but SGD args being ignored is not the same bug as an optimizer step being called twice with deepspeed." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 warning behavior and FineGrainedFP8 accuracy degradation are distinct precision-related issues." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is a decoder-type mismatch and the other is broader tokenization differences; not clearly the same fix." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A compile-time bfloat16 warning is unrelated to BLIP2 staying float32 when loaded with half/bfloat16." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "GenerationMixin cache handling in chunked_prefill is unrelated to a testing_utils bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "max_shard_size default behavior and a Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next and a Qwen3.5 MoE loading error are different model-specific problems." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "One is a missing image-patch-count method in a processor, the other is an rms_norm_eps precision mismatch in MLA; different components." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removing tie_embeddings_and_encoder_decoder and unexpected position-id keys are different regression classes with different remedies." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43824", + "issue:43873", + "issue:43874", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44704", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45459", + "issue:45542", + "issue:45588" + ], + "soft_pairs": [ + "issue:44263|issue:44485", + "issue:43012|issue:43408", + "issue:42222|issue:45459", + "issue:41628|issue:45071", + "issue:43441|issue:44829", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:43931|issue:44038", + "issue:45003|issue:45341", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:43986|issue:44484", + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43976|issue:45071", + "issue:44829|issue:45245", + "issue:43986|issue:45372", + "issue:43531|issue:45341", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:43097|issue:45588", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43986|issue:44117", + "issue:43097|issue:43873", + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:43097|issue:43901" + ], + "prepared_review_unit_hash": "0164f49c8435d14d889f566d3b8b0fcab4731c93719b843c3f1fbf3e76a27141", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37662, + "estimated_input_tokens": 9416, + "estimated_eval_tokens": 19088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated Transformers regressions and import/config bugs. None of the soft pairs look like true duplicates or the same underlying fix, so all soft edges are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the items span distinct bugs (different missing imports, model-specific shape/config problems, tokenizer/loading regressions, and unrelated runtime warnings).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43986 is the best representative anchor because it is a concrete, well-scoped crash report with clear impact and reproducibility, unlike the more fragmentary one-off regressions in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM internals: a torch.split indexing issue vs a RoPE implementation question; not the same bug or fix." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Unrelated problems: bfloat16 compilation warning vs sam3_video/sam3_tracker model-type mismatch." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model breakage and a tokenizer protobuf exception are different code paths and symptoms." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type checking breakage are separate regressions." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 is unrelated to flash_attention_3 training degeneration in sequence classification." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Config type checking vs tensorboard/TensorFlow backend detection are unrelated bugs." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is not the same as missing attn projections in qwen3next." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen/VL-related, but one is a loading shape mismatch and the other is a transformers 5.0 compatibility bug; not the same fix." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a testing_utils bug are distinct implementation issues." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "Sparse-layer construction in SwitchTransformersConfig is unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Missing tie_embeddings guidance in v5 and gguf_file tokenizer/model loading breakage do not share a concrete code path." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Missing torchvision crash in AutoProcessor is unrelated to save_pretrained shard-size behavior." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/torchvision loading crash and a testing utility bug are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and a transformers>=5.1.0 model-loading failure are different loader defects." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "sam3 model-type warning and tie_word_embeddings warning are different warnings from different model families." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-patch method in GLM46V and torch.split return handling in GlmMoeDsaIndexer are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python version support breakage and PretrainedConfig type checking are unrelated compatibility issues." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "Flash attention training degeneration and category-count runtime limit are different failure modes." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision crash and ReasoningEffort import failure affect different processor stacks and dependencies." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and a testing_utils bug do not overlap at the code-path level." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different libraries; not the same underlying bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and GLM-5 RoPE implementation are different model math issues." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applied via model_init are separate training pipeline problems." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing projections in qwen3next and a silently dropped Qwen3_5MoeVisionConfig field are unrelated model-definition bugs." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "layer_type_validation missing from configuration_utils and HybridCache missing from transformers are different import regressions." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tie-embeddings deprecation and flash_attention.py crashing on s_aux=None are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword duplication and TOKENIZER_MAPPING_NAMES None handling are separate tokenizer-loader bugs." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility and qwen3next missing projections are different model-specific regressions." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding and auto_docstring annotation handling are unrelated utility bugs." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage and UMT5Encoder missing embed_tokens.weight are different loading defects." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Missing torchvision guard in AutoProcessor and tokenizer mapping None handling are not the same problem." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A v5 config/API deprecation and an offloading-with-quantization issue are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Qwen2.5-VL import failure and AutoProcessor/torchvision crash are distinct processor/model import paths." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and a reproduction of issue 38071 are not the same concrete bug." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "tie_embeddings_and_encoder_decoder removal and pipeline docs mismatch are different documentation/API issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 42, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42898", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43381", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45290", + "issue:45381", + "issue:45479", + "issue:45753" + ], + "soft_pairs": [ + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43352|issue:44380", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:42886|issue:43381", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43208|issue:43526", + "issue:36683|issue:43582", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:44483|issue:45381", + "issue:43756|issue:44485", + "issue:43299|issue:45753", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:43352|issue:43937", + "issue:43867|issue:45216", + "issue:44077|issue:44380", + "issue:42898|issue:43066", + "issue:36010|issue:42757", + "issue:36683|issue:44077", + "issue:43611|issue:44655", + "issue:43976|issue:44938" + ], + "prepared_review_unit_hash": "e7a54364d1f7c4bd37ad1f7a98828b30fefab1e7c5f351ef0a8af852c85d1cf1", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38514, + "estimated_input_tokens": 9629, + "estimated_eval_tokens": 19514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated Transformers issues: import errors, model-specific loading/saving bugs, chat/template regressions, backend/compile problems, and documentation issues. None of the soft-edge pairs look like the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "No single clear canonical issue exists because the items span many distinct regressions. If one must be chosen, issue 44483 is the broadest, most user-visible v5 API breakage in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44483 is the best representative only in the sense that it is broad and high-impact; however, it is not truly a duplicate umbrella for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Different problems: pipeline task-support/error messaging vs saving Pipeline objects." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Model weight loading mismatch vs a question about the default shard size in save_pretrained()." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different code paths and symptoms: unsupported Flash Attention 2 for one model vs ignored attention scaling in GPT-2 under SDPA/FlashAttention." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated model/training bugs: xLSTM training blockers vs Bamba compile+SDPA failure." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A warning about bfloat16 compilation precision is not the same bug as a model failing under torch.compile with SDPA." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Precision warning during compile and a tied-embeddings warning in Qwen3.5 fine-tuning are distinct issues." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading failure is unrelated to gradient checkpointing in eval mode." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and an inference infinite-loop bug are different underlying problems." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Model saving failure is not the same as saving Pipeline objects." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling backend regression is unrelated to degenerate zero-loss classification behavior." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for a model vs a Python-version compatibility break are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption is not the same bug as attention scaling being ignored." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Multiple xLSTM training bugs do not match a BeitImageProcessorFast label reduction bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both touch chat-related APIs, but one is a global /v1/chat/completions acceptance issue and the other is a processor batched-input crash." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output fields missing and GPT-2 attention scaling under backends are different regressions." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP-related, but one is missing attentions and the other missing hidden_states; not clearly the same code-path bug." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A float32 precision warning during bfloat16 compilation is not the same as compiled flex_attention failure on torch>=2.9." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports from different packages and symbols." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a configuration utility and unwanted API requests despite local_files_only=True are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3-VL/MoE, but one is a loading regression and the other is fp8 inference support; not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "A chat-completions API rejection is not the same as apply_chat_template crashing on assistant messages with tool calls." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3-VL-Moe loading breakage and sorted-state_dict load errors are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL regressions: API request rejection vs incorrect vision_position_ids." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementations/results." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Model loading breakage and an infinite-loop generation bug are not the same underlying issue." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline docs mismatch is unrelated to saving Pipeline objects." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different attribute-missing model issues in different architectures." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure is broader/different from saving Pipeline objects." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "A Flash Attention support error and a GenerationConfig validation error are different failures." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Generic state_dict ordering load error and a Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "A patchtsmixer post_init constraint issue does not match GPT-2 attention scaling under backend implementations." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43352", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43931", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44492", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45850" + ], + "soft_pairs": [ + "issue:44263|issue:45440", + "issue:36683|issue:43525", + "issue:43352|issue:45593", + "issue:43618|issue:45216", + "issue:44188|issue:44380", + "issue:36683|issue:44242", + "issue:43064|issue:44492", + "issue:43352|issue:43931", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:44355|issue:44855", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:43618|issue:44077", + "issue:44360|issue:45440", + "issue:36296|issue:43575", + "issue:28282|issue:33453", + "issue:43867|issue:44484", + "issue:43618|issue:44977", + "issue:43618|issue:44857", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43010|issue:44075" + ], + "prepared_review_unit_hash": "4e68e8cfa0424ba84525bb2b724eb1233b027f568a09073950f2f90bc774d6b0", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37115, + "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 and looks like a noisy similarity group rather than a true duplicate set. The only plausible duplicate pair is the import-time slowdown reports, centered on `import transformers` being slow due to model import patterns.", + "confidence": 0.56, + "canonical_issue_reason": "`issue:41669` is the most concrete and actionable report in the only plausible subcluster: it identifies a specific cause (`import *` usage in models) and quantifies the import-time impact. `issue:44246` is the broader symptom report, but 41669 better captures the underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:41669` is the best representative issue for the cluster\u2019s only credible duplicate theme because it ties the symptom to a concrete root cause. The rest of the items are largely unrelated model/config/test regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different models and different failures: DSA indexer split semantics vs DeepSeekV3 MoE divergence." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-config-attribute bugs, but on different configs and different attributes; not the same underlying defect." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated model features: Flash Attention support gating vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different code paths: CLIP output attentions regression vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention/backend behavior, but the actual bugs are different: compile-time branching divergence vs ignored GPT2 scaling config." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Different models and different functionality: config attribute missing vs MoE load-balancing loss omission." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Training/optimizer-state bug and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Different load-time issues for different models: Flash Attention 2 unsupported vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache no_grad decoration bug is unrelated to the broad import-error report." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are model loading errors, but for different models and different failure modes." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different checkpoint/config problems: state_dict ordering load failure vs missing vision config field." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "These look like the same import-time slowdown problem: one report names the broad symptom, the other identifies the `import *` cause in model imports." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import/parse failures, but one is generic compiled-Python errors while the other is a specific Python 3.13 `torch.jit.script` parsing issue." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Different subsystems and failures: config attribute missing vs optimizer state sharding/training bug." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test flakiness, but one is missing `set_seed()` in SamHQ tests and the other is an xdist file-race issue." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and `PretrainedConfig` type-checking regression are different issues." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both involve loading/saving checkpoints, but one is state_dict ordering and the other is incorrect visual encoder key serialization." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache update no_grad decoration bug is unrelated to the generic \u201cmany models break\u201d report." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Same general family of loading issues, but different models and distinct causes." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache-layer update decoration issue is unrelated to Python-version compatibility." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Different regressions: Python 3.14 import/load failure vs Qwen2.5-VL video position id bug." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions regression and patchtsmixer `post_init` restriction are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different model internals and different mathematical behavior; no shared bug." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and TP OOM on a specific model are not the same issue." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError about missing PyTorch and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Checkpoint load ordering bug and max shard size question are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 flash-attention generation bug are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different models and different failures: missing attentions vs AMP/CUDA crash." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test seed flakiness is unrelated to a multimodal model loading regression." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI flake causes: missing seed setup vs stale device override test." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated test flake and auto-mapping breakage." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leak and AddedToken argument collision are different bugs." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Cache no_grad decoration issue is unrelated to optimizer argument handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only clearly supported duplicate theme is the import-time slowdown pair (`issue:41669` / `issue:44246`), and the rest of the pairwise rejections are cautious rather than overstated. No PR-mergeability issues apply here since this is an issue-only cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45850" + ], + "soft_pairs": [ + "issue:43723|issue:44556", + "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:42548|issue:44351", + "issue:43010|issue:43065", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:30333|issue:33453", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:44315|issue:44360", + "issue:42831|issue:43874", + "issue:43502|issue:44961", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:44222|issue:44230", + "issue:44355|issue:44655", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:41628|issue:42548", + "issue:38617|issue:43576", + "issue:43673|issue:44492", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:45362|issue:45850" + ], + "prepared_review_unit_hash": "c6f40b8f5ea4904a6f1defb612603b17f314f567db8d2dd890e317c03dae7ead", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 38986, + "estimated_input_tokens": 9747, + "estimated_eval_tokens": 19750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers v5 regression reports (imports, loading, model behavior, docs/tests), not one shared concrete bug. The soft pairs are mostly high-level similarities only, so I reject them all.", + "confidence": 0.46, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the cluster\u2019s main theme: many v5-related breakage reports across models and APIs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most representative single issue because it captures the widest version-regression concern, even though it is vague.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both involve loading regressions after v5, but one is tokenizer loading and the other is checkpoint reload; different failure modes." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "One is a flaky integration test, the other is a generic testing_utils bug; not enough evidence of the same underlying defect." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained vs missing tensor-parallel plan are different code paths." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Quantization OOM and checkpoint reload breakage are unrelated symptoms." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different missing-export fixes." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad behavior and a dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network leakage and GLM-5 RoPE are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file import errors and a performance regression during filtering are not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang and documentation confusion are different issues." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both mention generation/cache internals, but the concrete problems are different." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but tensor-parallel metadata and from_pretrained loading error are distinct regressions." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tp-plan and missing config field are related only at a high level, not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting failure and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "API requests despite local_files_only and FP8 save_pretrained touch different areas." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading and generic reload-after-upgrade breakage are not the same concrete failure." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and DSA indexer ReLU are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy issues and a missing image-processor method are distinct." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local file request leakage and a standalone 'racoon' issue are clearly unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow job-status reporting and tensor-parallel training are different problems." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained and FP8 inference support are different change requests." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file errors and pipeline save_pretrained are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline() and an unrelated issue title do not match." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are related only broadly." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "ImportError from huggingface_hub and a broken env command are different failures." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading and tensor-parallel training are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and config type-checking are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Env command breakage and a Qwen2.5-VL import error are different issues." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion and an ImportError for layer_type_validation do not share a concrete bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Uninformative racoon issue and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are root-package import errors, but for different missing symbols and not proven to share one fix." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "A missing import symbol and the env command issue are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache behavior and a cache-strategy typo are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command and Python 3.14 load failure are different regressions." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and the racoon issue are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and the racoon issue are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and pipeline docs mismatch are different issues." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Importing AutoImageProcessor and compiled-file errors are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast label handling are different code paths." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "These both sound broadly v5-related, but they are not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:43572|issue:45850", + "issue:42371|issue:44492", + "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:45278|issue:45850", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "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:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:44315|issue:44829", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908" + ], + "prepared_review_unit_hash": "66724294b292c455c06811c7f1b4c44dc7b7e7df5a40d9cd4f692bee81805354", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38524, + "estimated_input_tokens": 9631, + "estimated_eval_tokens": 19518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of Transformers v5 regressions and model-specific breakages. The strongest unifying theme is upgrade-related loading/import incompatibilities, but the individual reports point to different code paths and symptoms, so they are not duplicates.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45278 is the best umbrella candidate: it broadly describes many import errors after upgrading from 4.57.0 to 5.5.0, which matches the cluster\u2019s general v5 regression theme better than the narrower model- or API-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative issue in the set because it captures the broad upgrade/regression pattern across multiple failures, whereas most others are narrower single-model or single-feature bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Both are config-related bugs, but they affect different components and failure modes: MLA precision/eps handling vs DSA indexer behavior." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "One is a specific processor.save_pretrained file-saving bug; the other is an unspecific bug report with no concrete matching code path." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failures and TensorBoard-without-TF backend errors are unrelated subsystems." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "These point to different causes: lazy loading mechanics vs unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3-VL/Qwen3_5, but one is a 2D bbox hallucination and the other is an infinite loop on a specific image; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5-related, but one is the env command and the other is checkpoint reload compatibility; different code paths." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3.5/Qwen3-VL-Moe, but one is a model bug and the other is missing tensor-parallel plan metadata." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL output corruption is unrelated to PretrainedConfig type-checking breakage." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_id attribute in one config is not the same as a broad complaint that many models break in v5." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from import * usage is different from a missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 checkpoint-loading incompatibilities, but they involve different model families and failure mechanisms, so they are not the same concrete bug." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is too specific to match a generic 'many models broken' report." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a specific config regression, not the broad multi-model breakage described here." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different APIs with different bugs." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A flaky integration test due to missing seeds is unrelated to scheduler keyword handling." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad complaints about v5 regressions, but they are not the same specific underlying bug or change." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A model-type mismatch warning and a Liger-kernel/model_init issue do not share a concrete code path." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import and broken lazy loading are related at a high level, but they are not clearly the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support gating is unrelated to 2D bbox output hallucinations." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "The env command regression and scheduler kwargs bug are separate features." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class metadata mismatch is unrelated to a generic bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are different issues." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Buffer registration/position_ids reading and a generic bug report do not match." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * performance overhead and an import failure for HybridCache are distinct problems." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import slowdown is not the same as a small testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "A cache-strategy typo and incorrect pipeline-parallel output are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "A missing method in one image processor is too specific to be the same as a broad v5 breakage complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox hallucination and Qwen3.5 Moe from_pretrained errors are different model-level failures." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init behavior in patchtsmixer and a tied-weight-key AttributeError are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still mentioning pipeline() and scheduler kwargs handling do not reflect the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger-kernel application with model_init and flash_attention_3 training degeneration are different code paths." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion in model.forward and tokenizer loading regression are not the same issue." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import performance and scheduler kwargs are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "The env command bug and lazy loading malfunction are different features." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight-key crashes affect different functionality." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU concerns and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report does not duplicate the specific Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading problems and inverse_sqrt scheduler kwargs are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 46, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-397", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:41669|issue:43704", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44998|issue:45341", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "9612df844668f8b1711f5bb5053baff70f44748a9be43aac7732fda88d7cb574", + "component_budget": { + "node_count": 397, + "item_count": 397, + "soft_pair_count": 1488, + "serialized_chars": 767102, + "estimated_input_tokens": 191776, + "estimated_eval_tokens": 383808 + }, + "budget": { + "node_count": 36, + "item_count": 36, + "soft_pair_count": 32, + "serialized_chars": 29799, + "estimated_input_tokens": 7450, + "estimated_eval_tokens": 15156 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a noisy cluster around Transformers v5/model-loading and tokenizer regressions; the soft pairs are related by broad subsystem, but none look like the same concrete bug or fix.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45092 is the clearest concrete representative of the core theme: a Transformers v5 meta-initialization/loading incompatibility affecting checkpoints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45092 best captures the cluster\u2019s dominant failure mode with a specific, reproducible loading regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different model components: timestamp calculation in Qwen3-VL processor vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp bug and inverse_sqrt scheduler kwargs bug are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion vs a concrete model-loading regression; not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf issue is unrelated to the Qwen3CausalLM VRAM leak." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Docs ambiguity about forward args does not match an ImportError in flash-attention utils." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel application in model_init and remote-code/meta-init incompatibility are different code paths." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both touch positional encodings, but they are different models and distinct defects." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in threaded inference is unrelated to RoPE implementation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration behavior and a multi-thread VRAM leak are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leakage is unrelated to timestamp computation." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing save_pretrained files are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation in a processor is unrelated to a VRAM leak." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in GLM-MoE indexing is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and audio positional encoding are different failure modes." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "RMS norm epsilon precision issue is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5 behavior, but one is broad behavior drift and the other is a specific decoder-type bug; not clearly the same issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to an off-topic/irrelevant issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling and chat-template tool-call crashes are different code paths." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the off-topic issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Off-topic unemployment issue is unrelated to a broad Transformers v5 complaint." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the off-topic issue." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Testing-utils bug and the off-topic issue are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key crashes." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowness and an ImportError in configuration_utils are not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 inference support request is unrelated to missing processor save files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting for failed training jobs is unrelated to slow checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "from_pretrained slowness and tensor-parallel training bugs are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint load performance and forward-doc confusion do not share a concrete defect." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "fp8 support for Qwen3-VL and a Qwen3.5 MoE from_pretrained error are distinct issues." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading is not the same as a tokenizer-loading regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support for audio models and fp8 inference support are different feature gaps." + } + ] + }, + "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": 17, + "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": "e0e40c5e11f93eda21729991f4c8fd20df3c2c5ee3f2f287b8b82b604d1effda", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "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 true duplicates: one is about TAPAS tokenization mismatching TensorFlow, one is about the error message for unauthenticated private-model downloads, and one is a generic \"can't load the model\" report. The soft links are too broad to merge.", + "confidence": 0.38, + "canonical_issue_reason": "issue:16618 is the broadest user-facing model-loading report, but it still appears distinct from the TAPAS tokenization bug and the private-model auth/error-message bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the best representative of the cluster only because it is the most general model-loading failure; the other issues are clearly more specific and not the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "TAPAS tokenization discrepancy is a different code path and symptom than a generic model-loading failure; no evidence they are the same bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model download/auth error-message issue is about login handling, not the same underlying failure as loading bert-base-uncased." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 17, + "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": "6ed4e1bc6c62768dffb3ea93fa15f945fe03015c328ca3e9434445de7a4bad96", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate feature-request issues: one for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures. They share a broad \u201ccommunity contribution\u201d theme, but not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue: the requests target different features and should remain separate. If forced to pick a representative, #26350 is slightly older and has higher discussion activity, but it is not a duplicate of #33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested capabilities and code paths: Flash Attention 2 vs GGUF support. Similar wording around architecture support is too broad to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 17, + "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": "79c7623d7a98026c6e8096ed9f238c23186bbb705c7662247346c434dfef599b", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all i18n documentation-translation issue templates, but only one is concrete (Turkish). The others look like placeholder instances for different languages, so they should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue 27088 is the only language-specific, concrete request ([i18n-TR] Translating docs to Turkish); the others are generic placeholder-style issues and likely refer to other languages.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 27088 is the best representative because it is specific, complete, and not a template placeholder.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same issue template, but not the same underlying request; 27088 is Turkish while 44370 is a generic placeholder that could be a different language." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Both are translation-template issues, but only 27088 is concretely Turkish; the placeholder issue is not clearly the same request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "The titles match the template pattern, but 27088 is a specific Turkish translation request and 43834 is a generic placeholder for some other language." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "These are similar template issues, but the placeholder text does not establish the same language or same concrete task." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Highly similar wording, but no evidence they are the same underlying translation request rather than separate language placeholders." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "The issues appear to be template-generated translation requests, not the same specific 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": 5, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-15", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue: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:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "dfb9403b449b761df206315a105863c5aebb9086a213ad84661e729a627d7a87", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20711, + "estimated_input_tokens": 5178, + "estimated_eval_tokens": 10612 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20711, + "estimated_input_tokens": 5178, + "estimated_eval_tokens": 10612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose topic group of model-addition requests, not true duplicates. The items span unrelated model families and even different modalities (BERT-like encoders, audio/TTS/ASR, OCR, sparse transformers, vision). No soft-edge pair should be merged.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 41115 is the broadest active request in the set ('Add Model Architecture for MiniCPM3') and is the closest generic representative, but the cluster is heterogeneous rather than duplicate-heavy.", + "canonical_pr_reason": null, + "best_issue_reason": "41115 is the best cluster anchor only in a loose thematic sense because it is a general model-architecture request; however, it does not actually subsume the other model-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different requested models; EuroBert and DEIMv2 are unrelated additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "BERT model config request vs Qwen3-TTS audio support; different modality and code path." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config vs RF-DETR model; distinct model families." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different models, not the same fix/request." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vision model vs LFM2.5 Audio request; unrelated." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR vs weight-sparse transformer request; different underlying work." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vision model vs Qwen3-ASR audio support; not duplicates." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different model families/modalities." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT request and Qwen3-ASR support are unrelated." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs sparse transformer support; distinct code paths." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT encoder model vs audio model request; not the same issue." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR vision model and NeoBERT are separate model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are both BERT-like, but they are different model requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; different modality and target model." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "Generic model-architecture request vs sparse transformer request; not the same underlying change." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model support requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture vs Voxtral TTS support; different model and task." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT encoder-style model vs Qwen3-TTS audio model; not duplicates." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT request is model-specific; BERT-like models with RoPE is a broader architecture feature request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated code paths." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are different tasks; same vendor name is not enough." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Two different TTS model requests; different model families." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support request vs sparse transformer request; not the same bug/change." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio model requests, not duplicates." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support vs EUPE vision/encoder request; different model families." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support and sparse transformer support are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request vs EUPE encoder request; not the same underlying change." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio tasks/models." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support and OCR model support are different code paths and modalities." + } + ] + }, + "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": 17, + "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": "3f1f143a32e4df4430ae55ec14835a5d42f2382cfa86ba4f4adbd8f124fb89d2", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6292, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6292, + "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 describe distinct bugs across unrelated areas (model norms, loss plumbing, tokenizer warnings, a typo, and a type-hint problem). The soft similarities are mostly lexical.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the reports span different subsystems and failure modes, so they do not appear to share one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global representative exists; 43668 is the closest to a generic code/metadata bug, but the cluster is too heterogeneous for a true best issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different bugs: one questions Llama4 norm semantics, the other is a ModernBERT type-hint error." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Unrelated areas: Mask2Former ignore_value handling vs. loss kwargs plumbing." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Different components and failures: Mask2Former ignore_value vs. tokenizer regex warning." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "One is a model-loss/config bug, the other is a naming typo in conversion code." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "No shared underlying bug; these are separate configuration/code-quality issues in different models." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs not forwarded is unrelated to a ModernBERT type annotation mistake." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Distinct problems: incorrect type hint vs. tokenizer regex pattern warning after a version change." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint correction and a typo in a different symbol 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": 7, + "component_count": 17, + "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": "61215756f5be66e2d993edf1cf97e45c05ff659823d658dcc9f9460c14bb3f42", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is about block decoding behavior, the other is about adding DeepSeek v3.2 support. They describe different feature/problem areas with no concrete overlap.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #41084 is the better canonical representative only because it is more generic and technical, but it is not the same underlying request as #43037.", + "canonical_pr_reason": null, + "best_issue_reason": "#41084 is the stronger anchor for the cluster if one must be chosen, since it describes a broader code-path topic; however, the items are not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics: block decoding vs. DeepSeek v3.2 model support. No evidence they refer to 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": 17, + "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": "d372a1e7d9488c4240f750945b37edc3af8b0ac172c51aa0259544f62b024006", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level (Trainer customizability), but they describe different problems: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "#43598 is the better representative issue because it focuses on a general Trainer customization limitation, which is the broader of the two themes.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the most central issue for this cluster since it directly targets a Trainer behavior flag (`remove_unused_column`) and frames the customization concern more concretely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying behavior: `remove_unused_column` handling versus FLOPS estimation for custom trainers. They share a broad customization theme but not the same bug or fix path." + } + ] + }, + "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": 17, + "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": "c17dc91bc338ef9c0ec695c4e22fe37493eb9b0f06288012833eb6e4921027c3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are about different model families and different API surface areas: one requests registration for Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, the other requests AutoModelForSequenceClassification support for Qwen3.5. They do not look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different targets and use cases: Qwen3-Omni model registration vs Qwen3.5 sequence-classification support. These are separate feature requests, not a duplicate fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "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": "85848dab40d4822b7913cb47b659f38abbc4fe7ce8c2469c09e79fc4e9ad2ee3", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the same minimal title \"huggingface \" and are very likely duplicates; the \"Fett\" issue looks unrelated. With no bodies or code references, this is a title-based dedupe only.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43845 is one of the duplicated \"huggingface \" reports and is the earliest of that subgroup, so it is the safest canonical issue among the visible items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 best represents the cluster because it matches the repeated title exactly and appears earliest; 43859 has a tiny bit more discussion but no extra specificity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared technical detail; \"Fett\" does not look like the same underlying issue as \"huggingface \"." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no evidence they describe the same bug or request." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no supporting details tying them to the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title \"huggingface \" and near-identical sparse metadata; these look like duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title \"huggingface \" with no distinguishing details; likely duplicate reports." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title \"huggingface \" and no evidence of a distinct underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: three issues have the same exact title and similarly sparse metadata, while 43835 has a different title and no evidence tying it in. The soft-edge verdicts stay conservative and do not overclaim beyond title-based similarity. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 17, + "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": "3f296fe36317a6cecd8c33280a9fd63f9b07004e8e461ab4954cdd4a3d103385", + "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": "This cluster appears to be spam/noise rather than real duplicate bug reports. The repeated \"\" issues are superficially similar, but there is no concrete shared defect or change request to merge.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 44371 is the most representative placeholder of the cluster because it is one of the repeated \"\" reports, but none of the issues contain enough substance to establish a real canonical bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44371 is the best cluster representative only by being a generic spam-like placeholder; it is not a meaningful canonical bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no evidence they describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same generic spam pattern, but no concrete shared bug, target, or reproduction to justify duplication." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is a spam placeholder and the other is a documentation suggestion; these are unrelated." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "\"Check out \\\"Google LLC\\\"\" is unrelated to the spam placeholder reports and does not match the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement and spam placeholder are not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement and spam placeholder are unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no evidence they refer to the same underlying bug or request." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Different spam/ad-like titles with no shared concrete defect or change request." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Different spam/ad-like titles with no evidence of a single 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": 17, + "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": "e257e3f5e35d0243be0e502f4486b40dca5d878e376f516976ecc586b9ce429b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have identical titles and very similar bodies, indicating a duplicate report for the same energy-optimization article/topic.", + "confidence": 0.99, + "canonical_issue_reason": "issue #45145 is the better canonical issue because it was created first and already has inbound reference activity, making it the more established thread for this duplicate topic.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45145 is the best issue candidate overall: same title/body as #45151, earlier timestamp, and slightly more evidence of being the primary discussion target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same exact title and highly similar content; they appear to be duplicate reports of the same underlying issue/topic." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the two issues have identical titles, similar body lengths, and the pair is explicitly marked with soft similarity. The canonical choice is also conservative and supported by the earlier timestamp plus inbound references. No PR mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "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": 17, + "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": "6d15667a38457cd70c9d58994908241a20bb885242935be70debcb87d3403557", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1667, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1667, + "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 both occur in 4-bit inference, but they describe different failure modes and code paths: one is a torch.finfo TypeError on uint8 weights in Gemma4 audio modules, the other is an AssertionError caused by llm_int8_skip_modules clearing the default lm_head exclusion. They are related in area, not duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "Issue #45674 is the better cluster representative because it states a clearer, more general BitsAndBytesConfig bug with a concrete reproduction and explicit configuration trigger.", + "canonical_pr_reason": null, + "best_issue_reason": "#45674 is the most actionable and broadly applicable issue in the cluster; it identifies a specific configuration regression rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying bugs: torch.finfo TypeError on uint8 audio-module weights vs lm_head exclusion being removed and triggering an AssertionError. Same broad 4-bit area, but not the same fixable defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "51767c263cb3bec0b1425a3af2403ddce620fc5a3eb897f82d57151eabd03f4f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates; they are two unrelated closed issues that only resemble each other by having a personal name plus a date in the title.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different people and different dates; no shared bug report, code path, or issue target, so they do not represent the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "2c48eb63bee78029e799f977007edfb57244b3f075c83a5778e3d92b49a70390", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates; they are empty, unrelated entries with different names and dates and no supporting context. This cluster looks more like spam or accidental submissions than a real duplicate set.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the titles refer to different people/dates, and there is no body, linkage, or shared technical context indicating the same underlying report.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good representative for a duplicate cluster because they do not describe the same problem and provide no actionable content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different names and dates, with no description or shared context; they do not appear to be 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": 17, + "component_count": 17, + "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-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "533b03576de0827ca146983b499cd0ee9448f28a6dd73b6c8ae13d657a5c7a9e", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5721, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5721, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two exact duplicate issue pairs are present, but the cluster as a whole splits into different topics (dataset promo vs. two separate DataForge example/request variants), so there is no single true cluster-wide duplicate set.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45872 is the strongest representative of its duplicate pair: it has the more detailed title/body and is duplicated exactly by 45873; the other items are different topics rather than the same underlying issue.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the best overall issue because it is the most specific and substantive of the open issues, and it anchors one of the exact duplicate pairs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a financial dataset bundle promotion versus a DataForge time-series example. Similar keywords are not enough to treat them as the same issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: dataset listing/promo versus a DataForge example. No evidence they describe the same underlying report." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and matching body size strongly indicate the same issue/example duplicated." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial/DataForge, but one is an example and the other adds a scraping service; these read like different requests, not one concrete issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870 vs 45872: related wording, but not the same underlying change or bug." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different request scope: example/prediction versus time series + scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different request scope: example/prediction versus time series + scraping service." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and matching body size strongly indicate duplicate issues for the same request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The verdicts are conservative and supported by the packet: the two exact duplicate pairs are justified by identical titles and matching body lengths, while the non-duplicate calls rely on clearly different titles/topics and do not overreach. The cluster-level summary is also grounded in the evidence that these split into two separate topic groups rather than one unified duplicate set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 28, + "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-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:45795", + "pull_request:45899" + ], + "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:45899", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:45899", + "pull_request:44827|pull_request:45899", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45795", + "pull_request:44827|pull_request:45655", + "pull_request:45170|pull_request:45899", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:45213|pull_request:45899", + "pull_request:45795|pull_request:45899", + "pull_request:43823|pull_request:45795", + "pull_request:43823|pull_request:45899", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "ca849e6a6ad209d54d73f4e11fb3873df7d8ac6b3f940ff0d53d943a8d833990", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 26, + "serialized_chars": 39790, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 26, + "serialized_chars": 39790, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: it contains unrelated PRs for new models, docs, refactors, and small bug fixes. The only clear duplicate pair is the two `fixed_cross_entropy` PRs; everything else should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative because it is the only true near-duplicate pair with 43254, it explicitly targets issue 43240, and its diff directly fixes `fixed_cross_entropy` by forwarding supported kwargs to `nn.functional.cross_entropy`.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest overall candidate in this cluster: it has a concrete bug target, the smallest and most focused code change, and a direct duplicate counterpart (43254).", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: VideoPrism model addition vs an ExecuTorch dynamic-shapes test. Same broad area of transformers, but not the same change or bug." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer method additions vs adding MobileLLM. Different model families and different change scopes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API additions and an ExecuTorch export test are unrelated." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-registration/robustness changes for audioflamingo3, lasr, phi4 multimodal, etc. are not the same change as adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs handling is unrelated to introducing a new MobileLLM model." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss-function kwargs support is unrelated to Mistral4 test fixes and model refactoring." + }, + { + "left": "pull_request:43424", + "right": "pull_request:45899", + "accept": false, + "reason": "ExecuTorch dynamic-shape export tests and continuous batching docs are different concerns." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export tests do not match Mistral4 test/model changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export tests are unrelated to adding a new model." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "MobileLLM model addition and a `cls.config` resolution fix are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Adding MobileLLM is unrelated to Falcon output-interface refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-capture refactor and Mistral4 test fixes are different code paths." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45899", + "accept": false, + "reason": "Falcon output-interface refactor is unrelated to continuous batching documentation." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45899", + "accept": false, + "reason": "Mistral4 tests/model fixes and continuous batching docs do not address the same bug or change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the `layrnorm` -> `layernorm` renaming cleanup." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Mistral4 fixes are unrelated to docs for audio/video processors." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test/model changes are unrelated to config-resolution ordering in `modeling_utils`." + }, + { + "left": "pull_request:45170", + "right": "pull_request:45899", + "accept": false, + "reason": "Weight-renaming cleanup for CLIP-like models is unrelated to continuous batching docs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes and the model-creation skill PR are not the same underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM is unrelated to the model-creation skill scaffolding PR." + }, + { + "left": "pull_request:45213", + "right": "pull_request:45899", + "accept": false, + "reason": "Model-creation skill tooling is unrelated to continuous batching documentation." + }, + { + "left": "pull_request:45795", + "right": "pull_request:45899", + "accept": false, + "reason": "Docs for audio/video processors and docs for decode fast path are distinct documentation additions, not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "MobileLLM model addition and processor docs are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45899", + "accept": false, + "reason": "MobileLLM model addition is unrelated to continuous batching docs." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "These are the same underlying bug fix: both modify `fixed_cross_entropy` in `loss_utils.py` to pass supported kwargs through to `nn.functional.cross_entropy`, and both target issue 43240." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted pair (43251/43254) is a genuine same-bugfix duplicate that looks mergeable into one PR. The other pair judgments are conservative and do not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 28, + "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": "0eff68878a082cbda4113a5c98f02e590eddf1e4676dfea06482468f2806b263", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice feature PRs, but they are not duplicates: one implements the base VibeVoice model, while the other adds VibeVoice Realtime plus an acoustic tokenizer and generation changes. The overlap is in shared model scaffolding, not the same concrete change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the better canonical PR because it appears to be the original, broader VibeVoice implementation with the core model, docs, and auto-class wiring, whereas #42781 is a later draft focused on realtime/tokenizer extensions.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the strongest single representative of the cluster: it covers the core VibeVoice integration and is more complete than the draft realtime extension in #42781.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "They share VibeVoice infrastructure files, but the change sets target different features: #40546 implements VibeVoice itself, while #42781 adds VibeVoice Realtime and an acoustic tokenizer. That is related work, not the same underlying PR change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 28, + "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": "d25530b4c76b83c5d0295cb12ee77cd7a30ea1d8414395bb4e53eb4143cfda46", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs touch different models and different features: TimesFM covariate forecasting vs. DINOv3 image classification. They are not duplicates and should not be merged.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "41224 is the more focused PR and a cleaner representative of the cluster, but it is still unrelated to 40755 and should not be treated as a duplicate/merge candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different code paths, and different feature goals (TimesFM covariates vs. DINOv3 image classification). No concrete overlap that would justify merging them into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 28, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "dfcf5285f30eaaa3ff9ad23f3c5aeb4aef08aa4343d19f344bdf9b740279590d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10452, + "estimated_input_tokens": 2613, + "estimated_eval_tokens": 5482 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10452, + "estimated_input_tokens": 2613, + "estimated_eval_tokens": 5482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate new-model addition PRs (DeepSeek OCR, Isaac, and Kimi2-6). They overlap heavily in boilerplate registration/docs, but they do not fix the same underlying bug or implement the same model change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45630 is the most substantial and heavily reviewed of the three, so it is the best representative if one must be chosen, but it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model integrations: DeepSeek OCR vs Isaac. Shared auto-registration and docs boilerplate is expected for new-model PRs and does not indicate the same change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model integrations: Isaac vs Kimi2-6. They touch similar framework files, but the concrete model codepaths and target behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 28, + "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": "4b75d601b8bac44d5761c766d120fe76fe7a882cd1a41adf9ef66b444f149dd5", + "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": "These are related at a very broad GitHub Actions maintenance level, but they fix different actions in different workflows and do not look mergeable as one PR.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader and more representative maintenance change: it upgrades multiple core workflow actions for Node 24 compatibility across many workflows, which better fits the cluster theme than the narrower docker-action bump in 42976.", + "best_issue_reason": null, + "best_pr_reason": "42975 is the best standalone PR for the cluster because it addresses the more central, cross-cutting workflow compatibility update rather than a single-action version bump limited to docker builds.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: both are workflow dependency upgrades, but 42975 updates checkout/cache/upload-artifact for Node 24 compatibility while 42976 only bumps docker/build-push-action in build workflows. Different code paths and different change intent." + } + ] + }, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45490", + "pull_request:45838" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:43973|pull_request:45838", + "pull_request:44601|pull_request:45838", + "pull_request:45490|pull_request:45838" + ], + "prepared_review_unit_hash": "3d16c60273db22d73391350255fa970610479cfa97b4c0b8811eb5f8b7618d5d", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23542, + "estimated_input_tokens": 5886, + "estimated_eval_tokens": 12028 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23542, + "estimated_input_tokens": 5886, + "estimated_eval_tokens": 12028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate PRs for different model additions and one distributed-loading feature; none appear to be duplicates or the same underlying change. The shared files are mostly registry/docs boilerplate, not evidence of a common code path.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models: ViT NEPA vs Molmo. Overlap is only in docs/auto-registration scaffolding, not the same bug or feature." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different models and implementations: ViT NEPA vs Molmo2. Shared registry files do not indicate one underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA model addition is unrelated to CTSM model support; they touch different model families and code paths." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model families/versions with distinct configs, processors, and modeling code; not mergeable as one fix." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo model support and CTSM model support are unrelated additions despite both updating the model registry." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different models with different implementations and tests; no shared concrete bug or change." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Lfm2 audio support and PP-OCRv6 text-recognition support are different model additions with unrelated code paths." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Pipeline-parallel loading infrastructure is a core distributed systems change, while PP-OCRv6 is a model-specific addition; they cannot plausibly be one PR." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM model support and PP-OCRv6 text-recognition support are distinct model integrations, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 28, + "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": "c652ce3e32fdff6a7fb0fecfc8a501b1fb0a12c5fa975f78ddceca4deade25bd", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These pull requests are not duplicates: one is a Whisper tokenizer/test fix, one is a test-only change with no real bugfix signal, and one is an FP8 dequantization/loading fix across multiple files. No soft edges should be accepted.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:44815 is the most substantive and coherent fix in the set, with a concrete code-path change in model loading and FP8 integration plus associated tests.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44815 best represents the cluster because it contains the clearest real bugfix work and broadest code impact; the other PRs are either unrelated or test noise.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decoding fixes are unrelated to the CLIP/ViT test edits; this looks like a test-only or noise PR, not the same underlying change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode logic and FP8/model-loading dequantization are different subsystems and different bugs; they would not plausibly merge into one PR." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The CLIP/ViT test edits are unrelated to the FP8 dequantization and model-loading fix; shared 'tests' presence is too broad to indicate the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "402598fcdc1d1789551a4ca6144c799b1fd8650dca42c440348208562e6bf2bf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both non-mergeable test/instrumentation PRs, but they address different things: #43488 is a small repo-bot/setup/version-format check, while #43532 changes CI/workflow and testing utilities. The shared Vit test file looks incidental, not a shared underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "#43532 is the better representative PR because it contains the broader substantive workflow/testing changes; #43488 is a small formatting/check PR and not the same change.", + "best_issue_reason": null, + "best_pr_reason": "#43532 is the strongest standalone PR in the cluster: it has the most concrete code-path impact and the richest change set, whereas #43488 is a narrow bot/check exercise.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different underlying changes: #43488 is about repo-bot/version formatting and a small setup tweak, while #43532 rewires CI/workflow behavior and related testing utilities. Shared test filename is not enough to treat them as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 28, + "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": "04edf05ae4e7cb570e06e0cf36fd27b573bdcfc1b9224f1f9bc55a91dae5ef80", + "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 add-new-feature PRs with overlapping scaffolding, but they implement different pipelines and different underlying segmentation tasks, so they should not be treated as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation; they target different features and code paths.", + "best_issue_reason": null, + "best_pr_reason": "43613 is the more comprehensive standalone PR in terms of model/test coverage, but it is still a distinct feature rather than a duplicate of 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "They share documentation/pipeline scaffolding, but the actual feature is different: concept segmentation vs visual segmentation, with different task docs, pipeline modules, and model integrations." + } + ] + }, + "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": 28, + "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": "e666371523a501b662038b606174de4b9407c3d90e00a895a3716aecb73002ee", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are both in `trainer.py` but address different Trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-based column filtering for custom trainers. They do not look like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs are unrelated functional changes in Trainer and should remain separate.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for this cluster; neither PR subsumes the other because they solve different problems.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and behaviors: 43651 changes loss normalization during training_step, while 43663 adds a hook for signature column filtering. Shared filename alone is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 28, + "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": "f8b0bc83a19762b0b6a91d6950f303dfaaf448d2eadc8251d063d75a3c947c0d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "PR 43842 is still the best representative for the specific TypeAdapter NameError fix in serve.py. PR 43836 remains close enough to treat as a duplicate-change candidate, but PR 43656 looks more like a related/overlapping annotation cleanup in the same file than a clearly same-bug fix.", + "confidence": 0.76, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the cleanest, most narrowly scoped fix for the TypeAdapter NameError in serve.py, with the most direct failure description and minimal surrounding changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative because it directly targets the runtime NameError when pydantic is absent, without the broader refactor/annotation cleanup present in the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and broadly similar typing context, but the packet evidence only supports soft similarity; the diff preview does not clearly show the same concrete TypeAdapter/pydantic fix, so this is better treated as related rather than duplicate-compatible." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both appear to address the same TypeAdapter NameError in transformers/cli/serve.py and are plausibly alternative fixes for the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The 43836\u219443842 pairing is reasonably supported, but the 43656\u219443842 verdict is a bit too strong for the evidence in the packet. For 43656, the support is mainly shared file/title and soft similarity; the diff preview does not clearly show the same TypeAdapter/pydantic fix, so calling it the same concrete bugfix is more confident than the packet justifies. A more conservative wording would be that it is related or possibly overlapping, not definitively duplicate-change-compatible." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 28, + "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": 28, + "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:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "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:44161", + "pull_request:44017|pull_request:44722", + "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:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "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:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "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": "2d5c6f031df507889f32e98820f369812d7d877ef3f4b4a1d9c40ab77ad5395c", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75095, + "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 set of model-specific output-tracing refactors tied to the same broader initiative, not true duplicates. Most soft links connect unrelated models that happen to share the same standardized-decorator theme or issue target. Only the GPT-Neo pair and the GPT-J pair(s) look like the same underlying change family.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the clearest representative: it has an explicit issue target, a focused standardized output-tracing refactor, and concrete code changes in the GPT-J/CodeGen path.", + "best_issue_reason": null, + "best_pr_reason": "PR 44066 is the strongest single representative of the cluster because it directly implements the shared output-tracing migration with explicit issue linkage and a coherent code-path change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and code paths (FNet/CVT vs GPT-J); same umbrella refactor theme is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models (FNet/CVT vs DeBERTa); only the tracing refactor pattern is shared." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both refactor GPT-J output tracing in the same file/path; 44066 is broader, but this looks like the same underlying GPT-J change family." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet vs EfficientNet are separate model implementations; not the same bug/change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet are unrelated changes despite similar refactor style." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa are unrelated models." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR are different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT are separate model refactors, not one shared fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing in the same model/file; they look like overlapping implementations of the same refactor." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different models; shared initiative only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J are unrelated models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet are unrelated model refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT are separate models and code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM are unrelated models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM are unrelated models." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different models." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen are unrelated model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR are unrelated." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J are different model refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR are unrelated models." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT vs GPT-J are unrelated." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 vs MGP-STR are different model code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR are unrelated." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM are unrelated models." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 vs GPT-J/CodeGen are unrelated." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT are different model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "Segformer vs MPT are unrelated models." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer vs GPT-J/CodeGen are unrelated." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer vs VisualBert are separate model refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT vs MGP-STR are unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBert are different models." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "Segformer vs GPT-Neo are unrelated model paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet are separate models." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT are unrelated." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM are different models." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5 are unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo are unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5 are unrelated models." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5 are unrelated." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert/XLM are unrelated." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert vs MPT are unrelated models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo vs SpeechT5 are separate model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert vs VisualBert are unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet vs TextNet are unrelated model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44044", + "accept": false, + "reason": "GPT-Neo vs DeBERTa are different models." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa vs TextNet are unrelated." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch GPT-J output tracing and overlap on the same underlying model refactor; 44722 appears to be an extension of the same GPT-J family." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same model/file, so they look like the same underlying change family." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5 are unrelated models." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT vs ResNet are unrelated model paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT vs SpeechT5 are unrelated models." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa vs SpeechT5 are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa vs VITS are different model implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The accepted pairs all appear to be within the same model/file family and plausibly mergeable into one bugfix PR, while the rejected pairs mostly involve clearly unrelated model implementations despite sharing the broader output-tracing initiative. The choice of PR 44066 as the canonical representative is also supported by the explicit issue link and focused GPT-J/CodeGen path." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 28, + "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": "7afb0ce801bb80308a2fd704af32687499ee39b339cb255fc6042cba50a4f1a2", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors to standardized output capture/tracing, but they target different architectures and code paths. They look like the same refactor pattern, not the same underlying change, so they should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44129 is the strongest representative of the group because it has the clearest scope and an explicit issue link, but it still addresses SpeechT5 only, not the broader set.", + "best_issue_reason": null, + "best_pr_reason": "PR #44129 is the best single PR to represent the theme since it includes an explicit tracking issue and a substantial output-tracing cleanup in one model.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are standardized output-tracing refactors, but for different models (FocalNet vs ImageGPT). They do not fix the same concrete code-path problem." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both migrate output handling to decorators/capture_outputs, but one is VisualBert and the other is TextNet; separate model implementations, not one shared bug." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are different architectures with different tracing paths. Similar refactor theme is not enough to treat them as duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Both touch standardized output collection, but for different model backends (MPNet vs TextNet). Not the same underlying fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert changes are model-specific output-tracing updates. They are not the same code-path change and would not be merged as one PR." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert vs SpeechT5 affect different model internals; they share a refactor style but not a single bug or change request." + } + ] + }, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "af1658b435caaf28d7ed442d1c7d4cd18b2bc5a3445e4a1e553d4d76df628c71", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40156, + "estimated_input_tokens": 10039, + "estimated_eval_tokens": 20334 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40156, + "estimated_input_tokens": 10039, + "estimated_eval_tokens": 20334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all model-specific output-tracing refactors (`can_return_tuple`, `capture_outputs`, or related cleanup) across different architectures. They share a theme, but they do not describe the same concrete bug/change and should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44003 is the strongest anchor for the cluster because it makes the broadest tracing-related change set and introduces the new output-capturing plumbing across closely related Mamba variants.", + "best_issue_reason": null, + "best_pr_reason": "PR #44003 is the best representative of the cluster\u2019s core refactor pattern: it is more substantial than the single-model follow-ups and includes the main tracing infrastructure changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model implementations (`timm_backbone` vs `upernet`); same refactor style only, not the same code-path change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models (`timm_backbone` vs `vision_text_dual_encoder`); 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same general cleanup, not one concrete fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "These are separate model-specific refactors; no shared failing code-path is evident." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and implementations; too broad to merge as duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different architectures (`univnet` vs `upernet`); similar API cleanup only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model code paths (`univnet` vs `mamba`/`falcon_mamba`); not the same underlying bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model implementations; both are tracing refactors, but not one duplicate change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (`upernet` vs `rwkv`); 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no shared underlying defect." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths; same refactor language does not make them duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families (`depth_anything` vs `vision_encoder_decoder`); related tooling, not the same fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different models and forward paths; same output-tracing cleanup only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` vs `superpoint`; not the same concrete bug or code change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations and tracing mechanisms; not mergeable as one PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models (`depth_anything` vs `dpr`); similar refactor theme only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (`vision_encoder_decoder` vs `rwkv`); no shared failing path." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder stacks and outputs; same pattern, not same change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Unrelated model implementations; output tracing refactors are independent." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code paths (`vision_encoder_decoder` vs `dpr`); not duplicates." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families (`speech_encoder_decoder` vs `superpoint`); no single concrete bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different implementations and output surfaces; only the refactor motif matches." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` are unrelated code paths; not one change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures (`superpoint` vs `rwkv`); not the same underlying issue." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations and outputs; too broad to merge." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families (`rwkv` vs `dpr`); same tracing theme 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": 16, + "component_count": 28, + "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": "8877a6f130026fc9ba82164629d1de54f22f4d6382c2bd20668eb6f1229bde70", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10914, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10914, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three separate model-addition PRs with overlapping registration/docs scaffolding, but they target different architectures and use cases: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS. No duplicate pair appears to fix the same concrete code-path problem.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45075 is the strongest representative if one must be chosen: it is a full model integration with explicit implementation, conversion tooling, tests, and an associated config update, plus substantial review activity. That said, it is not a duplicate of the other PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR #45075 is the best standalone PR in this cluster because it looks the most complete and self-contained, with broad integration work and explicit supporting tooling/tests. The other PRs are distinct model ports rather than alternative fixes for the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different problem domains: PenguinVL is a vision-language model implementation, while Voxtral TTS is a text-to-speech model. Shared auto-registration and docs files are generic model-integration boilerplate, not evidence of the same underlying change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Both are new model integrations, but they implement different models (PenguinVL vs DeepSeek-OCR-2) with different architectures, files, and expected behavior. Overlap is limited to standard HF registration/docs paths." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated multimodal/speech model ports. They share only generic model-registration infrastructure, 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": 17, + "component_count": 28, + "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": "69714aa44840f8b7da91b5a0242a19e032683ff95b03a9b681855b10c065c141", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related but not duplicates: one adds a generic Module Fusion API, the other implements n-to-1 kernel fusion via KernelConfig on top of the broader fusion machinery. They target different layers of the stack and would not naturally collapse into a single PR.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete, user-facing feature implementation: it wires fusion into `modeling_utils`/`integrations`, adds `KernelConfig`, and includes a runnable example. PR #44979 is the foundational API layer, but it is broader and more infrastructural.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the best representative of the cluster because it changes the actual kernel-fusion code path and surfaces the feature through `KernelConfig`; the other PR is a generic API scaffold rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They are connected conceptually, but not the same underlying change. #44979 introduces a generic module-fusion API, while #45363 implements a specific n-to-1 kernel-fusion feature using `KernelConfig` and related integration points. They would not be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 28, + "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": "638e81c75ce2775c99bd159bd3aa937f2db9f9ca4b9f68eb83c2e6f00beda45f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests target the same `_patch_mistral_regex` AttributeError in `src/transformers/tokenization_utils_tokenizers.py`; the second PR is essentially the same fix with added test coverage, so they are duplicates as PRs.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the stronger canonical PR: it fixes the same code path as #45086 and also adds a test file, making it the more complete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the best overall representative because it contains the same fix as #45086 plus tests and has more review activity, so it is the better standalone merge candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code change in `_patch_mistral_regex`; #45317 appears to be an expanded version of #45086 with test coverage, so they can 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": 28, + "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": "7789434d583ae1fd3e7520d5424e88b661ee26cc7802b3e0f82194a8029ccf75", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH PRs, but they address different scopes: one is a narrower conversion/refactor PR, the other is a broader model split/implementation/docs PR. They should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical representative because it covers the substantive model work: new NemotronHDense/NemotronHSparse model files, auto-mapping updates, docs, and tests. PR #45115 is a narrower supporting refactor focused mainly on conversion-mapping and inheritance cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best overall representative of the cluster because it is the larger, more complete implementation of the NemotronH redesign. PR #45115 looks like a supporting infrastructure change rather than the same concrete change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share the NemotronH area, but the actual changes differ: #45115 adds checkpoint conversion renames and compatibility plumbing, while #45569 introduces separate NemotronHDense/NemotronHSparse model artifacts, docs, and test updates. Different concrete change sets, not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 28, + "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": "cf5374a852b8716094d74603dd002fad622b3ba3bb42500665a062803eae508e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related heterogeneous-config workstreams, but they are not duplicates: one PR adds per-layer config plumbing, the other adds heterogeneous model/runtime support on top of that foundation.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader, more self-contained change set: it includes model/runtime integration, cache handling, and tests, so it is the best canonical PR in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best overall representative because it covers the concrete modeling/path changes and depends on the config foundation introduced by #45333.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They share heterogeneous infrastructure files, but #45333 is configuration plumbing while #45332 is model/runtime support. They are complementary parts of the same feature area, not the same underlying bug or change, and would not normally be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 28, + "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": "a12fdb19b0920018b248e4a69018e9d7861f1003da1c5d8806c6edafad687132", + "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": "Two open PRs touch typing-related code, but they are not the same change: one is a broad repo-wide type-checking sweep, the other is a narrower typing/protocol follow-up around `_typing.py` and `modeling_utils` helpers.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the more focused and self-contained typing change, centered on new typing protocols/helpers and specific modeling utilities. PR #45415 is a much broader pass enabling type checking across many `src/transformers/*.py` files, so it is less suitable as a duplicate representative.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the best single representative of the cluster because it has a narrower, clearer scope and more concrete code-path impact. PR #45415 is a broad style/typing sweep rather than the same underlying fix.", + "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/change. #45415 is a broad type-checking sweep across many files; #45425 adds typing protocols/helpers and targeted updates around `_typing.py`/`modeling_utils`. Shared files 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": 22, + "component_count": 28, + "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-45487-3", + "nodes": [ + "pull_request:45487", + "pull_request:45817", + "pull_request:45843" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45843", + "pull_request:45817|pull_request:45843" + ], + "prepared_review_unit_hash": "8e827b1ea1beca37b469a10ae5dff3b5df3eaf92dddb53de7099b032764aac21", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7562, + "estimated_input_tokens": 1891, + "estimated_eval_tokens": 4038 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7562, + "estimated_input_tokens": 1891, + "estimated_eval_tokens": 4038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three open PRs all touch model-parallel handling, but they fix different model families and different failure modes. None should be merged as duplicates; the Gemma4 PR is the strongest representative of the cluster.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45817 is the best representative of the cluster: it fixes concrete model-parallel issues with a clear, self-contained code path change and test coverage, while the other PRs address separate models.", + "best_issue_reason": null, + "best_pr_reason": "PR #45817 is the most substantial and broadly representative fix in this set, with direct device-placement/no-split-module changes and accompanying tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45843", + "accept": false, + "reason": "Different models and different fixes: AltCLIP/ChineseCLIP device placement vs Deimv2 backbone _no_split_modules propagation. Same general theme, but not the same underlying bug." + }, + { + "left": "pull_request:45817", + "right": "pull_request:45843", + "accept": false, + "reason": "Both concern model parallelism, but Gemma4 fixes specific Gemma4 code paths while Deimv2 fixes backbone module-splitting behavior. Distinct bugs and not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 28, + "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": "fadbbd1772ea97d93bf0271705a85f1213d2bb6cbcd88a0eab486b4ae6180478", + "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 by expert-parallelism/loading context, but they fix different bugs: one is config serialization for EP/DeepSpeed ZeRO-3, the other is a rank-0 overwrite issue during EP/FSDP2 loading. Not duplicates.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better representative because it targets a concrete loading corruption bug in the model-loading path and has the broader, more specific fix for EP behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone candidate: it fixes a distinct, concrete failure mode where experts can be silently overwritten during distributed loading.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying bugs: #45548 removes distributed_config from serialization and adds has_ep for EP/ZeRO-3 loading, while #45662 fixes rank-0 broadcast overwriting experts during EP/FSDP2 loading. Same subsystem, not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 28, + "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": "3e34472b663b1c2751e3b536f231448d58c89a9dcb83aee617a9cb22f6d29882", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-safe captured_info logging problem; 45645 appears to subsume 45639 by adding the core fix plus CI log aggregation updates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical PR because it contains the same core xdist-safe captured_info fix as #45639 and also updates the CI/reporting path needed to consume the new per-worker log files.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest standalone change set: it addresses the bug in `testing_utils.py` and includes the supporting workflow/notification changes to preserve and surface the logs correctly.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug/change: both fix xdist collisions around `captured_info` output, share the same issue target and files, and the broader PR #45645 plausibly incorporates #45639\u2019s fix plus surrounding CI adjustments." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eba4ca0f26b2d3be0c00e316270a9341d31af2208b44dbab31b1d3a8e81e7538", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same quantization helper, but they fix different bugs: one special-cases audio submodules, the other changes how default skip lists are combined with user-supplied skips. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45734 is the better representative PR because it fixes the core skip-module composition logic in `get_modules_to_not_convert`, which is broader and more central than the narrow audio-module special case in 45683.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the strongest standalone PR in the set: it addresses a concrete quantization failure mode in the main code path and its fix is directly about the helper\u2019s behavior rather than a model-specific workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Both touch quantization skip logic, but 45683 adds audio-tower/embed_audio exclusions while 45734 changes additive handling of `skip_modules`; these are different underlying bugs and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 28, + "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-45858-2", + "nodes": [ + "pull_request:45858", + "pull_request:45890" + ], + "soft_pairs": [ + "pull_request:45858|pull_request:45890" + ], + "prepared_review_unit_hash": "33924db67c179c95e2e16cd11bc6df00bc84df3e186db8b1c46604a3ccb0e3e9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4140, + "estimated_input_tokens": 1035, + "estimated_eval_tokens": 2326 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4140, + "estimated_input_tokens": 1035, + "estimated_eval_tokens": 2326 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests add XPU-specific test expectations, but they target different model test suites and different behavior, so they are not the same underlying fix/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45890 is the better representative of the cluster because it includes an explicit XPU determinism gate plus new expectations, making it the more complete example of an XPU test-update PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 45890 is slightly stronger as a standalone representative since it modifies the test to account for XPU determinism in addition to adding expected values.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45858", + "right": "pull_request:45890", + "accept": false, + "reason": "Reject: these are model-specific test expectation updates for different files/models (hy_v3 vs exaone4_5), not the same concrete bug or code path. They could not plausibly be merged into one PR as a duplicate fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 28, + "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-45861-2", + "nodes": [ + "pull_request:45861", + "pull_request:45903" + ], + "soft_pairs": [ + "pull_request:45861|pull_request:45903" + ], + "prepared_review_unit_hash": "7390b63cd3dba59fd5e65437135c9973aeb0ee13f764c01fc995ff9448da528c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5528, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5528, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs overlap on the same Qwen3-VL M-RoPE device placement fix, but PR 45903 also adds a separate meta/to_empty re-initialization change, so they are related rather than true duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45903 is the better canonical PR because it includes the shared device-mismatch fix plus an additional, distinct meta/to_empty re-init handling change, making it the more complete patch.", + "best_issue_reason": null, + "best_pr_reason": "PR 45903 is the strongest standalone change set: it covers the shared FSDP2 CPU-offload device bug and also addresses the meta-device reinitialization path across the same model family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45861", + "right": "pull_request:45903", + "accept": false, + "reason": "They share the same M-RoPE device-mismatch fix, but 45903 also introduces a separate `_apply`/`to_empty` re-init behavior. That makes it a superset, not the same concrete change that could cleanly merge as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260512T120027Z/analysis-runs/hybrid-model-20260512t120027z/manifest.json b/snapshots/20260512T120027Z/analysis-runs/hybrid-model-20260512t120027z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..e3d3a12cc6c27dbab2c51fa8847b5c6ac5402f8b --- /dev/null +++ b/snapshots/20260512T120027Z/analysis-runs/hybrid-model-20260512t120027z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260512t120027z", + "artifacts": { + "hybrid": "snapshots/20260512T120027Z/analysis-runs/hybrid-model-20260512t120027z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260512T120027Z/analysis-runs/hybrid-model-20260512t120027z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-12T12:09:56Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260512T120027Z", + "variant": "hybrid" +} diff --git a/snapshots/20260512T120027Z/manifest.json b/snapshots/20260512T120027Z/manifest.json index e3d1059a766640d73fdc2b8eb071b98938668cd1..d773e84f26aa935eb8c8135a456a00081b78a212 100644 --- a/snapshots/20260512T120027Z/manifest.json +++ b/snapshots/20260512T120027Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1475 }, "extracted_at": "2026-05-12T12:00:27Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260512t120027z", + "runs": { + "hybrid-model-20260512t120027z": { + "analysis_id": "hybrid-model-20260512t120027z", + "artifacts": { + "hybrid": "snapshots/20260512T120027Z/analysis-runs/hybrid-model-20260512t120027z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260512T120027Z/analysis-runs/hybrid-model-20260512t120027z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260512T120027Z/analysis-runs/hybrid-model-20260512t120027z/manifest.json", + "model": null, + "published_at": "2026-05-12T12:09:56Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260512T120027Z", "watermark": {