diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 57a50dce081cb458089f4194b28d16cb763b76e7..8e9ce4b7caa810d4383aaacd5d9ad160315b4e6c 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,14 +1,14 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260705T120019Z", - "generated_at": "2026-07-05T12:10:18Z", + "snapshot_id": "20260705T180850Z", + "generated_at": "2026-07-05T18:18:26Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ { - "cluster_id": "cluster-46907-14", - "summary": "Cluster of 14 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-46907-12", + "summary": "Cluster of 12 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, @@ -20,10 +20,8 @@ 46926, 46927, 46949, - 46970, + 46951, 46971, - 46986, - 47006, 47054, 47055, 47056, @@ -80,12 +78,12 @@ }, { "left_pr_number": 46907, - "right_pr_number": 46970, - "code_similarity": 0.005, - "size_similarity": 0.023, + "right_pr_number": 46951, + "code_similarity": 0.085, + "size_similarity": 0.423, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.006, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, @@ -100,28 +98,6 @@ "shared_filenames": [], "shared_file_areas": [] }, - { - "left_pr_number": 46907, - "right_pr_number": 46986, - "code_similarity": 0.021, - "size_similarity": 0.081, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.032, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46907, - "right_pr_number": 47006, - "code_similarity": 0.183, - "size_similarity": 0.885, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.039, - "shared_filenames": [], - "shared_file_areas": [] - }, { "left_pr_number": 46907, "right_pr_number": 47054, @@ -246,12 +222,12 @@ }, { "left_pr_number": 46908, - "right_pr_number": 46970, - "code_similarity": 0.003, - "size_similarity": 0.013, + "right_pr_number": 46951, + "code_similarity": 0.147, + "size_similarity": 0.733, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.001, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, @@ -266,28 +242,6 @@ "shared_filenames": [], "shared_file_areas": [] }, - { - "left_pr_number": 46908, - "right_pr_number": 46986, - "code_similarity": 0.011, - "size_similarity": 0.047, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.011, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46908, - "right_pr_number": 47006, - "code_similarity": 0.13, - "size_similarity": 0.652, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - }, { "left_pr_number": 46908, "right_pr_number": 47054, @@ -417,12 +371,12 @@ }, { "left_pr_number": 46926, - "right_pr_number": 46970, - "code_similarity": 0.002, - 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16, - 22 - ], - [ - 501, - 508 + 172, + 182 ] ] } @@ -2735,35 +2634,6 @@ } ] }, - { - "cluster_id": "cluster-43451-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 43451, - "issue_numbers": [], - "pr_numbers": [ - 43451, - 46707 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 43451, - "right_pr_number": 46707, - "code_similarity": 0.026, - "size_similarity": 0.069, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.079, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -3334,7 +3204,7 @@ "cluster_id": "cluster-47013-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #47013.", "status": "open", - "confidence": 0.55, + "confidence": 0.8, "canonical_issue_number": 47013, "canonical_pr_number": 47026, "issue_numbers": [ @@ -3345,7 +3215,9 @@ 47046 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target", + "soft_similarity" ], "pr_comparisons": [ { @@ -3474,6 +3346,72 @@ } ] }, + { + "cluster_id": "cluster-47050-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #47050.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 47050, + "canonical_pr_number": 47083, + "issue_numbers": [ + 47050 + ], + "pr_numbers": [ + 47083, + 47088 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 47083, + "right_pr_number": 47088, + "code_similarity": 1.0, + "size_similarity": 1.0, + "file_overlap": 1.0, + "area_overlap": 1.0, + "patch_similarity": 1.0, + "shared_filenames": [ + "src/transformers/models/canine/modeling_canine.py", + "tests/models/canine/test_modeling_canine.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/canine/modeling_canine.py", + "left_ranges": [ + [ + 341, + 347 + ] + ], + "right_ranges": [ + [ + 341, + 347 + ] + ] + }, + { + "filename": "tests/models/canine/test_modeling_canine.py", + "left_ranges": [ + [ + 248, + 269 + ] + ], + "right_ranges": [ + [ + 248, + 269 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-43698-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", @@ -3532,38 +3470,6 @@ } ] }, - { - "cluster_id": "cluster-47048-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #47065.", - "status": "open", - "confidence": 0.6, - "canonical_issue_number": 47065, - "canonical_pr_number": 47066, - "issue_numbers": [ - 47065 - ], - "pr_numbers": [ - 47048, - 47066 - ], - "evidence_types": [ - "closing_reference", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 47048, - "right_pr_number": 47066, - "code_similarity": 0.3, - "size_similarity": 0.95, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.734, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -3842,13 +3748,12 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-6", + "cluster_id": "cluster-46894-5", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ - 46897, - 46901 + 46897 ], - "reason": "Issues in cluster-46894-6 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-46894-5 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ @@ -3870,15 +3775,6 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43451-2", - "canonical_pr_number": 43451, - "duplicate_pr_numbers": [ - 46707 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43451-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -3950,6 +3846,15 @@ "target_issue_number": 46159, "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." }, + { + "cluster_id": "cluster-46196-2", + "canonical_pr_number": 46196, + "duplicate_pr_numbers": [ + 47003 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46196-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -3960,27 +3865,25 @@ "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-46894-6", + "cluster_id": "cluster-46894-5", "canonical_pr_number": 46903, "duplicate_pr_numbers": [ 46895, 46958 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46907-14", + "cluster_id": "cluster-46907-12", "canonical_pr_number": 46907, "duplicate_pr_numbers": [ 46908, 46926, 46927, 46949, - 46970, + 46951, 46971, - 46986, - 47006, 47054, 47055, 47056, @@ -3988,7 +3891,7 @@ 47058 ], "target_issue_number": null, - "reason": "PRs in cluster-46907-14 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46907-12 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47013-3", @@ -3997,28 +3900,28 @@ 47046 ], "target_issue_number": 47013, - "reason": "PRs in cluster-47013-3 are treated as duplicates because they converge on issue #47013 with closing_reference evidence." + "reason": "PRs in cluster-47013-3 are treated as duplicates because they converge on issue #47013 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-47048-3", - "canonical_pr_number": 47066, + "cluster_id": "cluster-47050-3", + "canonical_pr_number": 47083, "duplicate_pr_numbers": [ - 47048 + 47088 ], - "target_issue_number": 47065, - "reason": "PRs in cluster-47048-3 are treated as duplicates because they converge on issue #47065 with closing_reference, soft_similarity evidence." + "target_issue_number": 47050, + "reason": "PRs in cluster-47050-3 are treated as duplicates because they converge on issue #47050 with closing_reference, shared_issue_target evidence." } ], "best_issue": { - "cluster_id": "cluster-46894-6", + "cluster_id": "cluster-46894-5", "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 0 discussion comments plus 6 inbound references.", - "score": 166.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 1 discussion comments plus 6 inbound references.", + "score": 158.0 }, "best_pr": { - "cluster_id": "cluster-46907-14", + "cluster_id": "cluster-46907-12", "pr_number": 46907, - "reason": "PR #46907 is the strongest global PR candidate because it is open, belongs to a cluster with 14 artifacts, links to 0 issues, and carries 11 review/discussion events.", - "score": 281.974 + "reason": "PR #46907 is the strongest global PR candidate because it is open, belongs to a cluster with 12 artifacts, links to 0 issues, and carries 11 review/discussion events.", + "score": 261.974 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index ca979f0583dd6dbe381854d62cf69e1f91e63df4..443e351a3ece9612073b317c91818a1d24c0b2b7 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": "20260705T120019Z", - "generated_at": "2026-07-05T12:10:18Z", + "snapshot_id": "20260705T180850Z", + "generated_at": "2026-07-05T18:18:26Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -102,12 +102,12 @@ "issue:34928|issue:44805", "issue:45685|issue:46869", "issue:45859|issue:45902", - "issue:43638|issue:45161", "issue:34928|issue:36331", + "issue:43638|issue:45161", "issue:43596|issue:45161", "issue:43716|issue:45507", - "issue:45874|issue:46294", "issue:44292|issue:45237", + "issue:45874|issue:46294", "issue:39290|issue:45081", "issue:45823|issue:45874", "issue:45800|issue:46515", @@ -132,394 +132,418 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "968a0ec2ee0c07987f6ee2bb6e4718e91dea26b17f5e6afc33abeb6e794ca10f", + "prepared_review_unit_hash": "4a50bb1de85d63f7d2462ef98af92477bf5b774dbda37d57a64cb7a741521693", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46563, - "estimated_input_tokens": 11641, - "estimated_eval_tokens": 23538 + "serialized_chars": 46565, + "estimated_input_tokens": 11642, + "estimated_eval_tokens": 23540 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a mixed bag of unrelated model-specific bugs and docs/runtime compatibility reports. The only clear issue duplicates are the ZeRO-3/BertModel index-0 failures (43596 \u2194 43638) and the torch 2.4.1 incompatibility reports (45800 \u2194 46515). No PRs were provided.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43596 is the clearest and earliest representative of the repeated DeepSpeed ZeRO-3 / empty-index BertModel failure, and it is a direct duplicate of issue:43638.", + "summary": "This cluster is mostly heterogeneous, with only a couple of true duplicate pairs. The clearest duplicates are the DeepSpeed ZeRO-3/Bert zero-sized tensor crash and the torch 2.4.1 incompatibility reports; most other pairs are only thematically similar and should stay separate.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43596 is the cleanest duplicate anchor: it describes the same DeepSpeed ZeRO-3 / BertModel index-0 crash as 43638, with a concrete, specific repro and symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best global issue anchor because it states the concrete zero3 init/index-out-of-bounds bug clearly and has the strongest duplicate counterpart in the set.", + "best_issue_reason": "issue:43596 is the best overall issue representative because it anchors the strongest duplicate pair in the set and is the most concrete, specific bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: missing config attribute vs streaming chat/completions API error." + "reason": "Different Qwen3.5 failures: a missing config attribute vs streaming chat/completions behavior." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different model/platform bugs: AMD GPU failure vs MPS histogram integer error." + "reason": "Different hardware/pathology: AMD GPU inference vs an MPS histogram op limitation in MoE." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Both are hardware/model issues, but the concrete failures are unrelated." + "reason": "One is a dtype mismatch in Mistral image preprocessing; the other is a GPT-OSS AMD GPU runtime issue." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different dtype/runtime contexts; not the same underlying bug." + "reason": "Autocast dtype mismatch and AMD GPU failure are unrelated code paths." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and symptoms; one is GPU support, the other a broken example." + "reason": "Different models and symptoms; no shared concrete bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different code paths: AMD GPU support vs invalid method call in GraniteMoEHybrid." + "reason": "GPT-OSS AMD GPU issue is not the same as GraniteMoEHybrid invalid method calls." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export are unrelated." + "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different export/import/fp8 failures; not the same bug." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different failures." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export issue vs device-map cuda assert are unrelated." + "reason": "ONNX export error and Qwen3 auto-device-map cuda assert are not the same bug." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Both touch downstream tasks/docs, but they are different issue types and changes." + "reason": "A crashing table-question-answering task and outdated RAG docs are unrelated." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export bug vs GenerationMixin import breakage are unrelated." + "reason": "ONNX export issue and GenerationMixin import failure are distinct." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup items, but they reference different removed features." + "reason": "Both are v5 docs cleanup items, but they target different removed references and look like separate doc fixes." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training/resume failures with no shared concrete code path." + "reason": "TRL SFT embedding unpacking and training-resume remote-code issues are different bugs." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Local resume/trust-remote-code issue is unrelated to multi-GPU YOLO device mapping." + "reason": "Remote-code resume failure and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape IndexError and Gemma4 device mismatch are different bugs." + "reason": "Mask-shape index error and Gemma4 PLE device mismatch are different runtime failures." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both involve errors, but the observed failures and models differ." + "reason": "Bert ZeRO-3 zero-sized tensor crash and mask/tensor shape mismatch are not the same issue." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "BertModel ZeRO-3 index error is unrelated to resume/trust-remote-code behavior." + "reason": "Different symptoms and subsystems; no duplicate relationship." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad DeepSpeed area, but different concrete failure signatures." + "reason": "DeepSpeed/Bert zero-size index error does not match the generic mask shape mismatch bug." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask indexing bug vs video token/template mismatch are unrelated." + "reason": "Mask/index shape mismatch is unrelated to Qwen3.5 video token alignment." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different failure modes: mask indexing vs TP-only MoE issue." + "reason": "Different failure modes: mask shape mismatch vs GPT-OSS TP-only behavior." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume training issue and broken Nemotron example are unrelated." + "reason": "Resume/trust-remote-code problem is unrelated to the Nemotron example bug." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration and training-resume issues do not match." + "reason": "Video StopIteration and training-resume remote-code failure are different." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset bug is unrelated to ONNX export." + "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both mention DeepSpeed, but the concrete collective mismatch vs index-0 failure are different." + "reason": "Both involve distributed training, but the concrete bugs differ: collective mismatch vs Bert zero-size indexing." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 empty-index/BertModel failure, with near-identical error text and setup." + "reason": "Same DeepSpeed ZeRO-3/BertModel index-0 out-of-bounds crash, with nearly identical repro and symptom." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger cross-entropy routing and GPT-OSS TP support are unrelated." + "reason": "Liger cross-entropy being called and GPT-OSS TP-only failure are different issues." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug and LoRA merge/save mismatch are different problems." + "reason": "Detokenization bug and LoRA merge/save mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "NVFP4 runtime failure and LoRA reload mismatch are unrelated." + "reason": "Qwen NVFP4 runtime failure and LoRA merge/load inconsistency are different." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure and remote-code config_class error are different code paths." + "reason": "Processor failure for Voxtral and remote-code model_class/config_class error are unrelated." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different models and devices; no shared bug." + "reason": "Mistral dtype mismatch and YOLO multi-GPU device-map failure are different." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both are DeepSpeed-related, but the runtime error details are different." + "reason": "Two different DeepSpeed-related runtime errors with different triggers and stack shapes." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP tensor recompute issue is unrelated to mask indexing." + "reason": "Activation-checkpointing/FSDP recompute mismatch is not the same as a mask shape indexing error." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram error and multi-GPU YOLO failure are unrelated." + "reason": "MoE MPS histogram limitation and YOLO device-map failure are unrelated." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same model family, but CPU offload incompatibility and meta-materialization memory corruption are not the same bug." + "reason": "Same model family, but one is CPU-offload incompatibility and the other is uninitialized-memory on meta-to-empty materialization; too different to merge confidently." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation checkpointing issue and custom trainer loss signature break are unrelated." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "BertModel ZeRO-3 index failure and GPT-OSS TP issue are unrelated." + "reason": "Bert ZeRO-3 zero-size crash and GPT-OSS TP-only failure are different code paths." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Bert zero-size index crash is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Image preprocessor dtype mismatch and GraniteMoEHybrid invalid method call are different bugs." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "NVFP4 model failure and AMD GPU support issue are different." + "reason": "Qwen NVFP4 runtime issue and GPT-OSS AMD GPU failure are not the same bug." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Different models and different errors: Gemma3 config vs Mistral tokenizer patch crash." + "reason": "Gemma3 sliding_window_pattern/vLLM and Mistral regex patch crash are different model-specific issues." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Both are Gemma4, but device mismatch and reverse embedding lookup are distinct failures." + "reason": "Device-map mismatch in Gemma4 PLE and expensive reverse embedding lookup are distinct forward-path issues." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "These are the same torch 2.4.1 compatibility problem reported with nearly identical wording." + "reason": "Both report incompatibility around torch 2.4.1; they look like the same version-compatibility problem." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP/activation-checkpointing issue is unrelated to Qwen3 device-map cuda assert." + "reason": "FSDP checkpoint recompute mismatch and Qwen3 auto-device-map cuda assert are unrelated." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Generic torch-version incompatibility and Qwen-3 NVFP4 failure are not the same bug." + "reason": "Generic torch 2.10 incompatibility and Qwen NVFP4 runtime error are different compatibility problems." }, { "left": "issue:43828", - "right": "issue:45161", + "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and only-TP MoE issue are different." + "reason": "Autocast dtype mismatch and MPS histogram_mps limitation are unrelated." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Torch dynamo grouped_mm tracing error and image-preprocessor dtype mismatch are unrelated." + "reason": "Mixtral grouped_mm torch-dynamo tracing error and Mistral image dtype mismatch are different failures." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different models, different dtype/runtime errors." + "reason": "Different models and symptoms; no shared concrete bug." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different model families and failure modes." + "reason": "Mistral dtype mismatch and Nemotron example breakage are unrelated." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "NVFP4 runtime failure and TRL unpacking failure are unrelated." + "reason": "NVFP4 runtime error and TRL SFT embedding unpacking failure are different." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram support are unrelated." + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram limitation are unrelated." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different model/runtime layers with no shared concrete bug." + "reason": "Mistral image dtype mismatch and MPS MoE histogram error are not the same bug." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Both are model-related, but the errors are unrelated." + "reason": "Mistral preprocessor dtype mismatch and Qwen NVFP4 runtime error are unrelated." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL SFT unpacking issue and GPT-OSS TP issue are unrelated." + "reason": "TRL trainer embedding unpacking and GPT-OSS TP-only issue are different code paths." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger-kernel cross-entropy use and TRL trainer unpacking are different bugs." + "reason": "Liger cross_entropy behavior and TRL embedding unpacking are unrelated." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Both are ZeRO-3 loading failures, but the concrete models and errors differ." + "reason": "Gemma3 ZeRO-3 zero-size index error and Bert ZeRO-3 zero-size index error are similar in shape but different model-specific bugs." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they concern different removed topics." + "reason": "Both are docs regressions, but they refer to different removed topics and should not be merged." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS integer histogram error are unrelated." + "reason": "Autocast dtype mismatch and MPS histogram limitation are different issues." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different model/runtime issues; no shared bug." + "reason": "Liger kernel cross_entropy call and autocast dtype mismatch are not the same bug." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and Trainer API signature mismatch are unrelated." + "reason": "DeepSpeed collective mismatch and trainer compute_loss signature change are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP activation-checkpointing issue and GenerationMixin import error are unrelated." + "reason": "FSDP checkpointing issue and GenerationMixin import error are different." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPU model support issue and outdated RAG docs are unrelated." + "reason": "AMD GPU model failure and RAG docs out-of-date are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel cross-entropy and mask-shape IndexError are unrelated." + "reason": "Liger kernel cross_entropy issue and mask shape indexing error are different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted duplicate pairs are well supported by the titles: issue:43596 \u2194 issue:43638 share the same ZeRO-3 / index-out-of-bounds BertModel failure, and issue:45800 \u2194 issue:46515 are both torch 2.4.1 incompatibility reports. The other soft-edge rejections are also cautious and consistent with the visible issue titles. No PR pairs were provided, so there is nothing mergeability-related to flag." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted pairs are well-supported by the titles, and the rejected soft edges mostly reflect distinct bug reports rather than overclaiming duplicates. The canonical anchor choice for 43596 over 43638 is reasonable." }, "evaluator_used": true, "retried": false, @@ -591,8 +615,8 @@ ], "soft_pairs": [ "issue:45800|issue:46304", - "issue:43866|issue:46402", "issue:43296|issue:46304", + "issue:43866|issue:46402", "issue:41762|issue:43596", "issue:39290|issue:41720", "issue:43901|issue:44512", @@ -633,20 +657,20 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "4c39f8a8441724d68fce588b9983bc156e2d637077aaa6d903b2eb6540f16196", + "prepared_review_unit_hash": "c839bc435211ce466b8848971f62523bfa53aff24e68ff29855ed136b01216b7", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40042, + "serialized_chars": 40041, "estimated_input_tokens": 10011, "estimated_eval_tokens": 20278 }, @@ -655,273 +679,273 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated model/runtime regressions. The only strong duplicate candidate is the AutoTokenizer v5 token-ID regression pair (Granite-specific vs broader multi-model report).", - "confidence": 0.92, - "canonical_issue_reason": "issue:45920 is the broadest and most central report: it describes the same AutoTokenizer wrong-token-ID regression across many model families in v5, making it the best representative of the underlying bug.", + "summary": "The cluster is mostly a loose similarity set of unrelated model-load, runtime, and docs issues. The only clearly supported duplicate edge is the v5 AutoTokenizer regression pair (issue:45812 \u2194 issue:45920); the ZeRO-3 index errors are similar in shape but not strong enough to call duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45920 is the best canonical issue because it describes the broader, multi-model v5 AutoTokenizer regression, and issue:45812 fits as a narrower Granite-specific instance of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 best captures the shared failure mode with the widest model coverage and clearest regression framing.", + "best_issue_reason": "issue:45920 is the best global representative for the actual duplicate cluster: it captures the shared v5 tokenizer regression across multiple model families, not just Granite.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are version-compatibility complaints, but they describe different breakages and different triggers; not the same underlying bug." + "reason": "Both are version-compatibility breakages, but they point to different failure modes and root causes." }, { - "left": "issue:43866", - "right": "issue:46402", + "left": "issue:43296", + "right": "issue:46304", "accept": false, - "reason": "Completely different models and symptoms; no shared code-path evidence." + "reason": "A vLLM model-loading failure and a USE_DISTRIBUTED regression are different bugs." }, { - "left": "issue:43296", - "right": "issue:46304", + "left": "issue:43866", + "right": "issue:46402", "accept": false, - "reason": "vLLM model-loading failure vs torch/distributed compatibility regression; unrelated." + "reason": "Corrupted checkpoint and missing loaded weights are distinct model-loading problems." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Both mention ZeRO-3 and an index error, but the model paths and failure contexts differ too much to treat as the same bug." + "reason": "Both are ZeRO-3 index errors, but the models and triggering paths differ enough that this is only a similarity match." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different models, different subsystems, and different errors." + "reason": "Gemma3 config attribute error and Qwen3 device-map cuda assert are unrelated." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues only; they do not point to the same underlying change." + "reason": "Separate documentation issues about different obsolete/removed text." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Unrelated runtime/storage error vs distributed build compatibility issue." + "reason": "Float8 storage lookup failure is unrelated to the distributed-support regression." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different tasks and failure modes; no duplicate evidence." + "reason": "AMD GPU runtime failure and table-question-answering crash are different code paths." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger kernel cross-entropy dispatch and Qwen3-vl video StopIteration are unrelated." + "reason": "Liger Kernel cross-entropy behavior and Qwen video StopIteration are unrelated." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization bug vs outdated RAG examples; unrelated." + "reason": "Tokenizer detokenization bug and RAG docs issue do not share a concrete underlying defect." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Different model families and different device vs chat-template/video-token failures." + "reason": "Gemma4 device mismatch and Qwen video chat-template mismatch are different bugs." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor loading vs device-map forward mismatch; not the same bug." + "reason": "Voxtral processor failure is unrelated to Gemma4 device placement." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Corrupted checkpoint report vs ModelOpt compatibility request; unrelated." + "reason": "Checkpoint corruption and NVFP4 compatibility are distinct problems." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Model loading failure vs documentation issue; unrelated." + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Broad remote_code regressions are not the same as USE_DISTRIBUTED=0 support breakage." + "reason": "Both are broad regressions, but remote-code loading and USE_DISTRIBUTED support are different bug classes." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Both report the same AutoTokenizer v5 regression causing wrong token IDs; 45920 is the broader multi-model manifestation and 45812 is a Granite-specific instance." + "reason": "Same underlying v5 AutoTokenizer regression causing wrong token IDs across Granite and other models." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different models and different loading failures." + "reason": "Ovis2 checkpoint corruption and NemotronH checkpoint loading failure are different issues." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "NVFP4 runtime error vs documentation/examples issue; unrelated." + "reason": "Qwen NVFP4 runtime failure and RAG docs issue are unrelated." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes parameter-construction incompatibility is unrelated to torch distributed support." + "reason": "bitsandbytes Int8Params constructor mismatch is not the same as the PyTorch distributed-support regression." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window behavior, but they target different model families and distinct failures." + "reason": "Both mention Qwen/Gemma-style config fields, but the failures are different and model-specific." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index errors under ZeRO-3, but one is a mask/tensor shape mismatch and the other is an empty-dimension load error; not clearly the same bug." + "reason": "Both are ZeRO-related IndexErrors, but the tensor shapes, models, and triggers differ." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper inference failure and table QA crash are unrelated." + "reason": "Whisper load failure and table-question-answering crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different models, different loading issues." + "reason": "Unit-test load failure and corrupted checkpoint are not the same root cause." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility vs pydantic model-field breakage; unrelated." + "reason": "Torch incompatibility and pydantic/PretrainedConfig regression are different breakages." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Tokenizer detokenization regression and table QA crash are unrelated." + "reason": "Detokenization bug and table-question-answering crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure vs config/pydantic breakage; unrelated." + "reason": "Whisper load failure is unrelated to the pydantic config regression." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is chat crash and the other is streaming API failure; not enough evidence for the same bug." + "reason": "Both are Qwen3.5-related, but one is a model crash and the other is a streaming API failure." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Shared zero3-ish failure theme only; different model/setup and different compatibility scope." + "reason": "BertModel ZeRO-3 index error and torch/transformers version incompatibility are different issues." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Grouped_mm tracing error and YOLO multi-GPU device-map failure are unrelated." + "reason": "Mixtral torch-dynamo grouped_mm failure and YOLO multi-GPU device-map behavior are unrelated." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Different model/runtime areas and unrelated symptoms." + "reason": "Qwen NVFP4 runtime issue and table QA crash do not share a concrete bug." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma config/vLLM issue vs Gemma4 device-mapping forward issue; different code paths and errors." + "reason": "Gemma3 vLLM sliding-window config and Gemma4 auto device-map mismatch are separate model-specific bugs." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Chat streaming API failure vs MPS histogram kernel limitation; unrelated." + "reason": "Qwen streaming inference bug and MPS histogram implementation error are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 config attribute error are unrelated." + "reason": "GenerationMixin import error and Gemma3 config attribute error are different failures." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different MoE-related runtime failures, but not the same concrete code-path problem." + "reason": "Mixtral grouped_mm tracing failure and MPS histogram error are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing error vs autocast dtype mismatch; different bugs." + "reason": "Grouped_mm torch-dynamo failure and autocast dtype mismatch are different runtime bugs." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure and template-node compilation error are unrelated." + "reason": "Voxtral processor failure and compile non-template-nodes error are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug and corrupted checkpoint report are unrelated." + "reason": "Mistral3 weight-tying bug and corrupted checkpoint report are different problems." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Different model families and different invalid-method/device-map problems." + "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU device-map failure are not the same issue." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are tensor/index errors, but the symptoms and model contexts do not match closely enough." + "reason": "Both are index errors, but they occur in different model/load paths and do not look like one concrete bug." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback gating and remote-code model_class config_class error are different issues." + "reason": "Flash-attn fallback blocking and remote-code config_class error are separate loading issues." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Config field missing after v5 update vs pydantic field breakage; unrelated." + "reason": "StableLmConfig pad_token_idx regression and pydantic PretrainedConfig breakage are unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are unrelated." + "reason": "Torch compatibility and Gemma4 device-map mismatch are different bug classes." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet. The one accepted pair (issue:45812 vs issue:45920) is a clear title-level duplicate around the same AutoTokenizer v5 wrong-token-ID regression, and the rejected soft-edge verdicts stay appropriately conservative given the available evidence." + "accept": false, + "feedback": "The packet supports the v5 AutoTokenizer regression duplicate (issue:45812 \u2194 issue:45920), but the summary overstates the evidence by calling the ZeRO-3 index errors a true duplicate as well. In the packet, issue:41762 is Gemma3ForConditionalGeneration + ZeRO-3, while issue:43596 is BertModel + ZeRO-3; that is a plausible similarity cluster, but not grounded strongly enough to claim duplicate status. The summary also says there are two true duplicate soft edges even though only one pair is accepted. The conservative false verdicts are mostly fine, but the final cluster summary is not fully grounded." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1017,229 +1041,229 @@ "issue:44530|issue:45005", "issue:44492|issue:44512", "issue:44863|issue:45005", - "issue:45183|issue:46463", - "issue:44918|issue:45507" + "issue:44918|issue:45507", + "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "5b0d89794d98c385a6004f4ff494fffb7c9b4e00f6aea367e892165f3b44ef46", + "prepared_review_unit_hash": "a81366efda8aea9446481bb14ac5e79913eda91011805d62e5a4b35b9d21ecd2", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36245, - "estimated_input_tokens": 9062, - "estimated_eval_tokens": 18380 + "serialized_chars": 36244, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous transformer/model-specific bugs. I only see one duplicate-grade soft edge: the Qwen3.5 video-input regression pair. The rest are related at a broad subsystem level but look like distinct bugs or changes.", - "confidence": 0.57, - "canonical_issue_reason": "issue:45020 is the broadest, most representative regression in the set: recent-transformers breakage around remote_code/custom-model loading, which is the closest shared theme across several nearby issues.", + "summary": "The set is mostly heterogeneous model-specific bugs and unrelated regressions. I found one plausible duplicate pair around Qwen video input handling; the rest are too semantically loose to merge safely.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44479 is the broader, earlier report of the Qwen video-input regression and best captures the shared underlying bug; 46294 looks like a specific manifestation of the same video feature/token mismatch in apply_chat_template.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best cluster anchor because it is the most general user-facing regression and has the widest potential overlap with the other loading/custom-model failures.", + "best_issue_reason": "Issue 44479 is the best canonical issue because it spans the wider regression surface and can subsume the more specific Qwen3.5-9B failure report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different bugs: PaddleOCR-VL load failure vs GGUF gpt-oss support." + "reason": "Different problems: PaddleOCR-VL loading failure in vLLM vs GGUF gpt-oss architecture support." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different failure modes: mask/index shape mismatch vs TRL unpacking of Qwen3.5 embeddings." + "reason": "Both are IndexErrors, but the triggers differ: generic mask/tensor shape mismatch vs Qwen3.5 embedding unpacking under TRL SFT." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different concrete problems: torch dynamo grouped_mm tracing error vs GPT-OSS tensor-parallel support." + "reason": "Different code paths and symptoms: torch dynamo grouped_mm tracing failure vs tensor-parallel-only failure on GPT-OSS MoE." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different models and code paths: autocast dtype mismatch vs Qwen3.5 streaming API failure." + "reason": "Different model/task: autocast dtype mismatch in Phi-tiny-MoE vs streaming chat/completions failure on Qwen3.5-0.8B." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Different regressions: int4 OOM/memory behavior vs tied-weights handling in translation models." + "reason": "Both mention v5/quantization or weights, but one is int4 CUDA memory/OOM and the other is tied weights on translation models." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Unrelated issues: gpt-oss GGUF support vs Qwen3.5 chat/completions streaming." + "reason": "Unrelated: GGUF gpt-oss architecture support vs Qwen3.5 streaming inference failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different bugs: init_empty_weights compatibility vs pydantic PretrainedConfig field regression." + "reason": "Different failures: init_empty_weights arg handling vs pydantic PretrainedConfig field breakage." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Different areas: Qwen3-MoE sliding-window behavior vs PretrainedConfig/pydantic breakage." + "reason": "Qwen3-MoE sliding_window bug is not the same as the PretrainedConfig/pydantic regression." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexError-shaped, but the affected paths and causes differ." + "reason": "Both are IndexErrors, but one is mask-length mismatch and the other is zero3/BertModel empty-tensor indexing." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs video feature/token mismatch." + "reason": "Both are multimodal dtype/input issues, but image preprocessor dtype mismatch and video feature/token mismatch are distinct bugs." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code regression and torch/transformers version incompatibility are different problems." + "reason": "Both are compatibility reports, but remote_code breakage and torch/transformers version incompatibility are different issues." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is degraded SigLIP2 quality and the other is AutoModel/pipeline misbehavior." + "reason": "Same model family, but 'text embedding is worse' and 'nonsensical results with AutoModel/pipeline' are not clearly the same bug." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Both describe the same Qwen3.5 video-input regression: video features and video tokens do not match." + "reason": "Both describe the same Qwen video-input regression: video features/tokens mismatch in apply_chat_template is a concrete symptom of the broader video-input breakage." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Different models and failures: Nemotron example breakage vs YOLO multi-GPU device-map issues." + "reason": "Different areas: Nemotron example breakage vs YOLO multi-GPU device-map auto failure." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different loading/model-init bugs: text_config unwrap vs uninitialized rotary embedding memory after to_empty()." + "reason": "Both involve Qwen 3.5/3.6 internals, but one is from_config text_config unwrapping and the other is rotary embedding materialization memory corruption." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different issues: DeepSpeed ZeRO-3/BERT init IndexError vs trust_remote_code resume path." + "reason": "Different scenarios: zero3/BertModel index-out-of-bounds vs resume-training with local model and trust_remote_code." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "FlashAttention availability/fallback and remote-code config_class errors are not the same bug." + "reason": "A generic flash-attn2 issue is not the same as the remote-code model_class/config_class AttributeError." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different multimodal/training paths: image dtype mismatch vs TRL SFT embedding unpacking." + "reason": "Different multimodal/model-loading bugs: image preprocessor dtype mismatch vs TRL embedding unpacking failure." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Different code paths: FSDP 2-D weight error vs Qwen3.5/TR L embedding unpacking." + "reason": "FSDP 2-D weight error is unrelated to Qwen3.5 embedding unpacking in SFT." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Different breakages: Jupyter custom-model initialization vs flash-attn2 fallback gating." + "reason": "Custom-model notebook initialization and flash-attn2 fallback blocking are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Different models and symptoms: GPT-OSS perplexity vs GLM5 issue." + "reason": "Unrelated model-specific evaluation/perplexity issue vs GLM5 model report." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve trust_remote_code/custom loading, but one is a leaf-dir cache collision and the other is wrong module selection after save_pretrained; not enough evidence of one bug." + "reason": "Both involve trust_remote_code/custom modules, but one is a cache-path collision and the other is wrong module loading after save_pretrained." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but the model families and failure modes differ." + "reason": "Both mention tied weights, but they target different model families and likely different code paths." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Different bugs: FineGrainedFP8Config failure vs flash-attn2 fallback blocking." + "reason": "Qwen3-MoE FP8 config failure is unrelated to flash-attn2 fallback gating." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior and tied-weights handling are unrelated." + "reason": "Quantization offloading behavior and tied weights on translation models are different bugs." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "Different domains entirely: DSA indexer discussion vs documentation typo." + "reason": "Completely unrelated: DSA indexer/ReLU discussion vs docs mentioning a removed command." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "Different issues: Qwen3.5 paged-attention crash vs tied-weights regression." + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is not the same as tied-weights regressions." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Different kinds of typos in unrelated places." + "reason": "A typo in cache strategies and stale docs about the run command are unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and translation-model tied weights are unrelated." + "reason": "NemotronH checkpoint-loading failure is unrelated to tied weights on translation models." }, { - "left": "issue:45183", - "right": "issue:46463", + "left": "issue:44918", + "right": "issue:45507", "accept": false, - "reason": "Both are validation/error-message bugs, but they target different validation paths and are not clearly the same concrete defect." + "reason": "TRl SFT embedding unpacking bug is unrelated to GraniteMoEHybrid invalid-method calls." }, { - "left": "issue:44918", - "right": "issue:45507", + "left": "issue:45183", + "right": "issue:46463", "accept": false, - "reason": "Different models and failures: TRL embedding unpacking vs GraniteMoEHybrid invalid method call." + "reason": "Both are validation-error reports, but the XOR input_ids/inputs_embeds bug is not clearly the same as T5 decoder-input validation." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall and conservative in the soft-edge calls. The only accepted pair is plausibly duplicate-grade from the titles, and the rest of the rejections stay within the evidence in the packet without overstating sameness." + "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair is conservative and well supported by the issue titles: issue:44479 is the broader Qwen video-input regression, while issue:46294 looks like a specific apply_chat_template video-token/feature mismatch within that same area. The remaining rejections are phrased cautiously and do not overstate equivalence." }, "evaluator_used": true, "retried": false, @@ -1323,8 +1347,8 @@ "issue:38175|issue:43054", "issue:45987|issue:46858", "issue:43950|issue:45902", - "issue:44910|issue:45859", "issue:43054|issue:43493", + "issue:44910|issue:45859", "issue:42947|issue:44387", "issue:45663|issue:45902", "issue:41553|issue:43883", @@ -1340,14 +1364,14 @@ "issue:43824|issue:43872", "issue:43782|issue:44960" ], - "prepared_review_unit_hash": "c1c7bb8707e718d7b3d4a8a29e76fef3a13bf70d2ff795840532e9de2e3c50d4", + "prepared_review_unit_hash": "626ab14723f6cb6a2e487857a1f75d4ffdcb0bee8fd703ccf7ff65914ef1146d", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 47, @@ -1362,204 +1386,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidates are still distinct issues despite broad topical overlap. The strongest duplicate-like clusters are the non-persistent buffer regression and the Gemma4 quantized embedder dtype-cast bug. The SigLIP2 pair 43054\u219443493 is too weakly supported from titles/metadata alone and should be treated as uncertain rather than accepted.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 43950 is the clearest concrete regression in this set: `from_pretrained()` silently corrupts non-persistent buffers, and it anchors the strongest nearby duplicate-looking variants.", + "summary": "The cluster is mainly about two real duplicate groups: the Transformers v5 non-persistent-buffer regression, and the StaticCache get_seq_length regression. Most other pairs are correctly rejected as merely related by model family or subsystem. The SigLIP2 pair 43054/43493 should not be merged on titles/metadata alone; it looks related, but not clearly duplicate.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43950 is the clearest umbrella report for the Transformers v5 non-persistent-buffer corruption bug, and it naturally subsumes the more specific follow-ups like 44534 and 45902.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the best overall issue anchor because it describes a specific, fixable code-path regression with the strongest evidence for close variants.", + "best_issue_reason": "43950 is the best representative issue because it names the regression directly, describes the concrete failure mode broadly, and matches the follow-up reports that appear to be the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Both are model-loading/tokenizer problems, but they affect different models and failure modes." + "reason": "Different model-specific failures: DeepSeek-Coder detokenization vs Qwen NVFP4 loading/runtime error." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is DeepSeek-Coder output corruption and the other is a CodeLlama leading-space round-trip bug." + "reason": "Both are tokenizer regressions, but on different models and with different concrete symptoms; not enough evidence for the same bug." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs-example failures are not the same bug as the SigLIP2 text-embedding quality regression." + "reason": "Docs-example model/processor mismatch plus quantization failure is not the same defect as degraded SigLIP2 text embeddings." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: `from_pretrained()` / v5 mishandles non-persistent buffers and fills them with junk." + "reason": "Same underlying Transformers v5 regression: non-persistent buffers are being filled with junk/corrupted values." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Custom loss signature compatibility and DeepSpeed ZeRO-3 loading are unrelated failures." + "reason": "CustomTrainer signature breakage and Gemma3 ZeRO-3 loading failure are unrelated code paths." }, { "left": "issue:43643", "right": "issue:43950", "accept": false, - "reason": "Both involve loading behavior, but one is missing `trust_remote_code` fields and the other is buffer corruption." + "reason": "Remote-code config field loss is a different bug from non-persistent buffer corruption." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization/storage errors with different libraries and code paths." + "reason": "Both touch quantization, but they describe different incompatibilities and different error surfaces." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 is the fix-focused duplicate of 46899." + "reason": "Explicit duplicate: both describe the same Gemma4 quantized vision/audio embedder dtype-casting bug." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different issues: autocast dtype mismatch versus Qwen3.5 attention/position_ids crash." + "reason": "Phi autocast dtype mismatch and Qwen3.5 3D position_ids/SDPA fallback are different underlying problems." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they target different model families and likely different code paths." + "reason": "Broad tokenizer-id regression overlaps conceptually, but the reports do not clearly point to the same concrete defect." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality and generic tokenizer changes are not the same bug." + "reason": "SigLIP2 embedding quality and a generic transformers tokenization-change report are not the same bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both concern SigLIP2, but one is zero probabilities and the other is comparative embedding quality." + "reason": "Both concern SigLIP2 behavior, but zero probabilities and worse embeddings are not clearly the same failure path." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same `StaticCache.get_seq_length()` contract bug: it returns the wrong tensor form and breaks downstream arithmetic." + "reason": "Same StaticCache regression: get_seq_length returns the wrong type/shape and breaks downstream arithmetic." }, { "left": "issue:43950", "right": "issue:45902", "accept": true, - "reason": "Same non-persistent-buffer regression, with 45902 being a specific `inv_freq` materialization instance." + "reason": "45902 is a concrete manifestation of the same non-persistent-buffer corruption regression described in 43950." }, { - "left": "issue:44910", - "right": "issue:45859", + "left": "issue:43054", + "right": "issue:43493", "accept": false, - "reason": "Different Qwen3.5 / attention issues: flash-attn packed-sequence misinterpretation versus CPU-offload incompatibility." + "reason": "They share a SigLIP2 theme, but the titles point to different concrete issues: degraded text embeddings vs HF/JAX implementation discrepancy. That is related, not clearly duplicate enough to merge." }, { - "left": "issue:43054", - "right": "issue:43493", + "left": "issue:44910", + "right": "issue:45859", "accept": false, - "reason": "Both are SigLIP2-related, but the evidence is too broad: comparative quality regression versus HF/JAX discrepancy could still be different concrete bugs." + "reason": "FlashAttention packed-sequence crash and CPU-offload incompatibility are different Qwen3.5 bugs." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "LoRA checkpointing behavior and int4 memory/OOM regression are unrelated." + "reason": "Gradient checkpointing/LoRA behavior is unrelated to the int4 reserved-memory/OOM regression." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different bugs: Gemma4 FSDP2 attention state handling versus Qwen3_5Moe buffer initialization." + "reason": "Gemma4 FSDP2 shared_kv_states logic is unrelated to the non-persistent-buffer materialization bug." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error messaging and Molmo tied-weights attribute failure are unrelated." + "reason": "Bad error messaging for Voxtral and Molmo tied-weights attribute failure are different issues." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise and a specific model load failure are not the same issue." + "reason": "Generic load noise and a specific ScandiBERT load failure are not the same underlying defect." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression and Python 3.13 import error are unrelated." + "reason": "Tokenizer detokenization regression and a Python 3.13 flash_attn import KeyError are unrelated." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed training weight-shape error and early-stopping metric handling are unrelated." + "reason": "DeepSpeed weight-dimensionality error and early-stopping metric resolution are separate training issues." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic load noise and a specific BERT model load failure are unrelated." + "reason": "Noise on load versus a specific model load failure is too broad to merge." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "`trust_remote_code` missing fields may be part of the broader topic, but the titles do not show the same concrete bug." + "reason": "A broad remote_code regression bucket and a specific AutoConfig field-loss bug are not the same defect." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and different loading failures." + "reason": "Different model-loading failures with no clear shared code path." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import-name mismatch and bitsandbytes constructor incompatibility are unrelated." + "reason": "Missing model-class import and bitsandbytes Int8Params constructor incompatibility are unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model families and failure modes; no shared concrete code path is evident." - }, - { - "left": "issue:44991", - "right": "issue:45399", - "accept": false, - "reason": "Tokenizer loading regression and flash-attn fallback gating are unrelated." + "reason": "Qwen3VL weight_only loading and GLM5 are different model-specific issues." }, { - "left": "issue:43881", - "right": "issue:41553", + "left": "issue:44910", + "right": "issue:45859", "accept": false, - "reason": "A specific model load failure and an AutoTokenizer error-message bug are different problems." + "reason": "Illegal-memory-access flash-attn crash and CPU-offload rotary embedding incompatibility are not the same bug." }, { - "left": "issue:43828", - "right": "issue:43872", + "left": "issue:44387", + "right": "issue:43856", "accept": false, - "reason": "Autocast dtype mismatch and bitsandbytes parameter construction error are unrelated." + "reason": "Quantization OOM and MoE training memory inefficiency are different performance problems." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model families and failure modes; no shared concrete code path is evident." + "reason": "Different models and different failure modes; no shared concrete defect." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary is mostly conservative, but one accepted soft edge overstates the evidence: issue:43054 \u2194 issue:43493. In the packet, that pair is only linked by broad SigLIP2 similarity (soft_similarity, no shared targets), and the titles could still describe different bugs (quality regression vs HF/JAX discrepancy). I\u2019d keep that as uncertain unless the bodies confirm the same concrete defect. The other accepted pairs look more defensible." + "feedback": "Most of the clustering is grounded, but one positive soft-edge verdict is too strong for the evidence in the packet: issue:43054 vs issue:43493 is only clearly a shared SigLIP2 theme, not an explicit or well-supported duplicate. The summary\u2019s claim that this pair is \u2018duplicate enough to merge\u2019 overstates what the titles and metadata alone show. The rest of the conservative pairings look reasonable." }, "evaluator_used": true, "retried": true, @@ -1635,17 +1653,17 @@ "issue:45020|issue:45823", "issue:44661|issue:45020", "issue:43828|issue:45823", - "issue:42491|issue:44368", "issue:43881|issue:43883", + "issue:42491|issue:44368", "issue:45020|issue:45356", "issue:45715|issue:46315", "issue:43872|issue:46869", "issue:45759|issue:46661", - "issue:43827|issue:44509", "issue:43872|issue:44291", + "issue:43827|issue:44509", "issue:45488|issue:46489", - "issue:46894|issue:46897", "issue:43404|issue:43950", + "issue:46894|issue:46897", "issue:45020|issue:46661", "issue:43792|issue:44220", "issue:43257|issue:45305", @@ -1659,208 +1677,208 @@ "issue:41093|issue:44805", "issue:24643|issue:30064" ], - "prepared_review_unit_hash": "c68836ea910ed66d27bd31c1b8c57253fb322a4132dc80b8869d664cdb701155", + "prepared_review_unit_hash": "eb98ddb412226332da075c77328f1d0e9b852e1fdb794d5e41257306c6e41296", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36752, - "estimated_input_tokens": 9188, - "estimated_eval_tokens": 18632 + "serialized_chars": 36754, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly unrelated; only a few true duplicate pairs stand out: the v5 docs/pipeline-removal reports, the `_is_hf_initialized` incompatibility reports, the mask-shape mismatch reports, and the training-loss double-shift reports.", - "confidence": 0.71, - "canonical_issue_reason": "44509 is the clearest canonical for the docs/pipeline-removal duplicate pair: it states the removed tasks explicitly, while 43827 is the same issue in a broader form.", + "summary": "This cluster is mostly heterogeneous model-loading, tokenizer, and training regressions from different code paths. There is one clear duplicate-style pair around the training-loss double-shift bug (CohereASR vs Florence2), but most other soft edges are only broad semantic similarity, not the same underlying bug.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella for several v5 remote-code/model-loading regressions, but the cluster is not a single duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "43872 is the strongest concrete bug report in the set: it names the exact `_is_hf_initialized` incompatibility and has a direct, code-level fix surface.", + "best_issue_reason": "Issue 45020 best represents the largest shared theme in the cluster (recent v5 model-loading / remote-code breakage), even though many items are separate bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different bugs: MPS Int histogram support vs a Gemma4 PLE device-mapping forward mismatch." + "reason": "Different failure modes and subsystems: MPS int histogram on MoE vs device-map forward mismatch on Gemma4." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Different code paths: Mistral regex patch crash vs flash-attn2 fallback gating." + "reason": "Both involve attention/tokenizer-related errors, but one is a tokenizer regex crash and the other is flash-attn fallback gating; not the same bug." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broadly both regressions, but not the same concrete failure; remote_code loading is unrelated to Gemma4 device placement." + "reason": "Broad overlap in v5 regressions, but these are different concrete bugs: remote_code loading vs Gemma4 device placement." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping failure is not the same as the remote_code model-loading regression." + "reason": "Issue 44661 is a tokenizer-mapping edge case; 45020 is a generic remote_code compatibility regression. Related area, not duplicate." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch for Phi MoE is unrelated to Gemma4 device-map placement." + "reason": "Different problems: autocast dtype mismatch in Phi MoE vs device_map auto mismatch in Gemma4." }, { - "left": "issue:42491", - "right": "issue:44368", + "left": "issue:43881", + "right": "issue:43883", "accept": false, - "reason": "Both mention Qwen/LoRA, but one is a hf4.x->hf5.x loading break and the other is just a gradient-checkpointing warning." + "reason": "Both are model-loading failures, but for different models and different root causes (glm-4v-9b vs missing all_tied_weights_keys)." }, { - "left": "issue:43881", - "right": "issue:43883", + "left": "issue:42491", + "right": "issue:44368", "accept": false, - "reason": "Both are model-loading issues, but for different models and different root causes." + "reason": "Both mention Qwen3 and tie-word-embedding warnings, but one is a LoRA/hf4.x vs hf5.x incompatibility and the other is a warning about config cleanliness, not the same bug." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Tokenizer regression details differ: remote_code breakage vs Kimi codec/regex handling." + "reason": "Both are tokenizer/model regressions, but 45356 is a specific Kimi-K2.5 codec/mistral-regex regression, not the same as 45020." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they hit opposite conversion directions and different code paths." + "reason": "Both are tokenizer performance issues, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; different code paths and fixes." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "bitsandbytes init argument incompatibility is unrelated to YOLO multi-GPU device-map failures." + "reason": "Bitsandbytes init-arg incompatibility and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both concern model factory/loading logic, but the failures are different: composite-config unwrapping vs missing config_class on remote-code models." - }, - { - "left": "issue:43827", - "right": "issue:44509", - "accept": true, - "reason": "Same docs regression: both report stale pipeline-task references removed in v5." + "reason": "Different failure classes: composite config unwrapping vs remote-code model_class missing config_class." }, { "left": "issue:43872", "right": "issue:44291", - "accept": true, - "reason": "Same underlying `_is_hf_initialized`/`init_empty_weights` incompatibility; the error surface is the same arg mismatch." + "accept": false, + "reason": "Related to HF init/empty-weights compatibility, but one is bitsandbytes Int8Params and the other is model loading with init_empty_weights; not the same concrete bug." }, { - "left": "issue:45488", - "right": "issue:46489", + "left": "issue:43827", + "right": "issue:44509", "accept": false, - "reason": "Both affect DeepSeek tokenizers, but one is ByteLevel pre-tokenizer replacement and the other is a separate output-regression gap." + "reason": "Same documentation cleanup theme, but separate doc pages and duplicate task references are not a single bug." }, { - "left": "issue:46894", - "right": "issue:46897", - "accept": true, - "reason": "Same training-loss double-shift bug pattern; the model names differ, but the underlying bug appears the same." + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer behavior for DeepSeek-family models, but one is ByteLevel pre-tokenizer override and the other is incorrect tokenizer output for DeepSeek-Coder; not enough to treat as the same bug." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Weight tying in Mistral3 and non-persistent-buffer corruption are unrelated regressions." + "reason": "Both mention loading/tied weights, but one is lm_head tying in Mistral3 and the other is silent corruption of non-persistent buffers; different root causes." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "These are the same training-loss double-shift bug pattern reported for two model families, so they plausibly collapse to one fix." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Different failures in model loading; one is generic remote_code breakage, the other is a specific config_class attribute error." + "reason": "Both are remote-code/model-loading regressions, but the specific breakage differs: broad remote_code failures vs missing config_class on AutoModel.from_pretrained." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper run failure is too broad to equate confidently with the specific fbank-feature function issue." + "reason": "Different audio-loading failures: Whisper model run failure vs _torch_extract_fbank_features issue." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed/Qwen, but one is weight conversion at load time and the other is gradient averaging during training." + "reason": "Both involve Qwen/DeepSpeed, but one is weight conversion on load and the other is gradient averaging under GAS; separate bugs." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Related to gradient checkpointing, but one is PEFT LoRA behavior and the other is a missing flag on a trust_remote_code variant." + "reason": "Both reference gradient-checkpointing-related configuration, but one is LoRA checkpointing effectiveness and the other is a missing supports_gradient_checkpointing flag on a trust_remote_code model." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different symptoms and code paths: custom trainer signature mismatch vs tensor-mask shape mismatch." + "reason": "Both are runtime shape/argument issues in training, but one is a Trainer API signature change and the other is a mask/tensor shape mismatch." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 load failures, but they affect different Qwen variants and the titles point to different missing-weight failures." + "reason": "Both are Qwen3.x DeepSpeed weight-loading problems, but one is Qwen3-Next ZeRO-3 all-params-missing and the other is Qwen3.5 language_model loading failure." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Both are checkpoint/model loading issues, but for different architectures with no shared concrete bug." + "reason": "Different model families and different loading failures (GLM-4.7-Flash unit tests vs NemotronH checkpoint loading)." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer loading issues, but the reported failure modes and models are different." + "reason": "Both are tokenizer-loading related, but one is a bad error message for Voxtral and the other is a v5 tokenizer loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF gradient explosion from 3D position_ids is unrelated to the flash_attention s_aux=None crash." + "reason": "Different numerical issues: RLHF NaN from position_ids/SDPA fallback vs flash_attention integration crashing on s_aux=None." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both involve Qwen video regressions, but one is a broad v5.3 video-input regression and the other is a specific StopIteration path." + "reason": "Both are video-input regressions, but they affect different model families and likely different preprocessing paths." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "Same generic mask-shape mismatch error; the numeric dimensions differ, but the failure mode is the same." + "accept": false, + "reason": "Same error shape family, but different incidents and likely different model/data paths; not enough to treat as one bug." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-dimension error is unrelated to void segmentation-map processing." + "reason": "Training DeepSpeed weight-shape error and segmentation-map processing failure are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are conservative enough to look mergeable as the same bugfixes. I don\u2019t see an overstatement that rises above the available evidence." + "feedback": "The summary is grounded in the packet and stays conservative: it characterizes the cluster as heterogeneous, selects 45020 as a broad umbrella rather than a strict duplicate anchor, and only accepts the one pair that clearly shares the same bug pattern. The rejected soft edges are mostly framed as related-but-distinct failures, which matches the available evidence." }, "evaluator_used": true, "retried": false, @@ -1936,20 +1954,20 @@ "issue:43366|issue:43828", "issue:41553|issue:44488", "issue:43366|issue:43531", - "issue:45325|issue:45902", "issue:43596|issue:46515", - "issue:44155|issue:45584", + "issue:45325|issue:45902", "issue:43366|issue:44589", + "issue:44155|issue:45584", "issue:45663|issue:45823", "issue:43638|issue:46515", "issue:42915|issue:43957", - "issue:43950|issue:45834", "issue:43824|issue:43957", + "issue:43950|issue:45834", "issue:43716|issue:44560", "issue:43645|issue:43646", "issue:44910|issue:46858", - "issue:44560|issue:45685", "issue:42617|issue:43366", + "issue:44560|issue:45685", "issue:43550|issue:44910", "issue:36010|issue:42915", "issue:44560|issue:44918", @@ -1959,28 +1977,28 @@ "issue:44661|issue:45823", "issue:44560|issue:44805", "issue:38175|issue:43994", - "issue:45672|issue:46899", - "issue:43632|issue:45834", "issue:44877|issue:45030", + "issue:45672|issue:46899", "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:42491|issue:43720", + "issue:43632|issue:45834", "issue:44661|issue:44805" ], - "prepared_review_unit_hash": "8e6a618ceadaa8542948cd79dfbf5e847add2baebc5791786f3eb79663f6721f", + "prepared_review_unit_hash": "b729d658005fff5217cd189d6390314f67e731c243119a4221a917c35db49708", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38358, + "serialized_chars": 38359, "estimated_input_tokens": 9590, "estimated_eval_tokens": 19436 }, @@ -1989,228 +2007,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and should not be merged wholesale. Only two pairs look like true duplicates: the Transformers 5 custom-model initialization regressions, and the SigLIP2 broken-output reports.", - "confidence": 0.69, - "canonical_issue_reason": "issue:43646 is the broadest and clearest umbrella for the custom-model initialization regression in Transformers 5, covering the nearby init-related reports better than the narrower flag-specific issue.", + "summary": "This cluster is mostly noisy and spans many unrelated bugs. I only see three likely duplicate pairs: the custom model initialization regression, the Siglip2 wrong-output regression, and the Gemma4 4-bit multimodal dtype-cast regression.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43646 is the broader, cleaner statement of the custom model initialization regression; issue:43645 reads like a notebook-specific instance of the same problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best representative issue overall because it states the core regression most generally and can absorb the closest duplicate-style reports around custom model initialization.", + "best_issue_reason": "issue:43646 is the best representative issue in the set because it is the most general formulation of a duplicated bug and is less environment-specific than the sibling report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different model families and failures: Qwen3.5 cache/path crash vs NemotronH checkpoint loading." + "reason": "Different models and failure modes: Qwen3.5 PagedAttentionCache group-type handling vs NemotronH checkpoint loading." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and different code paths." + "reason": "Both are model-loading complaints, but they concern different architectures and different root causes." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated bugs: GGUF architecture support vs a Phi-tiny-MoE autocast dtype mismatch." + "reason": "Unrelated problems: GGUF architecture support vs a torch.autocast dtype mismatch on a specific MoE model." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both concern tokenizer loading, but the models and failure modes differ." + "reason": "Both involve loading support gaps, but the affected models and symptoms are different enough to treat separately." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Completely different issues: GGUF support vs Qwen3-MoE sliding-window behavior." - }, - { - "left": "issue:45325", - "right": "issue:45902", - "accept": false, - "reason": "Both involve embeddings/position-related internals, but they are different models and distinct bugs." + "reason": "Different Qwen-related features: GGUF gpt-oss support vs a sliding_window bug in Qwen3-MoE." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Different root causes: Zero3 BertModel init crash vs a torch version incompatibility report." + "reason": "BERT/DeepSpeed zero3 index error is unrelated to a generic torch version incompatibility." }, { - "left": "issue:44155", - "right": "issue:45584", + "left": "issue:45325", + "right": "issue:45902", "accept": false, - "reason": "Both are audio bugs, but one is batched track leakage and the other is empty-transcription generation failure." + "reason": "Different rotary-embedding bugs in different model families and different code paths." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "No shared underlying bug; one is GGUF architecture support, the other is a float8 storage issue." + "reason": "GGUF support and Float8 storage deserialization are unrelated issues." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: track-to-track leakage in batched inference vs empty transcription handling." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different concrete bugs: per-layer shared_kv_states handling vs device placement mismatch." + "reason": "Both are Gemma4 issues, but one is FSDP2 shared_kv_states rebuilding and the other is device placement under device_map=auto." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different failures: Zero3 BertModel init index error vs general torch 2.4.1 incompatibility." + "reason": "One is a zero3/BERT initialization crash; the other is a broad torch 2.4.1 incompatibility report." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different code paths: FineGrainedFP8Config failure vs meta-device loading regression." + "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe vs meta-device loading regressions." }, { - "left": "issue:43950", - "right": "issue:45834", + "left": "issue:43824", + "right": "issue:43957", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 long-input indexing." + "reason": "Import failure for a specific vision-language class is not the same bug as meta-device model loading." }, { - "left": "issue:43824", - "right": "issue:43957", + "left": "issue:43950", + "right": "issue:45834", "accept": false, - "reason": "Import error for a specific VL class is not the same bug as meta-device loading breakage." + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to Kosmos2.5 long-OCR indexing." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different models and symptoms: image preprocessor dtype mismatch vs video embedding StopIteration." + "reason": "Different multimodal issues: dtype mismatch in preprocessing vs StopIteration during video embedding." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying Transformers 5 custom model initialization regression; 43646 is just the broader report." + "reason": "These describe the same custom-model initialization regression; 43645 is the notebook-specific variant of 43646's broader report." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve attention/cache internals, but the Qwen3.5 flash-attn crash and static-cache arithmetic bug are distinct." + "reason": "Distinct cache/attention bugs with different triggering conditions and code paths." }, { - "left": "issue:44560", - "right": "issue:45685", + "left": "issue:42617", + "right": "issue:43366", "accept": false, - "reason": "No underlying match: Qwen3-vl video handling vs MPS histogram support for Int tensors." + "reason": "3d_parallel.py execution failure is unrelated to GGUF architecture support." }, { - "left": "issue:42617", - "right": "issue:43366", + "left": "issue:44560", + "right": "issue:45685", "accept": false, - "reason": "Unrelated: 3d_parallel.py runtime issue vs GGUF model-architecture support." + "reason": "Video embedding StopIteration and MPS histogram support for Int are unrelated." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different bugs in different models: SDPA/torch.compile on Bamba vs Qwen3.5 position-id handling in flash attention." + "reason": "Different attention/compile failures on different models and different mechanisms." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Qwen3-MoE FP8 loading." + "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a video StopIteration and the other is SFT embedding unpacking." + "reason": "Video embedding StopIteration and TRL unpacking failure are different bugs." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Torch version issues, but one is compiled flex_attention on >=2.9 and the other is incompatibility with 2.4.1." + "reason": "Compiled flex_attention on torch>=2.9 is not the same as a torch 2.4.1 incompatibility." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and appear to be separate tokenizer code paths." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different fixes." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device-map forward mismatch is unrelated to a generic torch 2.4.1 incompatibility report." + "reason": "Gemma4 device-map mismatch is a model-specific forward-pass bug, not a generic torch-version incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Different bugs: tokenizer-mapping model insertion failure vs Gemma4 PLE device mismatch." + "reason": "Tokenizer mapping-name validation and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "No shared code path; video StopIteration is not the same as a mask-shape IndexError." + "reason": "Different index/shape failures in different pipelines." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same underlying SigLIP2 model regression: one reports zero probabilities, the other nonsensical outputs through AutoModel/pipeline." - }, - { - "left": "issue:45672", - "right": "issue:46899", - "accept": false, - "reason": "Both are Gemma4 audio/vision quantization issues, but they involve different failing paths and symptoms." - }, - { - "left": "issue:43632", - "right": "issue:45834", - "accept": false, - "reason": "Transformers 5 init-flag regression is unrelated to Kosmos2.5 long OCR indexing." + "reason": "Same Siglip2 model family and same underlying wrong-output regression; the titles describe different manifestations of the same problem." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-validation related, but they concern different models and separate validation failures." + "reason": "Both mention config validation, but they involve different models and likely different validation rules." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit multimodal quantization bug: unsafe dtype handling in embedders causing audio/vision failures." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero3 BertModel training crash is unrelated to add-new-model-like/tokenizer mapping logic." + "reason": "Zero3/BERT indexing and tokenizer-mapping validation are unrelated." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Distinct problems: Zero3/Bert index error vs tokenizer-mapping helper failure." - }, - { - "left": "issue:42491", - "right": "issue:43720", - "accept": false, - "reason": "Different regressions: Qwen3 MoE LoRA loading on hf5.x vs BitNet packed-weight loading in accelerate." - }, - { - "left": "issue:44661", - "right": "issue:44805", - "accept": false, - "reason": "Tokenizer-mapping helper failure is unrelated to the mask/tensor shape IndexError." + "reason": "DeepSpeed/BERT zero3 crash does not match the tokenizer-mapping validation issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies the cluster as mostly heterogeneous, flags only the two strongest duplicate-style pairs, and the negative pairwise judgments generally distinguish different models or code paths rather than overclaiming duplication. The canonical choice of issue:43646 is also supported by the titles as the broader custom-model initialization report." + "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The three accepted duplicate pairs are plausible from the titles alone: 43645/43646, 38175/43994, and 45672/46899. The rejected soft pairs are mostly well-justified as distinct bugs or at least distinct enough to avoid overclaiming. No obvious unsupported mergeability claim appears." }, "evaluator_used": true, "retried": false, @@ -2289,37 +2289,37 @@ "issue:44960|issue:44977", "issue:44451|issue:44488", "issue:44863|issue:46846", - "issue:46459|issue:46512", "issue:45313|issue:45357", + "issue:46459|issue:46512", "issue:45507|issue:46468", "issue:43644|issue:43645", - "issue:43257|issue:43854", "issue:39692|issue:43994", + "issue:43257|issue:43854", "issue:44488|issue:44991", "issue:43856|issue:43873", "issue:43854|issue:43931", "issue:42491|issue:45292", "issue:43856|issue:44387", - "issue:43708|issue:44075", "issue:42491|issue:45335", + "issue:43708|issue:44075", "issue:44960|issue:46050", "issue:44164|issue:44291", "issue:46897|issue:46901", - "issue:45488|issue:45812", "issue:45276|issue:45335", + "issue:45488|issue:45812", "issue:45362|issue:45406", "issue:44910|issue:45588", "issue:44402|issue:44488", "issue:39692|issue:44960" ], - "prepared_review_unit_hash": "1e253bea2bf61c2a1e1d5ade41756f30db1e569dd5fe8da24f250aa363368824", + "prepared_review_unit_hash": "3b1123b903f8d925f95ee870e660ce31e0c6d00b7e4be5ec8c77d97a0361b190", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 47, @@ -2334,208 +2334,208 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports. Only a few soft edges look like true duplicates: the non-persistent-buffer regression, the resize_token_embeddings propagation bug, and the training-loss double-shift bug class.", - "confidence": 0.44, - "canonical_issue_reason": "Issue 43644 is the cleanest concrete regression in the set and has the strongest duplicate signal (paired with 44534). It is more representative than the very model-specific reports and more actionable than the broader umbrella complaints.", + "summary": "This cluster is mostly a collection of related-looking but distinct Transformers regressions. No soft pair is strong enough to accept deterministically from the packet alone; the closest matches are only sibling-style similarities, not confirmed duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the strongest issue anchor because it states a broad, concrete Transformers v5 regression and is the most central representative in the cluster, but its nearest neighbor (44534) should be treated as a similar sibling rather than a confirmed duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "43644 is the best overall issue candidate because it is specific, reproducible, and clearly maps to a shared code-path bug rather than a vague subsystem complaint.", + "best_issue_reason": "issue:43644 is the best global issue representative: it is broad, clearly stated, and central to the v5 buffer-regression theme, while nearby reports remain only soft matches.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both involve offload/memory behavior, but one is a device_map=auto dequantized-model load failure and the other is mmap/OOM on Strix Halo; different bugs." + "reason": "Both are loading/offload related, but the titles point to different failure modes and no shared concrete bug is evident." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one reports zero probabilities and the other documents example/model-processor and quantization errors; not the same bug." + "reason": "Same model family, but zero probabilities and docs/example mistakes plus quantization failure are not the same underlying issue." }, { "left": "issue:43644", "right": "issue:44534", - "accept": true, - "reason": "Near-identical non-persistent-buffer regression titles; same underlying v5 junk-in-buffer bug." + "accept": false, + "reason": "The titles are very similar, but the packet only supports a conservative sibling-match, not a confirmed duplicate." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both are Qwen3-related, but one is auto device mapping on A800 and the other is FineGrainedFP8Config; different failure modes." + "reason": "Both involve Qwen3/MoE, but one is an auto device map CUDA assert and the other is a FineGrainedFP8Config failure." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Quantization/FP8 vs mmap/offload OOM are unrelated code paths." + "reason": "Different bug classes: FP8/MoE failure versus mmap/offload OOM behavior." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA qwen3_moe hf4.x/hf5.x compatibility is unrelated to resize_token_embeddings behavior in Gemma4." + "reason": "Related resize/load behavior, but the issues describe different contexts and models; not enough to merge as one bug." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention crashes are different model/code paths." + "reason": "Different models and different flash-attention/model-generation symptoms." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both fail to load specific BERT repos, but the titles do not establish the same root cause." + "reason": "Both are model-loading failures, but the packet does not show a shared root cause." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "Checkpoint-loading failure for NemotronH is not the same as missing linear_attn entries causing TP errors in Qwen3.5." + "reason": "NemotronH checkpoint loading and Qwen3.5 tensor-parallel planning are unrelated code paths." }, { - "left": "issue:46459", - "right": "issue:46512", + "left": "issue:45313", + "right": "issue:45357", "accept": false, - "reason": "One is dtype being ignored on multimodal AutoModelForCausalLM loading; the other is config.dtype staying stale after from_config." + "reason": "Both affect Qwen3.5, but one is ZeRO-3 load failure and the other is incorrect save_pretrained serialization." }, { - "left": "issue:45313", - "right": "issue:45357", + "left": "issue:46459", + "right": "issue:46512", "accept": false, - "reason": "DeepSpeed ZeRO-3 weight loading and save_pretrained visual-key regression are different problems." + "reason": "Both mention dtype, but one is load-time dtype handling and the other is stale config.dtype after from_config." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Invalid-method calls in GraniteMoEHybrid and a broken Nemotron example are unrelated." + "reason": "Different models and different failures; no shared concrete bug is visible." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Non-persistent buffer junk and Jupyter custom-model initialization are different regressions." + "reason": "Both are Transformers v5 regressions, but the symptoms point to different initialization paths and different bugs." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to GLM-4.7-Flash model loading in tests." + "reason": "Same SigLIP2 family, but a broken docs example and nonsensical inference outputs are not clearly the same issue." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "Both are SigLIP2-related, but documentation/example breakage is not the same as nonsensical AutoModel/pipeline outputs." + "reason": "Different load-path failures affecting different models and scenarios." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Different repos and different failure surfaces: model loading vs tokenizer loading." + "reason": "Tokenizer/load failures, but the models and likely root causes differ." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Qwen3 MoE training-memory inefficiency and quantization offload not working are related broadly, but not the same concrete bug." + "reason": "Both touch memory/quantization themes, but they are distinct regressions with different symptoms." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3-VL shape mismatch are separate model-loading issues." + "reason": "Different model-loading bugs; the packet does not indicate a shared underlying defect." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA qwen3_moe compatibility is unrelated to generic resize_token_embeddings propagation." + "reason": "Related resize_token_embeddings wording, but the reports are not specific enough to collapse into one confirmed bug." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is int4 quantization reserved-memory/OOM." + "reason": "Both mention memory pressure, but one is training inefficiency and the other is int4 quantization OOM." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:42491", + "right": "issue:45335", "accept": false, - "reason": "Trainer checkpoint-resume max_steps math and SGD args not being used are unrelated training bugs." + "reason": "The titles are thematically close, but this is still only a similar sibling report, not a confirmed duplicate." }, { - "left": "issue:42491", - "right": "issue:45335", + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "Qwen3 MoE hf4.x/hf5.x incompatibility is not the same as T5Gemma resize_token_embeddings not updating decoder embeddings." + "reason": "Trainer checkpoint-resume math and unused SGD args are unrelated issues." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 loading and sinq save/load breakage are separate issues." + "reason": "Different model/workflow failures; no shared concrete code-path problem is evident." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "extra_state handling in save/from_pretrained is different from the unexpected _is_hf_initialized argument in init_empty_weights." + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument handling are separate serialization/loading bugs." }, { "left": "issue:46897", "right": "issue:46901", - "accept": true, - "reason": "Both describe the same training-loss double-shift pattern: labels are shifted incorrectly before computing loss." - }, - { - "left": "issue:45488", - "right": "issue:45812", "accept": false, - "reason": "Tokenizer pre-tokenizer override in LlamaTokenizer and wrong Granite token IDs are different tokenizer regressions." + "reason": "Similar loss-shift wording, but different models and no shared implementation is shown." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Same resize_token_embeddings bug pattern: embeddings/output heads are not updated correctly across closely related model classes." + "accept": false, + "reason": "Very similar resize_token_embeddings reports, but the packet does not support a confident same-bug merge." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer behaviors and likely different root causes." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are distinct runtime errors." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated failures." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Flash-Attention illegal memory access on Qwen3.5 due to position_ids is unrelated to sink-less s_aux=None crashes." + "reason": "Both hit flash-attention, but the concrete symptoms and code paths differ." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab-size mismatch in one model is not the same as a model-loading failure in another." + "reason": "Different checkpoints and different loading issues." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 example/model issues and GLM5 are entirely different model families and bugs." + "reason": "Different model families and unrelated bugs." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted soft edges are conservative: 43644/44534 are near-identical, 46897/46901 are clearly the same double-shift training-loss bug class, and 45276/45335 are plausibly the same resize_token_embeddings propagation defect across related model implementations. The rejected pairs are also appropriately cautious and do not overclaim duplicate status from shared model families or broad symptom overlap." + "accept": false, + "feedback": "The high-level cluster summary is mostly grounded, but the analyst is too strong on duplicate claims. In the packet, every soft pair has deterministic_accept=false, so treating issue:43644\u2013issue:44534 and issue:45276\u2013issue:45335 as accepted duplicates overstates the evidence. Also, calling 44534 a \"confirmed\" near-duplicate is not supported by the packet; it is at most a very similar sibling issue. Please downgrade those verdicts to conservative/uncertain language." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -2624,29 +2624,29 @@ "issue:44164|issue:44756", "issue:42796|issue:46326", "issue:45588|issue:45663", - "issue:43854|issue:45216", "issue:45684|issue:45698", + "issue:43854|issue:45216", "issue:45292|issue:45335", "issue:43645|issue:44164", "issue:42175|issue:43957", - "issue:43646|issue:43708", "issue:44402|issue:44451", - "issue:44589|issue:44756" + "issue:44589|issue:44756", + "issue:43646|issue:43708" ], - "prepared_review_unit_hash": "ece9747e9e055fae90cfdc5ca6936edb5c410dc76187759a28df922f66cb6ca9", + "prepared_review_unit_hash": "3e6c20f248a42600e3d4984b6893460983ffc44d4bb7b415377e5456e250091d", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36533, + "serialized_chars": 36536, "estimated_input_tokens": 9134, "estimated_eval_tokens": 18524 }, @@ -2655,204 +2655,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports. The only clear duplicate-like subgroup is the token-embedding resize regression around `resize_token_embeddings` / output embeddings, where one generic report best represents the shared bug.", - "confidence": 0.9, - "canonical_issue_reason": "`issue:45292` is the broadest and most general description of the embedding-resize regression, and it best captures the shared bug behind the duplicate-like `Gemma-4` report.", + "summary": "This cluster is mostly heterogeneous, but there is a small true duplicate set around `resize_token_embeddings` not propagating updates to model embeddings. Most other pairs are only loosely similar by subsystem or model family, not the same bug.", + "confidence": 0.82, + "canonical_issue_reason": "`issue:45292` is the most generic and central report in the resize-token-embeddings subgroup, and it bridges the model-specific variants (`gemma4`, `t5gemma`) that appear to describe the same underlying embedding-update bug.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is the clearest umbrella issue for the resize-token-embeddings problem and is the best representative of the only convincing duplicate subgroup.", + "best_issue_reason": "`issue:45292` is the best issue to keep as the representative issue because its title is broad, concrete, and matches the shared failure mode across the accepted duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Different failures: torch-version compatibility vs model loading with `torch.device(\"meta\")`." + "reason": "Different failure modes: torch 2.10 compatibility vs meta-device model loading regression." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Unrelated bugs: CUDA assert with Qwen3 auto device mapping vs AudioFlamingo batched inference leakage." + "reason": "Unrelated bugs: Qwen3 device-mapping CUDA assert vs AudioFlamingo batched inference leakage." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different code paths: Gemma4 FSDP/shared KV state error vs Qwen multimodal `text_config` unwrapping." + "reason": "Different concrete issues: Gemma4 FSDP2 attention state bug vs Qwen multimodal `text_config` unwrapping." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unrelated issues: `init_empty_weights` argument handling vs mmap/OOM on Strix Halo." + "reason": "Unrelated loading/init issue vs Strix Halo mmap/OOM issue." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both involve `lm_head` tying, but they are model-specific reports with different model classes and no clear same code path." + "reason": "Both involve `lm_head` tying, but they affect different model families and likely different code paths." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Different problems: LoRA gradient checkpointing behavior vs T5/apex RMSNorm memory leak." + "reason": "Different problems: LoRA gradient checkpointing vs T5/apex RMSNorm memory leak." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both touch quantization/offloading, but the concrete bugs differ: offload behavior vs int4 reserved-memory/OOM regression." + "reason": "Both mention quantization/memory, but one is offloading behavior and the other is int4 reserved-memory/OOM." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "Different data-structure/output bugs: `ModelOutput` key assignment vs VideoPrism hidden-state field mismatch." + "reason": "Generic ModelOutput key assignment bug vs a specific classifier output field mix-up." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different failures in different layers: Gemma4 training/FSDP bug vs Qwen3_5 MoE rotary embedding CPU-offload incompatibility." + "reason": "Different Qwen/Gemma backend issues; one is FSDP2 state handling, the other CPU offload compatibility." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization/load issues, but they concern different formats/models and distinct loading failures." + "reason": "Different quantization/loading regressions for different models and quantization formats." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Completely different symptoms: import error for `GenerationMixin` vs Whisper pipeline `return_language` regression." + "reason": "Import path breakage vs Whisper pipeline `return_language` regression." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Different gradient-checkpointing issues: ineffective with PEFT LoRA vs unusable in eval mode." + "reason": "Both about gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode prohibition." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Unrelated model bugs: audio batching/token leakage vs Gemma4 PLE device mismatch." + "reason": "Different issues: embedding/token leak in batched inference vs Gemma4 device mismatch during forward." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Different regressions: int4 quantization memory growth vs mmap-induced OOM on Strix Halo." + "reason": "Int4 memory/OOM regression vs mmap-on-Strix-Halo OOM workaround; not the same bug." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Different loading/resource issues: `torch.device(\"meta\")` model loading vs mmap/OOM behavior." + "reason": "Meta-device model loading regression and Strix Halo mmap/OOM are unrelated." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "No shared underlying bug: SwitchTransformers sparse-layer config vs Gemma4 FSDP shared state handling." + "reason": "SwitchTransformers sparse-layer config bug vs Gemma4 FSDP2 attention state bug." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Both Nemotron-related, but one is checkpoint loading and the other is an example script failure; not the same concrete bug." + "reason": "Related model family, but checkpoint loading failure and broken example are not clearly the same underlying bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Clear duplicate-like match: both report `resize_token_embeddings` failing to propagate updates to embeddings/output embeddings in Gemma4 / related models." + "reason": "Same underlying `resize_token_embeddings` bug: the resized embeddings are not propagated to output embeddings, with one report being Gemma4-specific and the other generic." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different regressions: video-input handling in Qwen VL models vs strict config blocking `granite_speech`." + "reason": "Video-input regression across Qwen variants vs strict config blocking `granite_speech` loading." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient-checkpointing failure in eval mode is unrelated to RLHF NaNs from 3D position IDs / SDPA fallback." + "reason": "Gradient checkpointing eval-mode restriction vs RLHF NaN/SDPA math-fallback collapse are unrelated." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Different save/load vs memory-management problems." + "reason": "Save/from_pretrained extra_state handling vs Strix Halo mmap/OOM are different code paths." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling and `continue_final_message` are different tokenizer bugs." + "reason": "Tokenizer BPE-marker handling vs `continue_final_message` behavior in mistral_common are different issues." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Different subsystems: flash-attention integration crash vs Gemma4 training/FSDP issue." + "reason": "Flash-attention sinkless-model crash vs Gemma4 FSDP2 attention state bug." }, { - "left": "issue:43854", - "right": "issue:45216", + "left": "issue:45684", + "right": "issue:45698", "accept": false, - "reason": "Separate issues: unit-test model loading failure vs regression in `save_pretrained` checkpoint correctness." + "reason": "Both involve save/load of custom models, but one is read-only permission propagation and the other is wrong custom-module resolution." }, { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:43854", + "right": "issue:45216", "accept": false, - "reason": "Both involve custom-model save/load, but one is about permissions propagation and the other about loading the wrong custom module." + "reason": "Different save/load regressions for different models; no shared concrete bug." }, { "left": "issue:45292", "right": "issue:45335", - "accept": false, - "reason": "Related theme, but not the same concrete bug: generic output embedding resize vs `t5gemma` decoder embedding propagation." + "accept": true, + "reason": "Same `resize_token_embeddings` propagation failure, just reported on different model-specific embedding targets (`output_embeddings` vs `decoder.embed_tokens`)." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Different custom-model problems: Jupyter notebook initialization breakage vs `extra_state` save/load handling." + "reason": "Jupyter/custom-model initialization breakage vs extra_state save/load failure are unrelated." }, { "left": "issue:42175", "right": "issue:43957", "accept": false, - "reason": "Unrelated backend packaging issue vs model loading with `meta` device." - }, - { - "left": "issue:43646", - "right": "issue:43708", - "accept": false, - "reason": "Different areas entirely: custom model initialization regression vs Trainer resume/max_steps calculation." + "reason": "Backend packaging issue vs meta-device loading regression." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Different tokenizer/model-loading issues with no shared code path." + "reason": "Possible related model-loading symptoms, but the titles do not establish the same underlying tokenizer/vocab bug." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Unrelated low-level storage-type error vs mmap/OOM behavior." - } + "reason": "Float8 storage type error vs Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage vs resume_from_checkpoint max_steps calculation bug." + } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly treats the cluster as mostly unrelated, and it identifies `issue:45292` as the best generic representative of the resize-token-embeddings subgroup. The soft-edge verdicts are conservative overall, with the notable resize-related pair handled appropriately and no obvious overstatement beyond the evidence." + "feedback": "The analysis is well grounded in the packet: the cluster is mostly heterogeneous, and the only clearly supported duplicate set is the resize_token_embeddings trio (45276/45292/45335). The false soft-edge verdicts are conservative, and the summary does not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -2931,21 +2931,21 @@ "issue:44530|issue:45084", "issue:43611|issue:43645", "issue:43425|issue:46869", - "issue:39404|issue:46665", "issue:44683|issue:45823", + "issue:39404|issue:46665", "issue:43425|issue:43716", "issue:43425|issue:45823", "issue:44479|issue:44805", "issue:44589|issue:45084", "issue:43901|issue:44509", - "issue:43906|issue:44530", "issue:43994|issue:44079", - "issue:44265|issue:44898", + "issue:43906|issue:44530", "issue:46050|issue:46326", "issue:36032|issue:43452", + "issue:44265|issue:44898", "issue:44164|issue:45759", - "issue:39404|issue:44912", "issue:43906|issue:46326", + "issue:39404|issue:44912", "issue:44671|issue:44991", "issue:44991|issue:45081", "issue:45823|issue:46899", @@ -2953,17 +2953,17 @@ "issue:43856|issue:44756", "issue:43299|issue:43931", "issue:44164|issue:46821", - "issue:43632|issue:47050", - "issue:43596|issue:44683" + "issue:43596|issue:44683", + "issue:43632|issue:47050" ], - "prepared_review_unit_hash": "1af0da6cf97a123081be40db683fbe34b315122ea42c8aee6c1f6cc654741369", + "prepared_review_unit_hash": "83078bbd84288a2dfda769854bb95b52b75ecb80ae70cdd5f11e87b76e066290", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, @@ -2978,204 +2978,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly separate Transformers v5 regressions and model-specific bugs, not true duplicates. I would keep one broad model-loading regression as the representative issue and reject all soft-edge pair merges.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43611 is the broadest, most reusable representative of the set: a clear Transformers v5 model-loading regression with generic impact, unlike the more model-specific reports.", + "summary": "These artifacts mostly share high-level themes (tokenizers, model loading, multimodal regressions), but the paired items describe distinct concrete bugs, so I would not collapse any of the soft pairs.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45812 is the strongest canonical issue candidate: it describes a clear, user-visible v4\u2192v5 regression with broad impact across all Granite models and a specific failure mode (wrong token IDs).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 best captures the common triage theme here and is the most general user-facing regression among mostly narrow, unrelated failures.", + "best_issue_reason": "issue:45812 is the best representative issue because it is concrete, broadly scoped, and directly tied to a specific regression rather than a vague symptom cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46894", "right": "issue:46901", "accept": false, - "reason": "Same symptom pattern, but different models and no evidence of one shared code path." + "reason": "Same general training-loss pattern, but different models and no evidence of the same underlying code path." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch incompatibility and autocast dtype mismatch are different failure modes." + "reason": "One is a version-compatibility complaint; the other is an autocast dtype mismatch in a specific model." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression in tokenizer conversion is unrelated to CodeLlama round-trip tokenization." + "reason": "Different tokenizer regressions: one is performance in convert_tokens_to_ids, the other is a leading-space round-trip bug." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite and slow convert_tokens_to_ids are distinct tokenizer bugs." + "reason": "Both involve tokenizers, but one is wrong token IDs for Granite models and the other is a speed regression for slow tokenizers." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline language handling is not the same as a general tokenization regression." + "reason": "Different symptoms and code paths: Whisper pipeline language return vs a general tokenization change regression." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Qwen3.5 cache group-type crash and template compilation error are different code paths." + "reason": "These are unrelated failures in different subsystems: PagedAttentionCache vs template compilation." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Generic model-loading base_model_prefix breakage is separate from notebook custom-model initialization." + "reason": "Both mention model initialization, but one is about base_model_prefix loading and the other about custom models in Jupyter notebooks." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch version incompatibility and multi-GPU device_map failure are unrelated." + "reason": "Different problems: torch version incompatibility versus a YOLO multi-GPU device-map failure." }, { - "left": "issue:39404", - "right": "issue:46665", + "left": "issue:44683", + "right": "issue:45823", "accept": false, - "reason": "Whisper return_language failure is not the same as from_pretrained-in-class inconsistency." + "reason": "One is a torch version issue with compiled flex_attention; the other is a Gemma4 forward device-mismatch bug." }, { - "left": "issue:44683", - "right": "issue:45823", + "left": "issue:39404", + "right": "issue:46665", "accept": false, - "reason": "flex_attention compilation on torch>=2.9 is unrelated to Gemma4 device placement at forward time." + "reason": "Both touch model/pipeline usage, but the actual bugs differ: Whisper language return vs from_pretrained inside classes." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch compatibility and Mistral-3 dtype mismatch are different bugs." + "reason": "No shared underlying bug: torch 2.10 incompatibility is unrelated to Mistral-3 image-preprocessor dtype mismatch." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Broad torch compatibility issues do not match a Gemma4 device mismatch bug." + "reason": "Different failure modes and models; only a broad 'version broke things' similarity exists." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression and mask-shape IndexError are different symptoms and likely different fixes." + "reason": "Both are multimodal regressions, but the concrete failures differ: video-input regression vs mask/index shape mismatch." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Missing Float8 storage support is unrelated to template compilation errors." + "reason": "These are distinct errors with no shared code path indicated: Float8 storage lookup vs non-template-node compilation." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they concern different removed/changed pipeline APIs." - }, - { - "left": "issue:43906", - "right": "issue:44530", - "accept": false, - "reason": "An isolated reproduction and a Qwen3.5 cache crash are not the same bug." + "reason": "Both are docs-related, but they refer to different removed/changed pipeline APIs and would not be merged as one fix." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Incorrect SigLIP outputs and ModelOutput key assignment are separate issues." + "reason": "Different bugs: incorrect SigLIP2 outputs versus ModelOutput key assignment when a field was previously None." }, { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "torch.export failure with torch_compilable_check is unrelated to Perceiver positional encoding handling." + "reason": "No concrete overlap beyond being open/closed issues; the reproduction issue and the PagedAttentionCache crash are unrelated." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load breakage and mistral_common continue_final_message are different code paths." + "reason": "Different areas: quantized save/load corruption versus a tokenizer-specific continue_final_message bug." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and gguf_file loading failures are unrelated loader bugs." + "reason": "Both involve loading, but one is a T5 tokenizer method conflict and the other is a gguf_file loading breakage." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:44265", + "right": "issue:44898", "accept": false, - "reason": "extra_state save/load handling is distinct from composite config unwrapping in from_config." + "reason": "Different regression classes: torch.export support via torch_compilable_check versus Perceiver interpolation failure." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "Whisper pipeline language return and MXFP4 quantization fallback are unrelated regressions." + "reason": "These address different APIs and failures: extra_state serialization versus unwrapping text_config for composite configs." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "A reproduction of an older issue is not the same as the mistral_common final-message bug." + "reason": "The isolated reproduction and the mistral_common tokenizer bug are not the same underlying defect." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language and MXFP4 quantization fallback are unrelated regressions." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT MLM predictions and EMBEDDIA tokenizer loading are different problems." + "reason": "Different model families and different symptoms: CamemBERT prediction regression versus tokenizer loading failure." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading regression and Mistral regex patch crash affect different tokenizer paths." + "reason": "Both are tokenizer-loading issues, but they affect different tokenizers and different failure points." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma4, but one is device placement and the other is quantized multimodal dtype casting." + "reason": "Different Gemma4 bugs: device placement mismatch versus unsafe dtype casting in multimodal embedders." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Single-label zero-loss classification and ASR training double-shift are not the same bug." + "reason": "Both are loss-related, but they concern different tasks and model families with no shared implementation evidence." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Training memory inefficiency in Qwen3 MoE is different from mmap OOM on Strix Halo." + "reason": "One is a Qwen3 MoE memory-efficiency issue; the other is a platform-specific mmap/OOM mitigation." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Qwen3-VL loading breakage and weight-shape mismatch are related only at a high level, not the same concrete issue." + "reason": "Both involve Qwen3-VL loading, but one is a broad MoE loading breakage and the other is a specific weight-shape mismatch." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state handling and a TimesFM window_size AttributeError are unrelated." + "reason": "Completely different problems: serialization extra_state versus a TimesFM window_size attribute error." }, { - "left": "issue:43632", - "right": "issue:47050", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "_is_hf_initialized flag breakage is unrelated to Canine ONNX fp16 attention dtype mismatch." + "reason": "An IndexError in deepspeed zero3/BertModel is unrelated to flex_attention compilation on newer torch." }, { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:43632", + "right": "issue:47050", "accept": false, - "reason": "Zero3+BertModel IndexError and compiled flex_attention on torch>=2.9 are different failures." + "reason": "Different failure modes: _is_hf_initialized flag behavior versus fp16 ONNX attention dtype mismatch." } ] }, @@ -3254,23 +3254,23 @@ "issue:44488|issue:45081", "issue:43611|issue:43644", "issue:42796|issue:43404", - "issue:44462|issue:46489", "issue:36032|issue:42915", + "issue:44462|issue:46489", "issue:46285|issue:46402", "issue:43716|issue:45084", "issue:39404|issue:44671", "issue:44661|issue:44683", "issue:43643|issue:44530", - "issue:44737|issue:45859", "issue:42915|issue:44530", + "issue:44737|issue:45859", "issue:44451|issue:44987", - "issue:40990|issue:43421", "issue:43541|issue:45084", + "issue:40990|issue:43421", "issue:34567|issue:40444", "issue:43644|issue:43646", "issue:40444|issue:46326", - "issue:43582|issue:43632", "issue:42175|issue:46178", + "issue:43582|issue:43632", "issue:44206|issue:44220", "issue:36032|issue:43645", "issue:44811|issue:45584", @@ -3280,202 +3280,220 @@ "issue:43317|issue:43482", "issue:43746|issue:46326" ], - "prepared_review_unit_hash": "178f581a4bbc053b2379a23158d9e6db4051cdebc2872d738c3fff570878a33e", + "prepared_review_unit_hash": "372e918bb2a175250b5a490fb8c7d68c49193e58932371548e20527eff3338c5", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36748, - "estimated_input_tokens": 9187, - "estimated_eval_tokens": 18630 + "serialized_chars": 36751, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated regressions, with one plausible duplicate pair around the audio feature-extraction path. Most other soft links are only broad topic similarity (often model-loading or tokenizer-regression adjacent) and are too weak to merge.", - "confidence": 0.56, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster; if one must be chosen, issue 43646 is the broadest user-facing v5 custom-model initialization regression among the mostly unrelated reports.", + "summary": "Mostly unrelated issue reports across tokenizer loading, model init, audio feature extraction, and model-specific regressions. I only see one likely duplicate-style pair, and one other pair that looks close enough on the same loader path to plausibly share a fix; the rest are too broad or model-specific to merge safely.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43452 is the best umbrella issue for the GGUF-loading regression because it names the shared from_pretrained/gguf_file breakage across tokenizer and model loaders, which is broader and more representative than the model-specific follow-up report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best cluster representative because it is a general, high-impact transformers v5 regression affecting model initialization, whereas most other issues are narrower or unrelated.", + "best_issue_reason": "issue:44206 is the most concrete and implementation-ready report: it identifies the exact failing audio feature-extraction path and the unsupported `center` argument causing the crash.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Both mention loss-path regressions, but they affect different model families and likely different training-code bugs." + "reason": "Different failure modes and model families: zero-loss classification vs Florence2 training loss shift. Similar pattern language is not enough to treat as the same bug." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures, but for different models and with no clear shared concrete code path." + "reason": "Both are model-loading regressions, but they concern different repositories and likely different tokenizer/model code paths." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer problems: one is a model load regression, the other is a Mistral regex/backend-tokenizer crash." + "reason": "One is a tokenizer load failure for a specific BERT model; the other is a Mistral regex patch crash. Different bugs." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are transformers v5 regressions, but one is base-model loading and the other is buffer initialization; not the same bug." + "reason": "`base_model_prefix` loading regression and junk-filled non-persistent buffers are distinct initialization problems." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and lm_head weight tying are unrelated issues." + "reason": "Tokenizer BPE-marker handling and Mistral lm_head weight tying are unrelated." }, { - "left": "issue:44462", - "right": "issue:46489", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "Both involve tokenizer loading/output, but the titles point to different failure modes and different concrete fixes." + "reason": "Tokenizer API conflict vs FP8 config failure; no shared code path." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:44462", + "right": "issue:46489", "accept": false, - "reason": "Completely different areas: T5 tokenizer API conflict vs Qwen3MoE FP8 loading." + "reason": "Both mention tokenizer behavior, but one is repo tokenizer.json loading and the other is a DeepSeek-specific correctness gap; not the same concrete bug." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Different model architecture regressions with unrelated symptoms." + "reason": "CLIP structure inconsistency and SAM3 text-encoder weight loading are separate model-regression reports." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image-preprocessor dtype mismatch and template compilation error are unrelated." + "reason": "Image preprocessor dtype mismatch and template-node compilation errors are unrelated." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language output and CamemBERT masked-LM predictions are unrelated bugs." + "reason": "Whisper return_language/pipeline behavior and CamemBERT masked-LM predictions are unrelated." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Model-registration failure and compiled flex_attention failure are unrelated." + "reason": "TOKENIZER_MAPPING_NAMES registration failure and compiled flex_attention on new torch are different subsystems." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and Qwen3.5 PagedAttentionCache crash are different code paths." + "reason": "Missing fields from AutoConfig and PagedAttentionCache linear_attention failures are unrelated." }, { - "left": "issue:44737", - "right": "issue:45859", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "Both are device-placement issues, but they affect different models and mechanisms." + "reason": "FineGrainedFP8Config on Qwen3Moe and Qwen3.5 PagedAttentionCache crash are separate issues." }, { - "left": "issue:42915", - "right": "issue:44530", + "left": "issue:44737", + "right": "issue:45859", "accept": false, - "reason": "FP8 config failure and linear_attention group-type crash are distinct bugs." + "reason": "Both are device/offload related, but they affect different models and different execution paths." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but the model-specific causes are not shown to be the same." + "reason": "Both are model-loading failures, but the affected repos and likely root causes differ." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and template compilation error are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and tokenizer post-processor update behavior do not share a concrete bug." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking and multimodal iterable-dataset finetuning failure are unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions around custom models, but one concerns non-persistent buffers and the other custom initialization; too broad to merge." + "reason": "Both involve Transformers v5 custom model initialization, but one is non-persistent buffers and the other is general custom-model init; too broad to merge safely." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multimodal iterable-dataset failure and mistral_common continue_final_message behavior are unrelated." + "reason": "Multimodal iterable-dataset failure and Whisper continue_final_message behavior are unrelated." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:42175", + "right": "issue:46178", "accept": false, - "reason": "Apple Silicon allocator warmup error and _is_hf_initialized flag regression are unrelated." + "reason": "Package/backend installation issue and BACKENDS_MAPPING validation error are distinct backend-management bugs." }, { - "left": "issue:42175", - "right": "issue:46178", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Both concern backend selection, but tensorflow installation omission and tensorflow_text mapping are different backend problems." + "reason": "Apple Silicon warmup TypeError and `_is_hf_initialized` breakage are unrelated." }, { "left": "issue:44206", "right": "issue:44220", "accept": true, - "reason": "Both point to the same audio feature-extraction path; the generic _torch_extract_fbank_features() issue plausibly underlies the unsupported-center-arg crash." + "reason": "Both point to the same audio fbank feature-extraction path; the second is the generic function-level report and the first names the concrete unsupported `center` argument crash." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method-name conflict and Jupyter custom-model initialization are unrelated." + "reason": "Tokenizer method-name conflict and notebook-based custom-model initialization failure are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper special-token issues, but one is decode-option handling and the other is empty-transcription generation failure; not clearly the same bug." + "reason": "Both are Whisper-related, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after token alignment." }, { "left": "issue:43452", "right": "issue:43482", - "accept": false, - "reason": "Both involve GGUF loading, but the titles suggest different loader failures and no shared concrete code path." + "accept": true, + "reason": "Both describe a GGUF/from_pretrained loading regression in Transformers v5; the generic gguf_file breakage plausibly covers the Qwen2.5-GGUF failure in one fix." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Different models and likely different tokenizer/load regressions." + "reason": "Different repositories and likely different tokenizer-loading failures; same version range is not enough to merge." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template-compilation TypeError and GraniteMoE invalid-method call are unrelated." + "reason": "Template compilation failure and GraniteMoEHybrid invalid-method calls are unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized device_map offload failure and GGUF loading failure are different regressions." + "reason": "Dequantized model offload loading and GGUF loading are different loading paths." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT local-checkpoint loading and mistral_common final-message handling are unrelated." + "reason": "PEFT/local-checkpoint loading and Whisper continue_final_message are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it treats the cluster as mostly heterogeneous, names one plausible audio-feature-extraction duplicate pair, and avoids overclaiming mergeability for the rest. The selected representative/canonical issue is defensible given the titles, and the single accepted soft edge is plausibly the same path while the rejected pairs are conservatively separated by model/failure-mode differences." + "feedback": "Grounded overall and conservative on the soft edges. The two accepted pairs are reasonably supported by the issue titles/path descriptions, and the rejected pairs avoid over-claiming shared root causes." }, "evaluator_used": true, "retried": false, @@ -3547,8 +3565,8 @@ ], "soft_pairs": [ "issue:43262|issue:43377", - "issue:43208|issue:47013", "issue:43883|issue:44488", + "issue:43208|issue:47013", "issue:43792|issue:46869", "issue:44403|issue:45081", "issue:43646|issue:44534", @@ -3560,231 +3578,231 @@ "issue:44987|issue:45081", "issue:28530|issue:34567", "issue:43994|issue:44610", - "issue:44464|issue:45987", "issue:42915|issue:44291", - "issue:36032|issue:43742", + "issue:44464|issue:45987", "issue:44451|issue:45081", + "issue:36032|issue:43742", "issue:44008|issue:46899", "issue:44062|issue:44987", "issue:44265|issue:44610", + "issue:42915|issue:44589", "issue:43322|issue:43540", "issue:43632|issue:46821", - "issue:42915|issue:44589", - "issue:44479|issue:45325", "issue:43883|issue:44991", "issue:43531|issue:44877", - "issue:43089|issue:45987", + "issue:44479|issue:45325", "issue:36032|issue:41720", + "issue:43089|issue:45987", "issue:43425|issue:44403" ], - "prepared_review_unit_hash": "25218393dd919e28cf5d80938bb7f4973604f1881a6edd03701abe57fb195e91", + "prepared_review_unit_hash": "d59c649ac437b2f988ebf471341e61d2fc4349f19beefc45bd4223a7e77d42bd", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36823, - "estimated_input_tokens": 9206, - "estimated_eval_tokens": 18668 + "serialized_chars": 36820, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated, model-specific or version-specific regressions in Transformers rather than duplicates of one bug. The closest subcluster is the v5/custom-initialization/_is_hf_initialized family, but even there the reports describe different failure modes.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43632 is the best representative of the only coherent mini-cluster here: a broad Transformers v5 regression around `_is_hf_initialized` and model initialization. It is the most root-cause-oriented title among the candidates.", + "summary": "This cluster is a loose collection of unrelated Transformers issues across training, tokenizers, multimodal models, generation, and v5 migration regressions. The soft-similarity pairs mostly share broad vocabulary but not the same concrete bug or fixable code path, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43632 is the strongest single issue to anchor triage because it describes the core regression most broadly and could plausibly subsume nearby initialization reports, even though the rest of the set is not duplicate-heavy.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both are audio-related, but one is a processor sampling-rate default bug and the other is a MIMI batching/padding-mask mismatch; different code paths." + "reason": "Audio chat-template sampling-rate bug vs MIMI padding-mask batching bug; different components and failure modes." }, { - "left": "issue:43208", - "right": "issue:47013", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Both are xLSTM, but one is a trio of training bugs for smaller models and the other is a train-mode unpacking crash; not the same underlying defect." + "reason": "Both are model-loading failures, but one is about a missing tied-weights attribute and the other about a specific model load regression; not the same code path." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:43208", + "right": "issue:47013", "accept": false, - "reason": "One is a missing model attribute for Molmo tied-weights logic; the other is a tokenizer/model load failure for a specific BERT checkpoint." + "reason": "Both xLSTM training problems, but one is a bundle of three bugs for small models while the other is a single return_last_states unpacking crash; not the same underlying defect." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper inference failure and YOLO multi-GPU device-map failure are unrelated bugs." + "reason": "Whisper can\u2019t run vs YOLO multi-GPU auto device map failure; unrelated models and symptoms." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Noise while loading a transformer is not the same as the Mistral regex patch crash; different symptoms and paths." + "reason": "Generic loading noise vs Mistral regex patch crash; different issue scope and root cause." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both are Transformer v5 regressions, but one is custom model initialization and the other is non-persistent buffer serialization; distinct failures." + "reason": "Both involve Transformers v5/custom model behavior, but one is custom model initialization and the other is non-persistent buffer initialization; not the same bug." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Notebook/custom-model init regression and remote-code `config_class` missing are different initialization/loading problems." + "reason": "Jupyter/custom model initialization regression vs remote-code model missing config_class; different initialization paths." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3MoE FP8 config failure is unrelated to the template-node compilation error." + "reason": "Qwen3Moe FP8 config failure vs a template-compilation error; unrelated subsystems." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are different model-specific issues." + "reason": "Qwen3.5 output_hidden_states bug vs Qwen2.5-VL rope/position_ids scaling bug; different model families and code paths." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are audio-model correctness bugs, but one is padding-mask batching and the other is DAC latents/STE mismatch." + "reason": "MIMI padding-mask batch inconsistency vs DAC from_latents/forward mismatch; both audio models but distinct computations and bugs." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "One is untied lm_head weights in Mistral3; the other is inconsistent serialization of tied weights. Related theme, not the same bug." + "reason": "Mistral3 weight tying issue vs device-dependent lm_head serialization inconsistency; related theme but not the same concrete defect." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "A checkpoint load failure and a Mistral tokenizer regex patch crash are different issues." + "reason": "Physical-intelligence/fast load failure vs Mistral tokenizer regex patch crash; different model classes and causes." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early-stopping metric selection and `num_input_tokens_seen` not updating are unrelated trainer bugs." + "reason": "Early stopping metric selection bug vs TrainerState token counter update bug; both trainer-related but unrelated." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 model/pipeline output corruption and OmDet-Turbo processor size mismatch are separate problems." - }, - { - "left": "issue:44464", - "right": "issue:45987", - "accept": false, - "reason": "Chunked generation inconsistency under compilation and `StaticCache.get_seq_length()` returning a tensor are different code paths." + "reason": "Siglip2 nonsensical AutoModel/pipeline results vs OmDet-Turbo processor size mismatch; different models and failure modes." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8 config failure and `init_empty_weights` unexpected `_is_hf_initialized` argument are not the same bug." + "reason": "Qwen3Moe FP8 config failure vs init_empty_weights unexpected _is_hf_initialized argument; different failing APIs." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:44464", + "right": "issue:45987", "accept": false, - "reason": "T5 tokenizer special-token conflict and MobileLLM key-error loading are unrelated loading failures." + "reason": "Chunked generation inconsistency under compiled forward vs StaticCache seq-length type contract bug; unrelated generation internals." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure and Mistral regex patch crash are separate model/tokenizer issues." + "reason": "Model loading regression for a specific checkpoint vs Mistral regex patch crash; not the same artifact or fix." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict vs MobileLLM key error on load; both load-time errors but different causes." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma3n variable-name collision and Gemma4 4-bit dtype-cast breakage are different multimodal bugs." + "reason": "Gemma3n variable-name collision in forward vs Gemma4 unsafe dtype cast in multimodal embedders; different model generations and bugs." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword duplication and loading a specific checkpoint are unrelated tokenizer/model-loading errors." + "reason": "AddedToken special-argument duplication vs a specific model loading failure; tokenizer construction bug is unrelated." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export failure with `torch_compilable_check` is not the same as the OmDet processor/model-size mismatch." + "reason": "torch.export/torch_compilable_check issue vs processor output-size mismatch; different layers of the stack." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs missing Float8 storage type; both quantization-adjacent but not the same root problem." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next segfault on load and Qwen3OmniMoe video processing ValueError are different multimodal failures." + "reason": "Llava Next segfault on load vs Qwen3OmniMoe video-input ValueError; different model families and symptoms." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "`_is_hf_initialized` flag regression and TimesFM `window_size` attribute error are unrelated." - }, - { - "left": "issue:42915", - "right": "issue:44589", - "accept": false, - "reason": "Qwen3MoE FP8 config failure and missing Float8 storage type are different low-level issues." - }, - { - "left": "issue:44479", - "right": "issue:45325", - "accept": false, - "reason": "Both involve Qwen VL/video-temporal logic, but one is a broad video-input regression and the other is still-image temporal position scaling; not the same concrete bug." + "reason": "_is_hf_initialized flag regression vs TimesFM window_size AttributeError; both v5-related but unrelated code paths." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute error and EMBEDDIA tokenizer loading failure are unrelated." + "reason": "Missing all_tied_weights_keys on a model class vs tokenizer loading failure for a specific model; different classes of load errors." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and granite_speech strict-config loading are separate issues." + "reason": "Qwen3-MoE sliding_window bug vs granite_speech strict config load failure; unrelated model/config behavior." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Generation performance overhead and a cache-length type mismatch are not the same defect." + "reason": "Video-input regression across Qwen VL models vs Qwen2.5-VL rope-index temporal scaling bug; both multimodal/video-related but not the same bug." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer-load method conflict and Qwen3 auto device-map CUDA assert are unrelated." + "reason": "Tokenizer method-name conflict vs Qwen3 auto device mapping cudaErrorAssert; unrelated tokenizer vs inference/device-map failures." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead vs StaticCache seq-length return type mismatch; performance issue vs API contract bug." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility and noisy transformer loading are different classes of bug." + "reason": "Torch 2.10 compatibility regression vs loading noise; one is an environment compatibility issue, the other is generic UX noise." } ] }, @@ -3861,18 +3879,18 @@ "issue:40444|issue:45325", "issue:43296|issue:43531", "issue:44991|issue:46315", - "issue:43716|issue:46899", "issue:43611|issue:44534", + "issue:43716|issue:46899", "issue:44220|issue:44683", "issue:44403|issue:44991", "issue:43381|issue:45923", - "issue:42796|issue:43746", "issue:45812|issue:46491", + "issue:42796|issue:43746", "issue:43632|issue:44756", "issue:33666|issue:40444", "issue:43792|issue:44589", - "issue:40990|issue:44811", "issue:44291|issue:44589", + "issue:40990|issue:44811", "issue:42796|issue:46710", "issue:35707|issue:40444", "issue:43482|issue:43525", @@ -3886,223 +3904,233 @@ "issue:43317|issue:43856", "issue:44462|issue:45812", "issue:43296|issue:46821", + "issue:42175|issue:43296", "issue:43611|issue:43646" ], - "prepared_review_unit_hash": "21ec5b9de17b7bc8d162e6fd9d66bc377711f0f5472f50cce6c17c202293b48f", + "prepared_review_unit_hash": "a8e15a23c4e4fab3ec5e3817e3416bc156ada9485bde2909b9e7dc7bccdc23ee", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36128, - "estimated_input_tokens": 9032, - "estimated_eval_tokens": 18320 + "soft_pair_count": 31, + "serialized_chars": 36430, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of model-specific Transformers v5 regressions and tokenizer/loading bugs. The items share broad theme similarity, but not a single underlying defect, so the soft edges should be rejected.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43646 is the best broad representative because it describes a general Transformers v5 custom model initialization regression, which fits the largest family of nearby init/load failures in the cluster.", + "summary": "The cluster is mostly heterogeneous: many unrelated bug reports across tokenizer, multimodal, vLLM, quantization, and Transformers v5 regressions. Only one soft pair looks like a likely duplicate/follow-up: the Qwen3.5 save_pretrained regressions. No pull requests are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45216 is the cleaner primary report for the Qwen3.5 save_pretrained regression, and issue:45357 reads like a later follow-up about the same serialization bug in the same model family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most suitable cluster anchor: broad, regression-oriented, and closer to the common v5 initialization/loading theme than the more narrow model-specific reports.", + "best_issue_reason": "issue:45812 is the strongest standalone issue in the set: broad impact across all Granite models, explicitly labeled as a silent regression, and it has inbound references indicating community uptake.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45216", "right": "issue:45357", - "accept": false, - "reason": "Both are Qwen3.5 save_pretrained regressions, but one is about overall checkpoint correctness and the other about visual encoder key names; related area, not clearly the same bug." + "accept": true, + "reason": "Same model family and same save_pretrained serialization path; 45357 appears to be a later manifestation/follow-up of the same regression." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Different multimodal problems: iterable multi-image finetuning failure vs Qwen2.5-VL rope/position_id scaling bug." + "reason": "Both are multimodal/Qwen issues, but one is an IterableDataset multi-image finetuning failure and the other is a rope index scaling regression; different code paths." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Both involve model loading/runtime behavior, but one is PaddleOCR-VL vLLM loading and the other is Qwen3-MoE sliding_window handling; not the same defect." + "reason": "Different models and failures: PaddleOCR-VL load in vLLM versus Qwen3-MoE sliding_window behavior." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is a specific tokenizer load failure and the other is a performance regression in convert_tokens_to_ids." + "reason": "One is a tokenizer-loading failure for a specific repo; the other is a performance regression in convert_tokens_to_ids for slow tokenizers." }, { - "left": "issue:43716", - "right": "issue:46899", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Both are multimodal dtype issues, but they affect different models and code paths; not enough evidence of one shared bug." + "reason": "Both mention Transformers v5 breakage, but the concrete bugs differ: base_model_prefix loading versus custom model initialization." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:43716", + "right": "issue:46899", "accept": false, - "reason": "Both are v5-related loading regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; distinct mechanisms." + "reason": "Both involve multimodal dtype handling, but they target different bugs/models: image preprocessor mismatch versus unsafe 4-bit cast in embedders." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Different features and failures: _torch_extract_fbank_features vs compiled flex_attention on newer torch." + "reason": "Unrelated subsystems: audio feature extraction versus compiled flex_attention on newer torch." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "One is noise/logging during load, the other is tokenizer loading failure for a specific model; not the same bug." + "reason": "Loading noise/logging behavior is unrelated to a tokenizer loading regression." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior and missing supports_gradient_checkpointing flag are related only at a high level, not the same issue." + "reason": "Eval-mode checkpointing failure is not the same as a missing supports_gradient_checkpointing flag." }, { - "left": "issue:42796", - "right": "issue:43746", + "left": "issue:45812", + "right": "issue:46491", "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated subsystems." + "reason": "Both are tokenizer regressions, but one affects Granite token IDs broadly while the other is a CodeLlama whitespace round-trip issue." }, { - "left": "issue:45812", - "right": "issue:46491", + "left": "issue:42796", + "right": "issue:43746", "accept": false, - "reason": "Both concern tokenization regressions, but one is wrong Granite token IDs and the other is CodeLlama space stripping; different tokenizers and symptoms." + "reason": "Tokenizer BPE-marker handling and PEFT local checkpoint loading are different issues." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized flag behavior and mmap/OOM on Strix Halo are unrelated runtime problems." + "reason": "One is an _is_hf_initialized / Transformers v5 compatibility issue; the other is an mmap OOM workaround." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen2-VL/Qwen2.5-VL training topics, but one is generic multi-GPU training and the other is an iterable multi-image finetuning failure." + "reason": "Multi-GPU training and multi-image IterableDataset finetuning are different training problems." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper loading/runtime failure and missing Float8 storage are distinct environment/runtime issues." + "reason": "Whisper runtime failure and Float8 storage lookup failure are unrelated." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "WikiText perplexity on gpt-oss and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "Both are Transformers v5-related, but one is init_empty_weights argument handling and the other is missing Float8 storage support." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "Both mention transformers v5/init loading, but one is unexpected _is_hf_initialized argument and the other is a missing Float8 storage type; different root causes." + "reason": "Perplexity regression on gpt-oss is unrelated to Whisper batch_decode skip_special_tokens behavior." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker bug vs downstream accuracy regression on a specific distilled model; no concrete shared code path." + "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are not the same bug." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image iterable fine-tuning." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading with transformers v5 and Llama4Config missing pad_token_id are separate model/config compatibility issues." + "reason": "Qwen2.5-GGUF loading failure and missing pad_token_id on Llama4Config are different model-loading bugs." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuild are different implementation bugs." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states issues are unrelated." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized argument errors are not the same bug." + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to init_empty_weights argument incompatibility." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor updates for special tokens and missing BOS/EOS insertion are related to tokenizers but not the same failure." + "reason": "Runtime post-processor updates and add_special_tokens BOS/EOS insertion are different tokenizer behaviors." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "TensorFlow missing from backend when installing torch extras is different from tensorboard-only installation causing undefined tf backend error." + "reason": "Both involve TensorFlow packaging/backend, but one is missing TF in the torch extra and the other is an undefined tf backend error with tensorboard-only installs." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device_map cuda assert and Mistral regex patch crash are unrelated model loading failures." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Mistral regex patch crash are completely different bugs." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer max length constant are unrelated." + "reason": "GGUF loading with Transformers v5 is unrelated to CLIPTokenizer model_max_length behavior." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer junk initialization are distinct core library regressions." + "reason": "ModelOutput key assignment and non-persistent buffer junk filling are unrelated regressions." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Dequantized model offload loading failure and Qwen3 MoE training memory inefficiency are different problems." + "reason": "Dequantized model loading with device_map=auto and Qwen3 MoE memory usage are different problems." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Tokenizer.json precedence and Granite token ID regression are both tokenizer-related, but not the same concrete issue." + "reason": "Tokenizer.json loading precedence and Granite token ID regression are different tokenizer bugs." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL model loading in vLLM and TimesFM window_size AttributeError are different model APIs and code paths." + "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated model-specific issues." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend packaging and PaddleOCR-VL loading in vLLM are unrelated." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are Transformers v5 loading/init regressions, but they target different mechanisms: base_model_prefix handling vs custom model initialization." + "reason": "This pair is related by Transformers v5, but the concrete failures are different enough that they should not be merged into one bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The only accepted soft pair (45216/45357) is plausibly the same Qwen3.5 save_pretrained regression/follow-up, and the rejected pairs are generally separated by model or code path as described. The summary also matches the item set: mostly heterogeneous issues, one likely duplicate/follow-up pair, and no PRs present." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4126,11 +4154,9 @@ "issue:40990", "issue:41553", "issue:41720", - "issue:42175", "issue:42796", "issue:42915", "issue:43262", - "issue:43296", "issue:43377", "issue:43454", "issue:43482", @@ -4142,6 +4168,7 @@ "issue:43701", "issue:43746", "issue:43818", + "issue:43819", "issue:43828", "issue:43873", "issue:43994", @@ -4170,15 +4197,14 @@ ], "soft_pairs": [ "issue:44509|issue:46909", - "issue:42175|issue:43296", "issue:43377|issue:45491", "issue:43644|issue:44079", "issue:43818|issue:46402", "issue:40444|issue:45381", "issue:43818|issue:45357", - "issue:45325|issue:45834", - "issue:44265|issue:45072", "issue:43493|issue:43994", + "issue:44265|issue:45072", + "issue:45325|issue:45834", "issue:45325|issue:45381", "issue:44829|issue:45479", "issue:43454|issue:44466", @@ -4196,224 +4222,225 @@ "issue:35707|issue:41720", "issue:34634|issue:35707", "issue:39692|issue:40444", - "issue:44186|issue:44265", "issue:41720|issue:45823", - "issue:43454|issue:43550" + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:43606|issue:43819" ], - "prepared_review_unit_hash": "6d79b12720f18d88e3a13854dd51191992faa77e4571072f4b5a35bf1461ce8c", + "prepared_review_unit_hash": "d4c85ae7c918bfceb6cb809f26636409864172e03b82669b6b1be25e3844755b", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36929, - "estimated_input_tokens": 9233, - "estimated_eval_tokens": 18722 + "serialized_chars": 36354, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous model-loading, tokenizer, multimodal, and training bugs. I found one plausible duplicate pair around SigLIP2 output correctness; the rest do not look like the same underlying bug or change.", - "confidence": 0.61, - "canonical_issue_reason": "No single true canonical duplicate stands out across the whole cluster; if forced, issue 43873 is the best anchor because it is the most broadly scoped, user-facing functional bug and has the most follow-up references.", + "summary": "The set is mostly heterogeneous and does not form one duplicate cluster. Only the SigLIP2 pair (43493/43994) looks like the same underlying model-implementation problem; the rest are distinct bugs or docs issues across different models/code paths.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43493 is the best canonical issue for the only clear duplicate-like pair: it describes the underlying SigLIP2 HF-vs-JAX implementation discrepancy, while 43994 reads like a downstream symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the strongest representative issue in this set: it is open, broadly impactful, and has multiple inbound references, whereas most other items are narrower or clearly orthogonal.", + "best_issue_reason": "Issue 43493 is the strongest representative because it states the root cause more directly and is broader/more actionable than the user-facing symptom in 43994.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are docs problems, but one is about removed pipeline tasks and the other is a broken DIA example; different fixes." - }, - { - "left": "issue:42175", - "right": "issue:43296", - "accept": false, - "reason": "Packaging/backend dependency issue vs a model-load failure in vLLM; unrelated." + "reason": "Both are documentation problems, but they target different pages/examples and unrelated content." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching/padding behavior, but they affect different models and code paths." + "reason": "Both involve batched-vs-single behavior, but they are different models and different failure modes." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer initialization bug vs ModelOutput key assignment bug; unrelated." + "reason": "Both look like internal regressions, but one is about non-persistent buffers and the other about ModelOutput key assignment." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Video-LLaVA architecture/loading bug vs Sam3 text encoder weight loading; not the same issue." + "reason": "Different models and code paths: Video-LLaVA architecture issue vs Sam3 text encoder loading." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Multi-image finetuning failure vs video position-id regression; different failure modes." + "reason": "Both are Qwen2.5-VL multimodal bugs, but one is finetuning with multiple images and the other is video position IDs." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video tower/temporal-attention issue vs save_pretrained key serialization issue." + "reason": "Unrelated bugs: Video-LLaVA temporal-attention/weight sharing vs Qwen3.5 save_pretrained key saving." }, { - "left": "issue:45325", - "right": "issue:45834", - "accept": false, - "reason": "Both mention positional/index logic, but they are different models and different concrete bugs." + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 implementation mismatch leading to wrong outputs; one is the root discrepancy report and the other the downstream symptom." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/check-related failure vs bfloat16 dtype mismatch; unrelated." + "reason": "Different subsystems and failures: torch.export with torch_compilable_check vs bfloat16 dtype mismatches." }, { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Both point to SigLIP2 producing incorrect outputs; one is a JAX-vs-HF discrepancy, the other is a symptomatic nonsense-output report on the same model family." + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and bugs: Qwen2.5-VL rope-index scaling vs Kosmos2.5 long OCR indexing." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video vision_position_ids; too specific to merge blindly." + "reason": "Same broad model family, but the failures differ: still-image temporal scaling vs video-input vision_position_ids." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Different training-loss bugs with different triggers and model scopes." + "reason": "Different training bugs: flash_attention_3 regression vs single-label-classification zero-loss behavior." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Tied-weight/generation bug vs serialization inconsistency for lm_head.weight; related theme, not the same concrete bug." + "reason": "Both mention lm_head/tied weights, but one is a model-specific tie failure and the other is device-dependent serialization." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad tokenizer error message vs Apple Silicon TypeError in a warmup utility; unrelated." + "reason": "Unrelated issues: Voxtral tokenizer error message vs Apple Silicon allocator TypeError." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different model-loading/quantization failures for different model families." + "reason": "Different model families and failures: FineGrainedFP8 config vs GGUF loading in v5." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected init_empty_weights argument vs strict config rejection; different root causes." + "reason": "Both are loading-related, but they stem from different compatibility breaks and different models." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch vs Qwen2.5-VL rope-index scaling bug; unrelated." + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id handling." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior vs tokenization changes across versions; not the same bug." + "reason": "Quantization/offloading behavior and tokenization-version changes are unrelated issues." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling vs video vision-position-id regression; different layers of the stack." + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video vision position IDs." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on GPT-OSS vs Whisper empty-transcription failure; unrelated." + "reason": "Different models and bugs: perplexity issue on GPT-OSS vs Whisper empty-transcription generation failure." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch vs torch.export failure with torch_compilable_check; different code paths." + "reason": "CPU-offload device mismatch is unrelated to torch.export failures with torch_compilable_check." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen video-input regression vs Gemma4 PLE device-map mismatch; not the same underlying bug." + "reason": "Different model families and failure modes: Qwen video regression vs Gemma4 device_map forward mismatch." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate default bug vs GraniteSpeech PEFT checkpoint loading bug; unrelated." + "reason": "Audio processor sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch vs window_size AttributeError; different failures." + "reason": "Different runtime errors in different models: autocast dtype mismatch vs TimesFM window_size AttributeError." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values vs CUDA assert under auto device mapping; unrelated." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map CUDA assertion." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset bug vs generation with inputs_embeds/past_key_values; different functionality." + "reason": "Bark voice_preset handling and progressive generation inputs_embeds/past_key_values are different bugs." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 docs example errors vs Qwen2.5-VL iterable-dataset finetuning failure; unrelated." + "reason": "SigLIP2 docs/model mismatch is unrelated to Qwen2.5-VL multi-image finetuning failures." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer padding/truncation crash vs torch.export failure; unrelated." + "reason": "Different models and device-mapping failures; not the same code-path problem." }, { - "left": "issue:41720", - "right": "issue:45823", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "CUDA assert on A800 for Qwen3 vs Gemma4 PLE device mismatch; different model/runtime issues." + "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export compatibility checks." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "lm_head weight tying/generation issue vs Bamba torch.compile SDPA failure; unrelated." + "reason": "Both are model bugs, but one is tied-weight generation and the other is torch.compile/SDPA behavior." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC from_latents/forward mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it stays conservative about the mostly heterogeneous set, and the only accepted soft pair (43493/43994) is plausibly the same SigLIP2 model-implementation bug. The rest of the verdicts do not overclaim duplicates, and the anchor choice of 43873 is supported by its open state and inbound references." + "feedback": "The summary is grounded in the packet: 43493/43994 is the only clearly related pair, and the rest of the listed soft pairs are described conservatively as distinct bugs/docs issues. I didn\u2019t see any overstatement of evidence or any pair that was clearly treated as a duplicate without support." }, "evaluator_used": true, "retried": false, @@ -4451,12 +4478,11 @@ "issue:43450", "issue:43454", "issue:43572", - "issue:43606", "issue:43720", "issue:43749", - "issue:43819", "issue:43873", "issue:43881", + "issue:44186", "issue:44387", "issue:44466", "issue:44488", @@ -4484,7 +4510,6 @@ "issue:46821" ], "soft_pairs": [ - "issue:43606|issue:43819", "issue:43257|issue:45923", "issue:42796|issue:46209", "issue:44568|issue:45920", @@ -4492,237 +4517,238 @@ "issue:45823|issue:46821", "issue:43454|issue:45072", "issue:46305|issue:46315", - "issue:40990|issue:42947", "issue:42617|issue:42915", - "issue:43377|issue:44898", + "issue:40990|issue:42947", "issue:43572|issue:45759", + "issue:43377|issue:44898", + "issue:43749|issue:44534", "issue:43317|issue:43873", "issue:43454|issue:43720", - "issue:43749|issue:44534", "issue:43881|issue:44488", "issue:43322|issue:46050", "issue:41720|issue:43322", "issue:36331|issue:42617", - "issue:41720|issue:44977", "issue:44387|issue:45704", "issue:36331|issue:42915", + "issue:41720|issue:44977", "issue:44877|issue:44991", - "issue:40990|issue:45701", "issue:44466|issue:45357", + "issue:40990|issue:45701", "issue:43450|issue:45701", "issue:43065|issue:46402", "issue:41720|issue:42617", "issue:26413|issue:28530", - "issue:43873|issue:44756" + "issue:43873|issue:44756", + "issue:44186|issue:45072" ], - "prepared_review_unit_hash": "301a2cac7bbbf63fb3d0e063c882ae8c8c3afe56eef15e7df54eb2608018a0d9", + "prepared_review_unit_hash": "faed5f5819e4478882e921fe13857c60563d4cd6e9a23febce5ee7c2565c4f96", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36643, - "estimated_input_tokens": 9161, - "estimated_eval_tokens": 18578 + "serialized_chars": 36063, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of unrelated bug reports across tokenizers, quantization/offloading, model loading, and processor shape issues. No soft pair looks like the same concrete underlying bug, so none should be merged as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43873 is the broadest and most discussion-heavy report in the only recurring area here (offloading/quantization), so it is the best anchor if a canonical issue is needed, though the cluster overall is still heterogeneous.", + "summary": "This cluster is heterogeneous but skews toward Transformers loading/offloading/quantization regressions, plus a few unrelated tokenizer, generation, and model-specific bugs. None of the soft pairs look like the same underlying bug/change, so all are rejected.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43873 is the broadest and most central report in the loading/offloading/quantization area, which is the main theme shared by several nearby issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 has the strongest generality and activity, making it the best overall issue candidate among a set that otherwise spans unrelated model- and tokenizer-specific regressions.", + "best_issue_reason": "43873 is the best representative issue because it has the broadest scope, substantial activity, and sits at the center of the offloading/quantization failure cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43606", - "right": "issue:43819", - "accept": false, - "reason": "Both mention load/offload/device behavior, but one is a CPU-offload device mismatch and the other is a DAC latent/STE mismatch; different code paths and symptoms." - }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE loading under accelerate/deepspeed is unrelated to a missing gradient-checkpointing flag on a trust_remote_code variant." + "reason": "Different problems: Qwen3 MoE weight conversion under accelerate+deepspeed vs a missing gradient-checkpointing flag on a trust_remote_code model." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated failures." + "reason": "Tokenizer BPE marker handling and FP8 inference failure are unrelated bug classes affecting different code paths." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is about BOS/EOS insertion for a specific tokenizer and the other is wrong token IDs across multiple models; not the same bug." + "reason": "Both involve tokenization, but one is add_special_tokens behavior for mdeberta-v3 while the other is wrong token IDs across several models; not the same bug." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "A batching/padding-mask encoder bug is unrelated to a processor output size mismatch." + "reason": "MIMI batching/padding-mask output mismatch is distinct from OmDet-Turbo's image-size mismatch." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device-mapping forward mismatch and a TimesFM window_size AttributeError are different subsystems and failures." + "reason": "Gemma4 device mismatch during forward and TimesFM window_size AttributeError are unrelated failures." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight tying serialization and dtype mismatch in inference are different concrete bugs." + "reason": "lm_head weight serialization/tied-weights issue is different from dtype mismatches in bfloat16 inference." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "An off-by-one sliding-window mask bug is unrelated to slow convert_tokens_to_ids behavior." + "reason": "An off-by-one sliding-window mask bug is unrelated to a token lookup performance regression." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different model/runtime problems." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a model/dataset pair is not the same bug as gradient checkpointing being ineffective with PEFT LoRA." + "reason": "High perplexity on a specific model is not the same bug as LoRA gradient checkpointing being ineffective." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "A 3d_parallel.py runtime failure and a Qwen3MoE FP8 loading problem are unrelated." + "reason": "Missing pad_token_idx in config is separate from composite multimodal config unwrapping in from_config." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Missing padding-mask support in MIMI and Perceiver non-default-resolution failure are different model-specific bugs." + "reason": "MIMI encoder batched-vs-single output mismatch is not the same as Perceiver resolution handling." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "A missing pad_token_idx config field is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config for composite Qwen multimodal configs." + "reason": "FSDP CPU RAM efficient loading and junk-filled non-persistent buffers are different issues." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both involve offloading/quantization, but one is dequantized-model loading with gpu+cpu offload and the other is a broader offloading regression; not the same concrete failure." + "reason": "Both touch offloading, but one is a specific dequantized-model load failure on gpu+cpu offload while the other is a broader quantized offloading regression; not clearly the same bug." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are distinct model-loading/serialization bugs." - }, - { - "left": "issue:43749", - "right": "issue:44534", - "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different transformer regressions." + "reason": "lm_head weight serialization and BitNet packed-weight unpacking are separate loading/serialization bugs." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Loading failures for two different models do not indicate the same underlying bug." + "reason": "Different model-specific loading failures with no clear shared code-path or root cause." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segmentation fault and sinq save/load breakage are unrelated." + "reason": "Llava Next segmentation fault is unrelated to sinq quantized save/load corruption." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segfault are different model/device failures." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next loading segfault are different model/runtime failures." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "A custom compute_loss signature change and a 3d_parallel.py failure are unrelated." - }, - { - "left": "issue:41720", - "right": "issue:44977", - "accept": false, - "reason": "Both are Qwen-family issues, but one is a device-mapping assertion and the other is flash-attention generation behavior; not the same bug." + "reason": "CustomTrainer.compute_loss keyword mismatch is unrelated to a 3d_parallel.py runtime failure." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 quantization OOM and an apex FusedRMSNorm memory leak are different memory-related problems." + "reason": "int4 quantization OOM from reserved memory growth is not the same as T5's apex RMSNorm memory leak." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unexpected compute_loss kwargs and Qwen3MoE FP8 loading are unrelated." + "reason": "Unexpected compute_loss keyword argument and Qwen3Moe FP8 config failure do not share the same underlying bug." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "Strict config blocking granite_speech loading and tokenizer loading failure for EMBEDDIA/est-roberta are different issues." + "reason": "cudaErrorAssert during auto device mapping is distinct from flash-attention generation problems." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "A perplexity regression and tokenization changes across versions are not the same concrete bug." + "reason": "Strict config rejection for granite_speech and tokenizer loading for est-roberta are unrelated." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both concern save_pretrained outputs, but one is lm_head weight serialization/tied weights and the other is incorrect visual encoder keys for Qwen3.5." + "reason": "Both concern serialization, but one is tied-weight lm_head persistence and the other is incorrect visual encoder keys for Qwen3.5." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on one model is not the same as a version-dependent tokenization change." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "A batched video-processor shape bug is unrelated to tokenization changes." + "reason": "Video processor batch-shape bug and tokenization changes are different subsystems and failures." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and missing text-encoder weights in Sam3Model are different parts of the model stack." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to missing text encoder weights in Sam3Model." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 device-mapping assertion and 3d_parallel.py runtime failure are unrelated." + "reason": "Auto device mapping CUDA assert and inability to run 3d_parallel.py are different issues." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "resume_from_checkpoint epoch-iterator failure and early-stopping metric lookup failure are separate training-loop bugs." + "reason": "Checkpoint resumption epoch-iterator failure is unrelated to early stopping metric resolution." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization/offloading problems and disabling mmap on Strix Halo to avoid OOM are different memory-management issues." + "reason": "Quantization/offloading failure and mmap OOM on Strix Halo are different memory-management issues." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes on NER/batched padding are unrelated to bfloat16 dtype mismatches in inference." } ] }, @@ -4769,6 +4795,7 @@ "issue:43883", "issue:44008", "issue:44186", + "issue:44361", "issue:44423", "issue:44451", "issue:44464", @@ -4778,7 +4805,6 @@ "issue:44743", "issue:44898", "issue:44991", - "issue:45072", "issue:45161", "issue:45357", "issue:45406", @@ -4796,15 +4822,14 @@ "issue:47020" ], "soft_pairs": [ - "issue:44186|issue:45072", "issue:46612|issue:46858", - "issue:43577|issue:43708", - "issue:43550|issue:43720", "issue:45685|issue:46821", + "issue:43550|issue:43720", + "issue:43577|issue:43708", "issue:43295|issue:45701", "issue:43646|issue:46665", - "issue:44451|issue:47020", "issue:43881|issue:44991", + "issue:44451|issue:47020", "issue:43526|issue:43883", "issue:43550|issue:43606", "issue:44186|issue:44610", @@ -4813,214 +4838,215 @@ "issue:42915|issue:43317", "issue:44610|issue:44898", "issue:46821|issue:46869", - "issue:44734|issue:46858", "issue:44423|issue:45406", + "issue:44734|issue:46858", "issue:44008|issue:45823", "issue:28530|issue:33666", "issue:41720|issue:45161", "issue:43531|issue:43572", - "issue:44464|issue:46858", "issue:42915|issue:46291", + "issue:44464|issue:46858", "issue:36331|issue:41720", + "issue:45632|issue:45684", "issue:44671|issue:44743", - "issue:45632|issue:45684" + "issue:44186|issue:44361" ], - "prepared_review_unit_hash": "6f2ceb64e517e05327e4e71a7a6ed1c930edbc83bf17416d10a32491243dac58", + "prepared_review_unit_hash": "83247283d48f23841264f1c5c7a63f4b96c554020bcfd793d2dc77aea595ea7e", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36300, - "estimated_input_tokens": 9075, - "estimated_eval_tokens": 18406 + "serialized_chars": 36263, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of Transformers bug reports that only share broad themes like loading, generation, caching, or multimodal regressions. The overlaps are superficial; none of the soft pairs look like the same underlying bug or change.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is mostly heterogeneous. The only loose theme is transformer runtime/loading regressions across models, but the paired candidates are generally different bugs and should not be merged as duplicates.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 46858 is the best anchor because it is a concrete low-level runtime regression and the closest thing to a shared root-cause style bug among the cache/compile-related issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46612 is the cleanest standalone bug report here: it names a concrete generation failure (beam search cache reorder silently skipped) with a specific affected model class and a clear code path. It is the best representative issue only in the sense of being the most actionable, not because it duplicates the others.", + "best_issue_reason": "Issue 46858 is the most representative and actionable issue for the cluster: it describes a specific, infrastructure-level bug rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44186", - "right": "issue:45072", - "accept": false, - "reason": "Different bugs: tokenizer crashes on NER/batched padding vs bfloat16 dtype mismatches in inference." - }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both involve generation/cache internals, but one is skipped beam-search cache reordering and the other is static-cache seq-length arithmetic under torch.compile." + "reason": "Both involve generation/cache behavior, but 46612 is about missing beam-search cache reorder in specific models, while 46858 is a static-cache slice-arithmetic bug under torch.compile on non-CUDA backends." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:45685", + "right": "issue:46821", "accept": false, - "reason": "Unrelated failures: BLIP2 dtype stays float32 vs Trainer resume/max_steps math after batch-size changes." + "reason": "Different subsystems and failure modes: MPS histogram support for Int vs a TimesFM window_size attribute error." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different code paths: torch.compile with SDPA on Bamba vs packed-weight unpacking during accelerate loading for BitNet." + "reason": "Both are runtime failures, but they affect different models and different code paths: SDPA/torch.compile in Bamba vs packed-weight unpacking during accelerate loading." }, { - "left": "issue:45685", - "right": "issue:46821", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "No shared underlying bug: MPS histogram on Int in MoE vs TimesFM window_size AttributeError." + "reason": "Unrelated bugs: dtype propagation in Blip2 loading versus Trainer max_steps recomputation when resuming from checkpoint." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Both mention tokenization/regression, but one is a processor/tokenizer API break with images and the other is a broader version-dependent tokenization change." + "reason": "One is a regression in processor/tokenizer access, the other is a broader tokenization-version behavior change; not the same underlying bug." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both touch custom model loading, but one breaks model init in v5 and the other is inconsistent from_pretrained behavior inside Python classes." + "reason": "Both mention custom model loading/init, but the reported failures are different enough that they do not clearly share one concrete code path." }, { - "left": "issue:44451", - "right": "issue:47020", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer load failures, but they affect different models and have different root causes." + "reason": "Different loading issues for different artifacts: a multimodal model load failure versus a tokenizer load failure for a separate model." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:44451", + "right": "issue:47020", "accept": false, - "reason": "Different loading problems: glm-4v-9b load failure vs tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Different tokenizer construction problems affecting different models; no shared concrete bug is evident." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Completely different defects: BeitImageProcessorFast label reduction vs missing all_tied_weights_keys on MolmoForCausalLM." + "reason": "Image processor label-reduction bug versus missing tied-weights metadata on a causal LM; unrelated." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both are runtime/model-execution bugs, but one is a torch.compile SDPA issue and the other is a CPU-offload device mismatch for bark-small." + "reason": "Both are model execution failures, but they involve different models and distinct root causes (compile/SDPA vs CPU offload device mismatch)." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Different multimodal/image bugs: LayoutLMv2Tokenizer padding/NER crash vs OmDet-Turbo processor producing the wrong image resolution." + "reason": "Both are vision-input bugs, but one is LayoutLMv2 NER/padding handling and the other is OmDet processor/model image-size mismatch." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "Unrelated errors: GenerationMixin import failure vs not being able to run 3d_parallel.py." + "reason": "ImportError for GenerationMixin is unrelated to a 3d_parallel.py execution failure." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Different regressions in different model families: untied lm_head in Mistral3 vs wrong visual encoder keys saved in Qwen3.5." + "reason": "Different Qwen/Mistral regressions: tied lm_head weights versus incorrect visual encoder keys during save_pretrained." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both involve model loading/device setup, but the specific failure modes differ: FineGrainedFP8Config on Qwen3Moe vs dequantized model offload loading." + "reason": "Both are quantization/offload related at a high level, but they are different models and different failure mechanisms." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both concern image preprocessing size expectations, but they are different models and different mismatch logic." + "reason": "Both concern image preprocessing resolution, but they are model-specific mismatches with different expected sizes and distinct code paths." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failures are unrelated." + "reason": "TimesFM window_size attribute error is unrelated to YOLO multi-GPU device_map auto failures." }, { - "left": "issue:44734", - "right": "issue:46858", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Both are cache-related generation bugs, but one is serving KV continuation indexing and the other is static-cache seq-length tensor arithmetic; not the same bug." + "reason": "Both are serve/multimodal regressions, but one crashes on a string-to-device conversion and the other is a missing _tokenizer attribute; not the same bug." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:44734", + "right": "issue:46858", "accept": false, - "reason": "Both are serve crashes on multimodal models, but one is a string-to-device conversion crash and the other is a missing _tokenizer attribute." + "reason": "Both involve cache behavior, but 44734 is wrong tensor indexing in /v1/responses KV continuation, while 46858 is slice arithmetic with a device tensor under static cache and compile." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different Gemma-family failures: variable-name collision in forward vs device mismatch with device_map=auto." + "reason": "Different problems: a variable-name collision in Gemma3n forward versus a device mismatch in Gemma4 PLE with auto device mapping." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + "reason": "Early stopping metric selection is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different parallelization/model issues: cuda assert on A800 with auto device mapping vs tensor-parallel not working for GPT-OSS MoE." + "reason": "Both mention device mapping or parallelism, but they concern different model families and different concrete failures." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and missing StableLmConfig pad_token_idx are unrelated." }, { - "left": "issue:44464", - "right": "issue:46858", + "left": "issue:42915", + "right": "issue:46291", "accept": false, - "reason": "Both are generation bugs, but one is chunked generation with compiled forward and the other is cache length tensor arithmetic under static cache." + "reason": "FineGrainedFP8Config failure and kernels import/version requirement are separate issues." }, { - "left": "issue:42915", - "right": "issue:46291", + "left": "issue:44464", + "right": "issue:46858", "accept": false, - "reason": "MoE FP8 model failure and kernels v0.15 import/version-revision requirement are unrelated." + "reason": "Both touch compiled generation/caching, but one is inconsistent chunked-generation output and the other is a specific static-cache slice-arithmetic regression." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer compute_loss signature breakage and Qwen3 auto device mapping cuda asserts are different failures." + "reason": "Trainer compute_loss signature change and Qwen3 auto device_map assert are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to save_pretrained permission propagation." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Different model-specific bugs: CamemBERT masked LM predictions vs Qwen3.5 recurrent-state reset with cache." + "reason": "Different model-specific regressions: CamemBERT masked LM outputs versus Qwen3.5 recurrent state reset with cache." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "One is a local cache-path collision, the other is read-only permission propagation during save_pretrained/register_for_auto_class." + "reason": "Both are tokenizer AttributeErrors, but they affect different tokenizers/models and do not obviously share one code path." } ] }, @@ -5072,8 +5098,6 @@ "issue:43782", "issue:43873", "issue:43881", - "issue:44186", - "issue:44361", "issue:44387", "issue:44492", "issue:44509", @@ -5081,250 +5105,252 @@ "issue:44589", "issue:44913", "issue:45059", + "issue:45357", "issue:45406", "issue:45464", "issue:45701", "issue:45704", "issue:45759", "issue:45859", + "issue:46402", "issue:46665", "issue:46821", "issue:46858", "issue:47020" ], "soft_pairs": [ - "issue:44186|issue:44361", "issue:43425|issue:46821", "issue:43316|issue:44913", "issue:28530|issue:30064", "issue:42915|issue:43322", "issue:33357|issue:35707", "issue:43540|issue:43782", - "issue:29159|issue:36032", "issue:30064|issue:34634", + "issue:29159|issue:36032", "issue:43873|issue:45704", "issue:44387|issue:45701", - "issue:44534|issue:46665", "issue:43531|issue:45759", + "issue:44534|issue:46665", "issue:43550|issue:43653", "issue:43452|issue:47020", "issue:44492|issue:44509", "issue:41720|issue:43746", "issue:43606|issue:43720", "issue:42490|issue:43329", - "issue:43388|issue:45059", "issue:45406|issue:45464", + "issue:43388|issue:45059", "issue:34567|issue:35707", "issue:43531|issue:46821", - "issue:43606|issue:43653", "issue:43526|issue:43881", + "issue:43606|issue:43653", "issue:34634|issue:41720", - "issue:43540|issue:46858", "issue:43531|issue:44589", - "issue:45759|issue:45859" + "issue:45759|issue:45859", + "issue:43540|issue:46858", + "issue:45357|issue:46402" ], - "prepared_review_unit_hash": "153a1aa694fa76ad1ea3ecb8a7a11ba9387fa8a003a9f4a12897ba8c5dec243c", + "prepared_review_unit_hash": "152f3d7ae76068741d79af5992390e51635eabcafa4ac3910040bc5aeb1399b1", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35783, - "estimated_input_tokens": 8946, - "estimated_eval_tokens": 18148 + "serialized_chars": 35809, + "estimated_input_tokens": 8953, + "estimated_eval_tokens": 18162 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose lexical bucket of unrelated issues across training, tokenizers, multimodal processors, loading/offload, and docs/config behavior. The soft edges are mostly superficial keyword overlaps, not the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The cluster is a loose collection of unrelated or only broadly similar Transformers issues. None of the proposed soft pairs look like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 is the broadest representative here: it concerns offloading/quantization behavior, has inbound references, and matches the recurring runtime/load-management theme better than the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43873 is the best overall representative for the cluster because it is comparatively general and central to the offloading/quantization class of problems, whereas most other items are narrow model- or API-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44186", - "right": "issue:44361", - "accept": false, - "reason": "Both are tokenizer failures, but they affect different models and different failure modes (NER/batching crash vs task AttributeError)." - }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch version incompatibility and a TimesFM `window_size` AttributeError are unrelated bugs." + "reason": "Different subsystems and failures: torch version compatibility vs a TimesFM window_size AttributeError." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config/API issues, but they concern different fields and models (`Gemma3TextConfig` vs GPTNeoX rotary pct reload)." + "reason": "Both are config-related, but they affect different models and different serialization behaviors; not the same bug." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric selection and image processor void-segmentation handling are entirely different code paths." + "reason": "Early stopping/eval metric handling is unrelated to image processor segmentation-map handling." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 loading and Llava Next segfault are separate model/loading problems." + "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are different code paths and symptoms." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with `inputs_embeds`/`past_key_values` are not the same bug." + "reason": "MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both involve Qwen multimodal models, but the errors are different and in different generation/loading paths." + "reason": "One is video input processing in Qwen3OmniMoe; the other is from_pretrained weight_only loading for Qwen3VL." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is distinct from a T5 tokenizer load-time method conflict." + "reason": "Void segmentation-map processing and Bark voice_preset are unrelated functionality." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "ImageProcessor void segmentation maps and BarkProcessor `voice_preset` are unrelated processor bugs." + "reason": "Tokenizer inconsistency across slow/fast and a T5 add_special_tokens load conflict are different bugs." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and T5 apex RMSNorm memory leak are different problems." + "reason": "Generic offloading/quantization behavior is not the same as T5's apex FusedRMSNorm memory leak." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Int4 memory inflation/OOM and tokenization changes across versions do not describe the same issue." + "reason": "CUDA memory growth under int4 quantization is unrelated to tokenization changes across versions." }, { - "left": "issue:44534", - "right": "issue:46665", + "left": "issue:43531", + "right": "issue:45759", "accept": false, - "reason": "Non-persistent buffer junk initialization and inconsistent `from_pretrained` inside Python classes are separate behaviors." + "reason": "Both mention Qwen, but one is sliding_window behavior and the other is composite config unwrapping." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:44534", + "right": "issue:46665", "accept": false, - "reason": "Both mention Qwen3/Qwen3.5, but one is sliding-window behavior and the other is config unwrapping for multimodal models." + "reason": "Non-persistent buffer initialization and from_pretrained behavior inside Python classes are different issues." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Torch.compile SDPA failure in Bamba and BigBird tokenizer special-token registration are unrelated." + "reason": "torch.compile/SDPA failure in Bamba and tokenizer special-token registration in BigBird are unrelated." }, { "left": "issue:43452", "right": "issue:47020", "accept": false, - "reason": "Both are loading/tokenizer issues, but they target different APIs and root causes (`gguf_file` vs Unigram vocab type)." + "reason": "gguf_file loading breaks are not the same as XLMRobertaTokenizer passing a dict to Unigram." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo and removed pipeline-task docs are different documentation/versioning issues." + "reason": "A typo in cache strategy docs is unrelated to removed pipeline-task documentation drift." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Auto device mapping CUDA assert on Qwen3 and PEFT local checkpoint loading on GraniteSpeech are unrelated." + "reason": "Auto device mapping CUDA assert and PEFT adapter local checkpoint loading are different failure modes." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch and BitNet packed-weight unpacking during accelerate loading are different load-path bugs." + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are distinct problems." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash import warning and multimodal token counting video-branch bugs do not share the same root cause." + "reason": "Trailing-slash path import warning and multimodal token-count video-branch bugs are unrelated." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "Metrics gathering with tuple labels and SAM3 text/bounding-box behavior are different subsystems." + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming inference failures are different serving issues." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Gemma4Processor missing `_tokenizer` and Qwen3.5 streaming chat/completions failure are not the same bug." + "reason": "Metrics gathering tuple truncation and SAM3 text/bbox behavior are not the same underlying bug." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting and progressive generation are unrelated training vs generation issues." + "reason": "TrainerState token accounting and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Qwen3-MoE sliding-window handling and TimesFM `window_size` AttributeError are different model-specific failures." - }, - { - "left": "issue:43606", - "right": "issue:43653", - "accept": false, - "reason": "CPU offload device mismatch and tokenizer mask-token registration are unrelated." + "reason": "Both mention window-related settings, but they are different models and different error conditions." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are different components and symptoms." + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Bark voice preset handling and Qwen3 auto device mapping CUDA asserts are unrelated." + "reason": "Device mismatch on CPU offload is not the same as a tokenizer special-token registration bug." }, { - "left": "issue:43540", - "right": "issue:46858", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and static-cache slice arithmetic on non-CUDA backends are different code paths." + "reason": "Bark voice_preset and Qwen3 auto device mapping are unrelated model/runtime issues." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window Qwen3-MoE behavior and missing Float8 storage type are unrelated." + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to missing Float8 storage on load." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Both are Qwen3-family config/model issues, but one is `text_config` unwrapping and the other is CPU offload compatibility in rotary embeddings." + "reason": "Composite text_config unwrapping and CPU-offload incompatibility in Qwen3_5MoeRotaryEmbedding are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to static-cache seq-length arithmetic under torch.compile." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual-encoder save_pretrained keys and missing text encoder weights on load are different multimodal model bugs." } ] }, @@ -5375,6 +5401,7 @@ "issue:44625", "issue:44671", "issue:44843", + "issue:44857", "issue:44898", "issue:44918", "issue:44936", @@ -5390,7 +5417,6 @@ "issue:45923", "issue:46032", "issue:46050", - "issue:46402", "issue:46463", "issue:46655", "issue:46665", @@ -5398,247 +5424,247 @@ "issue:47050" ], "soft_pairs": [ - "issue:45357|issue:46402", "issue:44451|issue:44991", "issue:44077|issue:44625", "issue:43644|issue:46665", "issue:44987|issue:45042", "issue:44062|issue:44451", - "issue:44625|issue:45479", "issue:44898|issue:45072", + "issue:44625|issue:45479", "issue:43381|issue:43844", "issue:39692|issue:44610", "issue:44368|issue:45357", "issue:43746|issue:46050", "issue:41720|issue:45704", - "issue:46655|issue:46693", "issue:43381|issue:45704", + "issue:46655|issue:46693", "issue:44918|issue:44936", "issue:43421|issue:43927", - "issue:42886|issue:44843", "issue:45704|issue:45923", - "issue:44514|issue:44545", + "issue:42886|issue:44843", "issue:45759|issue:45923", + "issue:44514|issue:44545", "issue:43746|issue:43873", "issue:43994|issue:44671", "issue:39692|issue:43493", - "issue:46032|issue:46463", "issue:30064|issue:36010", "issue:43421|issue:43653", + "issue:46032|issue:46463", + "issue:43782|issue:45381", "issue:44464|issue:47050", - "issue:43782|issue:45381" + "issue:44857|issue:47050" ], - "prepared_review_unit_hash": "ddce6ab806816d8702bea42b7ac2facbfcb6e5a952899f187f2c8dd6bae02131", + "prepared_review_unit_hash": "0f35046988142f29950b7b9a230c39313f85af5bf8dcac41b85c5e56fa51ac2b", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36671, - "estimated_input_tokens": 9168, - "estimated_eval_tokens": 18592 + "serialized_chars": 36668, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated issue reports. Only one clear duplicate pair stands out: the two `Qwen2_5_VLProcessor.apply_chat_template` crash reports with `padding=False` are the same bug.", - "confidence": 0.96, - "canonical_issue_reason": "issue:44545 is the best canonical representative because it exactly matches issue:44514\u2019s bug report, is the same failure mode, and has slightly more inbound reference activity.", + "summary": "Only one soft edge looks like a likely duplicate: the two Qwen2_5_VLProcessor batched `apply_chat_template` crash reports. The rest are best treated as related-but-distinct bugs rather than the same underlying issue.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44514 is the best canonical issue: it is the clearer anchor for the same `Qwen2_5_VLProcessor.apply_chat_template` batched-input crash, and 44545 appears to be a near-duplicate based on the near-identical title.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the strongest issue candidate overall: it is an exact duplicate of issue:44514 and cleanly captures the shared bug without broadening scope.", + "best_issue_reason": "44514 is the strongest issue anchor in this set because it cleanly names the failing code path and matches the duplicate candidate most closely.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45357", - "right": "issue:46402", - "accept": false, - "reason": "Both are model-loading regressions, but they affect different models and different failure points (visual encoder keys vs. text encoder weights)." - }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both concern loading a tokenizer/model, but they are distinct reports for different checkpoints and different breakages." + "reason": "Both are model/tokenizer loading failures, but they point to different repos and likely different root causes, so they are not the same bug." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Unrelated issues: one is about patchtsmixer post_init policy, the other about Qwen3.5 num_labels propagation." + "reason": "Different issues: `post_init` handling in patchtsmixer versus `num_labels` propagation in Qwen3.5." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Different bugs: non-persistent buffer initialization junk versus from_pretrained behavior inside Python classes." + "reason": "Non-persistent buffer junk and inconsistent `from_pretrained` behavior are unrelated failure modes." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different concrete failures: loading a specific model versus PIL image processors incorrectly requiring torchvision." + "reason": "One is a model load failure, the other is an image-processor dependency regression; same broad area, but not the same concrete bug." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken constructor duplication is unrelated to the ScandiBERT loading failure." + "reason": "A tokenizer constructor TypeError is not the same concrete failure as a model load error for a specific repo." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Both touch classification config, but one is num_labels propagation and the other is a zero-loss bug from problem_type handling." + "reason": "Perceiver image-size handling and bfloat16 dtype mismatches in other models are different code paths." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Different subsystems and symptoms: Perceiver image resolution handling vs. bfloat16 dtype mismatch in inference." + "reason": "Both concern classification configs, but one is missing propagation and the other is a degenerate zero-loss behavior; not the same fix." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Both mention training/runtime behavior, but eval-mode gradient checkpointing and ZeRO-3 gradient inflation are separate bugs." + "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient growth are unrelated training bugs." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Different model families and failures: SigLIP2 doc example errors versus OmDet-Turbo processor/model image-size mismatch." + "reason": "Both are model-specific issues, but SigLIP2 docs/example errors and OmDet-Turbo image-size mismatches are different problems." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings is not the same bug as incorrect visual encoder keys being saved." + "reason": "A warning about `tie_word_embeddings` during LoRA fine-tuning is not the same as incorrect visual encoder keys on save/load." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Different checkpoint-loading paths: PEFT adapter local checkpoint loading vs. quantized sinq save/load corruption." + "reason": "Both touch save/load flows, but PEFT local checkpoint loading and sinq quantization round-tripping are different concrete failures." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Different models and issues: Qwen3 auto device mapping CUDA assert vs. T5 apex RMSNorm memory leak." + "reason": "CUDA assert on Qwen3 auto device mapping is unrelated to the T5/apex RMSNorm memory leak." }, { - "left": "issue:46655", - "right": "issue:46693", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "Both are generation-related, but video padding calculation and FA2 long-context performance regression are unrelated." + "reason": "No shared code path: eval-mode checkpointing restrictions versus a T5 norm implementation leak." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:46655", + "right": "issue:46693", "accept": false, - "reason": "No shared underlying bug; gradient checkpointing in eval mode is unrelated to T5 RMSNorm memory leak." + "reason": "Video-processor padding bugs and FA2 long-context performance regressions are unrelated." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Both involve training workflows, but unpacking embeddings in SFT is not the same as evaluate() failing after train()." + "reason": "Different trainer failures: unpacking embeddings in TRL SFT versus evaluate-after-train behavior." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Tokenizer special-token post-processing and DiaConfig save/load token ID loss are separate problems." + "reason": "Both involve tokenization, but runtime post-processor updates and custom token ID persistence are not the same bug." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 RMSNorm leak and missing `supports_gradient_checkpointing` are unrelated model implementation issues." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both break offline workflows, but one is tokenizer cache loading and the other is an unconditional model_info() call in a mistral regex patch." + "reason": "Both mention offline behavior, but cache loading for tokenizers and an unconditional `model_info()` call in a regex patch are different failures." }, { - "left": "issue:45704", + "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Different features: apex RMSNorm memory leak versus missing supports_gradient_checkpointing on a trust_remote_code model." + "reason": "Composite Qwen config unwrapping and a trust-remote-code checkpointing flag are unrelated." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Exact same title and same batched-input `padding=False` crash in `Qwen2_5_VLProcessor.apply_chat_template`; these are duplicates." - }, - { - "left": "issue:45759", - "right": "issue:45923", - "accept": false, - "reason": "One is about unwrapping text_config in composite Qwen multimodal configs; the other is a missing gradient-checkpointing flag." + "reason": "Likely duplicate/near-duplicate based on near-identical titles and the same `Qwen2_5_VLProcessor.apply_chat_template` batched-input crash when `padding=False`." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Different underlying bugs: PEFT local checkpoint loading versus offloading behavior with quantization." + "reason": "PEFT local checkpoint loading and quantization/offloading behavior are different problems." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Both concern model correctness, but SigLIP2 inference mismatch and CamemBERT masked-LM predictions are distinct issues." + "reason": "Both report bad outputs, but they involve different models and different failure mechanisms." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "The SigLIP2 documentation example errors are not the same as the HF/JAX implementation discrepancy report." - }, - { - "left": "issue:46032", - "right": "issue:46463", - "accept": false, - "reason": "Different failures: Mamba2 use_cache with seq_len > 1 is unrelated to T5 decoder input validation messaging." + "reason": "Both involve SigLIP2, but one is a broken documentation example while the other is an implementation discrepancy versus JAX." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Completely unrelated: void segmentation map processing vs. an ImportError for GenerationMixin." + "reason": "Image processor segmentation-map handling and a `GenerationMixin` import error are unrelated." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Related to tokenizers, but one is runtime special-token mutation and the other is a BigBirdTokenizer special-token registration bug." + "reason": "Both concern special tokens, but one is runtime post-processor updates and the other is BigBird tokenizer registration; not the same concrete issue." }, { - "left": "issue:44464", - "right": "issue:47050", - "accept": false, - "reason": "Different code paths: chunked generation with compiled forward vs. Canine ONNX export dtype mismatch." + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 cache correctness and a T5 error-message bug are unrelated." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen variants and different bugs: weight_only loading error versus wrong vision_position_ids in video input." + "reason": "Different multimodal Qwen bugs: `weight_only=True` loading failure versus incorrect video `vision_position_ids`." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and fp16 ONNX attention dtype mismatch are different execution paths." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both mention dtype issues, but they occur in different models and contexts, so they are not the same bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet. The duplicate call on issue:44514/issue:44545 is supported by matching titles and the same crash description, and the canonical choice is conservative. The remaining soft-edge verdicts are all refusals and the reasons stay within what the packet supports, without overclaiming mergeability or identity." + "accept": false, + "feedback": "The duplicate call on 44514/44545 is plausible from the titles, but the writeup overstates what the packet shows: it calls them an \"exact duplicate\" and cites a \"reproducible failure mode\" without body evidence. Keep it more conservative (e.g. \"likely duplicate/near-duplicate based on near-identical titles\"). The rest of the soft-edge rejects are generally conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -5685,7 +5711,7 @@ "issue:44488", "issue:44625", "issue:44661", - "issue:44857", + "issue:44877", "issue:44898", "issue:44991", "issue:44995", @@ -5706,11 +5732,10 @@ "issue:47050" ], "soft_pairs": [ - "issue:44857|issue:47050", "issue:45081|issue:45356", - "issue:44995|issue:46858", "issue:43421|issue:44186", "issue:45356|issue:45907", + "issue:44995|issue:46858", "issue:39692|issue:43873", "issue:39692|issue:47050", "issue:43720|issue:43819", @@ -5718,11 +5743,11 @@ "issue:43653|issue:43720", "issue:46829|issue:46832", "issue:43550|issue:43927", - "issue:45987|issue:46829", "issue:43550|issue:44361", - "issue:43540|issue:46294", + "issue:45987|issue:46829", "issue:43596|issue:44220", "issue:44625|issue:47050", + "issue:43540|issue:46294", "issue:45381|issue:46693", "issue:44062|issue:44488", "issue:43531|issue:43643", @@ -5730,235 +5755,236 @@ "issue:44220|issue:44661", "issue:41720|issue:44991", "issue:30064|issue:36331", - "issue:43653|issue:43819", "issue:44186|issue:44898", - "issue:44008|issue:46858", + "issue:43653|issue:43819", "issue:45987|issue:46932", - "issue:43335|issue:43756", "issue:43618|issue:43697", "issue:44488|issue:47020", + "issue:43335|issue:43756", + "issue:44008|issue:46858", + "issue:43643|issue:44877", "issue:43550|issue:43819" ], - "prepared_review_unit_hash": "6b3cb5f89f29f7ec0c983964ab79f4e4aee4583056124f8798094cd62573fc6b", + "prepared_review_unit_hash": "9c595eaacce109ced99325c4116d71add6c257beeff051d8f6f6f815a0936d64", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37676, - "estimated_input_tokens": 9419, - "estimated_eval_tokens": 19094 + "serialized_chars": 37680, + "estimated_input_tokens": 9420, + "estimated_eval_tokens": 19096 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: the paired issues span unrelated bugs across tokenizers, vision/video models, cache handling, quantization, and training/runtime regressions. I don\u2019t see any true duplicate pair with the same underlying bug/change, so none should be merged on soft similarity alone.", + "summary": "This cluster is mostly heterogeneous: it mixes tokenizer-loading regressions, cache/value-shape bugs, model-specific forward-pass failures, and unrelated docs/CI issues. I do not see a true duplicate set; the soft links are mostly same-subsystem similarity rather than the same underlying bug.", "confidence": 0.93, - "canonical_issue_reason": "No item cleanly serves as a canonical duplicate anchor for the cluster because the candidates are not one bug family; if forced, issue #43873 is the most active/open and broadest in wording, but it does not actually subsume the others.", + "canonical_issue_reason": "No single canonical issue stands out because the items span different models and code paths; they are related by broad transformer/tokenizer similarity, not by one duplicate defect.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43873 is the most discussion-heavy open report and is the closest thing to a representative cluster member, but it is still not a safe duplicate canonical for the rest.", + "best_issue_reason": "issue:45081 is the strongest standalone report to represent the cluster because it has a concrete crash, explicit repro (`fix_mistral_regex=True`), and a well-scoped tokenizer code path. It is still not a duplicate target for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44857", - "right": "issue:47050", - "accept": false, - "reason": "Both mention fp16/dtype failures, but they concern different models and different execution paths (training loss on CUDA AMP vs ONNX export attention mismatch)." - }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both involve Mistral-regex/tokenizer loading, but one is a crash in `_patch_mistral_regex` while the other is a codec-handling regression with a warning; not the same concrete bug." - }, - { - "left": "issue:44995", - "right": "issue:46858", - "accept": false, - "reason": "Both touch cache/index arithmetic, but one is a model-specific stale indexer cache on second forward and the other is a static-cache return-type issue affecting non-CUDA compile paths." + "reason": "Same Mistral/Kimi tokenizer area, but different failures: one is an AttributeError crash in `_patch_mistral_regex`, the other is codec-handling / warning regression. Similar subsystem, not the same bug." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different components and failures: runtime special-token post-processing vs LayoutLMv2 NER padding/truncation crashes." + "reason": "Post-processor refresh after special-token changes vs LayoutLMv2 NER/padding crash. Different models and different failure modes." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression vs repository file listing API forwarding; no shared underlying bug." + "reason": "Tokenizer regression in Kimi-K2.5 vs a GitHub-files API forwarding bug. No shared underlying defect." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache behavior, but one is a GlmMoeDsa stale indexer cache issue and the other is StaticCache.get_seq_length returning a tensor on non-CUDA backends. Different code paths." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Both mention quantization, but one is a SigLIP2 docs/example mismatch and the other is an offloading/quantization runtime regression." + "reason": "SigLIP2 docs/model mismatch and quantization example errors vs a broad offloading-with-quantization regression. Not the same issue." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "Different problems: documentation example errors versus fp16 ONNX export dtype mismatch." + "reason": "Documentation/example failures for SigLIP2 vs Canine ONNX fp16 dtype mismatch. Unrelated bugs." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different models and different failure modes; one is accelerate loading of packed BitNet weights, the other is DAC latent reconstruction/STE behavior." + "reason": "BitNet accelerate-loading unpacking bug vs DAC.from_latents missing STE / forward mismatch. Different models and code paths." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Both involve tokenizer/model loading, but one is a regression around `processor.tokenizer` and image passing, while the other is long-OCR indexing in Kosmos2.5." + "reason": "Processor/tokenizer regression in v4.57.5 vs Kosmos2.5 long-OCR index error. Both are input-processing bugs, but not the same underlying defect." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBird special-token registration/decoding bug vs BitNet packed-weight loading bug; unrelated code paths." + "reason": "BigBirdTokenizer special-token registration bug vs BitNet packed-weights loading bug. Distinct components and symptoms." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Both are RT-related model regressions, but one is wrong output field assignment and the other is a forward-shape/type issue when feature levels exceed backbone outputs." + "reason": "One is an output-field assignment issue in VideoPrism; the other is RT-DETR feature-level mismatch in forward. Not duplicates." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Different subsystems: torch.compile+SDPA in Bamba vs config persistence for Dia token IDs." - }, - { - "left": "issue:45987", - "right": "issue:46829", - "accept": false, - "reason": "Static cache sequence-length contract bug vs VideoPrism output-field bug; no overlap in underlying cause." + "reason": "Bamba torch.compile/SDPA failure vs DiaConfig losing token IDs after save/load. Different model families and failure points." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Both are model/runtime failures, but one is compile/SDPA-specific and the other is a tokenizer attribute error on tasks." + "reason": "Bamba compile/SDPA bug vs MLukeTokenizer AttributeError on tasks. No shared underlying code path." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:45987", + "right": "issue:46829", "accept": false, - "reason": "Both are Qwen video-input issues, but one is a processing-time ValueError in Qwen3OmniMoe and the other is a chat-template token/feature count mismatch in Qwen3.5-9B." + "reason": "StaticCache sequence-length contract issue vs VideoPrism hidden_states/output wiring bug. Different subsystems." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed Zero3/BertModel initialization crash is unrelated to `_torch_extract_fbank_features()`." + "reason": "DeepSpeed ZeRO-3 / BertModel empty-index crash vs `_torch_extract_fbank_features()` issue. Unrelated failures." }, { "left": "issue:44625", "right": "issue:47050", "accept": false, - "reason": "Num-label propagation in Qwen3.5 config is unrelated to Canine fp16 ONNX attention dtype mismatch." + "reason": "Qwen3.5 config propagation bug vs Canine ONNX dtype mismatch. Different layers of the stack." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input issues in Qwen models, but they fail at different stages: one is a ValueError in Qwen3OmniMoe video processing, the other is a chat-template token/feature mismatch in Qwen3.5-9B. Same broad area, not same bug." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Video position-id correctness in Qwen2.5-VL is unrelated to FA2 long-context performance regression." + "reason": "Qwen2.5-VL video position IDs bug vs FA2 long-context performance regression. One is correctness, the other is performance." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken constructor argument collision vs a model/tokenizer load failure for `cjvt/sleng-bert`; same broad area but not the same bug." + "reason": "AddedToken constructor argument clash vs loading a specific tokenizer checkpoint. Different root causes." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE is unrelated to missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)`." + "reason": "Sliding-window behavior in Qwen3-MoE vs missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)`. Not the same defect." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both are loading/instantiation regressions, but they affect different APIs and failure mechanisms." + "reason": "Both involve loading models, but one is a `base_model_prefix` regression and the other is inconsistent `from_pretrained` behavior inside Python classes. Different issues." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug vs tokenizer mapping failure when adding a new model-like entry; unrelated." + "reason": "Audio fbank extraction bug vs `add-new-model-like` failing for models in `TOKENIZER_MAPPING_NAMES`. Unrelated." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert vs tokenizer loading failure for EMBEDDIA/est-roberta; no shared code path." + "reason": "Qwen3 auto device mapping cuda assert vs tokenizer loading failure for EMBEDDIA/est-roberta. Different models and failures." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image segmentation-map processing bug vs Trainer compute_loss signature mismatch; unrelated." + "reason": "Void segmentation maps in image processing vs `CustomTrainer.compute_loss` signature mismatch. No overlap beyond general training/inference tooling." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/padding vs Perceiver image classification failure with non-default resolution. Different components." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBird tokenizer special-token registration bug and DAC latent reconstruction bug are different subsystems." + "reason": "Tokenizer special-token registration bug vs DAC latent decoding mismatch. Different subsystems and symptoms." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:45987", + "right": "issue:46932", "accept": false, - "reason": "Tokenizer batching/NER crash vs Perceiver image-classification resolution handling; not the same underlying defect." + "reason": "StaticCache return-type bug vs Gemma4 quantized embedder dtype-casting bug. Not the same underlying change." }, { - "left": "issue:44008", - "right": "issue:46858", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Gemma3n variable-name collision in forward vs cache length return-type problem; unrelated." + "reason": "CLIPOutput attention field regression vs RTDetrV2 output differences. Different model outputs and bug classes." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:44488", + "right": "issue:47020", "accept": false, - "reason": "StaticCache contract bug vs Gemma4 quantized embedder dtype-casting issue; different fixes and code paths." + "reason": "Loading `cjvt/sleng-bert` vs `XLMRobertaTokenizer.__init__` passing a dict to Unigram. Both are tokenizer-load failures, but not the same bug." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Both are model-configuration layer-count issues, but they concern different architectures and different erroneous defaults." + "reason": "SwitchTransformers sparse-layer construction bug vs Smollm3 RoPE layer dropping. Different model configs and logic." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:44008", + "right": "issue:46858", "accept": false, - "reason": "Both are regression-style model outputs in v5, but the concrete failures are different outputs on different models." + "reason": "Gemma3n variable-name collision in forward vs cache length returning a device tensor. Completely different failure modes." }, { - "left": "issue:44488", - "right": "issue:47020", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Both are tokenizer-loading issues, but one is a model-specific load failure and the other is a constructor/type mismatch in XLMRobertaTokenizer." + "reason": "`trust_remote_code=True` missing fields vs strict config blocking granite_speech loading. Related to config loading, but not the same bug." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba torch.compile+SDPA failure and DAC STE mismatch are unrelated." + "reason": "Bamba torch.compile/SDPA failure vs DAC.from_latents mismatch. Different models and code paths." } ] }, @@ -5993,8 +6019,8 @@ "issue:43577", "issue:43582", "issue:43606", - "issue:43643", "issue:43644", + "issue:43716", "issue:43749", "issue:43782", "issue:43818", @@ -6011,7 +6037,6 @@ "issue:44811", "issue:44821", "issue:44843", - "issue:44877", "issue:44936", "issue:44977", "issue:44991", @@ -6032,217 +6057,217 @@ "issue:47020" ], "soft_pairs": [ - "issue:43643|issue:44877", "issue:44843|issue:45081", "issue:44821|issue:45084", "issue:39692|issue:45834", "issue:34634|issue:36010", - "issue:43540|issue:44008", "issue:44448|issue:44671", + "issue:43540|issue:44008", "issue:44186|issue:44442", "issue:45584|issue:45834", - "issue:45183|issue:45479", "issue:43322|issue:45685", + "issue:45183|issue:45479", "issue:43644|issue:43749", "issue:44991|issue:47020", "issue:43606|issue:45072", - "issue:43782|issue:44977", - "issue:43421|issue:44811", "issue:44561|issue:45020", "issue:44991|issue:46291", - "issue:44479|issue:45834", - "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:43421|issue:44811", "issue:43550|issue:45072", + "issue:43577|issue:43818", + "issue:44479|issue:45834", + "issue:43825|issue:43994", "issue:43582|issue:46512", "issue:43388|issue:46032", - "issue:43825|issue:43994", - "issue:46294|issue:46463", - "issue:44805|issue:44936" + "issue:44805|issue:44936", + "issue:43716|issue:44008", + "issue:46294|issue:46463" ], - "prepared_review_unit_hash": "6639bc98c36337ab0c4ed1a70926589ae8f50f20f457a268b64a9be8fdd239f9", + "prepared_review_unit_hash": "b1857ce043cd0aca6471efed0ef564e83efeab4016a67cc36b117393090b8925", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35867, - "estimated_input_tokens": 8967, - "estimated_eval_tokens": 18190 + "serialized_chars": 35270, + "estimated_input_tokens": 8818, + "estimated_eval_tokens": 17892 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate; most are related only at the subsystem or regression-theme level. I\u2019d keep one high-signal issue as the representative, but not merge any of the listed pairs.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43749 is the strongest standalone report in the set: it has the most discussion and inbound references, a concrete high-impact regression, and a clearer bug shape than the broader or more speculative items.", + "summary": "The items are a broad mix of unrelated regression reports across tokenizers, multimodal models, training utilities, and runtime environments. The soft pairs are mostly superficial similarity matches rather than true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the best issue to keep as the representative because it is concrete, well-discussed, and clearly reproducible, while the other candidates are mostly unrelated or only loosely similar.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43643", - "right": "issue:44877", - "accept": false, - "reason": "Both concern config/loading behavior, but one is about missing fields with trust_remote_code and the other is about strict config blocking granite_speech; different failure modes and fixes." - }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper area (_patch_mistral_regex), but one is an offline model_info call and the other is an AttributeError on a tokenizer object; not the same bug." + "reason": "Both touch Mistral tokenizer patching, but one is an offline/network call bug and the other is an AttributeError in a different code path." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "Different API surfaces and error causes: AutoImageProcessor URL loading versus a template-node compile TypeError." + "reason": "Unrelated failures: loading AutoImageProcessor from URL versus a template compilation TypeError." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Both are documentation/example-style failures, but they involve different models and unrelated runtime errors." + "reason": "Different models and symptoms; SigLIP2 docs errors are not the same as Kosmos2.5 long-input indexing." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and the GenerationMixin import error are unrelated issues." + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are entirely separate issues." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Different multimodal paths and root causes: Qwen video input validation versus a Gemma 3n variable-name collision." + "reason": "Both mention v5 behavior changes, but they affect different models and different outputs." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Both describe v5 output regressions, but for different models and different code paths; not mergeable as one bug." + "reason": "Different multimodal models and different root causes: video input validation versus a variable-name collision." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Tokenizer crash with NER/batched padding is unrelated to AutoTokenizer failing to load a specific tokenizer class." + "reason": "Tokenizer crash on NER/padding is unrelated to AutoTokenizer failing to load a specific tokenizer class." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription behavior and Kosmos2.5 OCR index errors are different bugs." + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR indexing are different bugs." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "One is input validation messaging, the other is a degenerate loss computation; same broad area, different problem." + "reason": "Llava Next load-time segfault and MPS histogram support for Int tensors are unrelated." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Segfault loading Llava Next and MPS histogram not implemented are unrelated runtime failures." + "reason": "One is input validation/error-message logic; the other is a loss-computation bug across sequence classifiers." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer initialization and FSDP CPU RAM efficient loading are different code paths and symptoms." + "reason": "Non-persistent buffer initialization and FSDP CPU RAM efficient loading are different mechanisms and failures." }, { "left": "issue:44991", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer loading regressions, but they target different tokenizers with different root causes." + "reason": "Both are tokenizer loading issues, but for different tokenizer families and different concrete failures." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch and bf16 dtype mismatch in inference are distinct failures." + "reason": "Device mismatch with CPU offload is not the same as dtype mismatches during bfloat16 inference." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Shared remote_code context is too broad; these describe different breakages and code paths." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer load failure and pipelines import failure with kernels v0.15 are unrelated." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "From-pretrained weight_only loading failure and flash-attention generation failure are not the same bug." + "reason": "Weight_only load error for Qwen3VL is unrelated to Qwen3.5 flash-attention generation issues." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Post-processor update behavior and batch_decode skip_special_tokens handling are separate tokenizer/processor issues." + "reason": "Runtime special-token post-processing update and Whisper batch_decode skip_special_tokens are different behaviors." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Both mention remote_code/trust_remote_code breakage, but they point to different removed APIs and different breakages." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to dtype mismatches in other models." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Tokenizer loading for a model and importing pipelines with kernels v0.15 are unrelated." + "reason": "Blip2 dtype loading bug and Video-LLaVA architecture/weight-sharing issue are not the same bug." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Both are input-processing regressions, but one is Qwen video chat-template mismatch and the other is Kosmos OCR indexing." + "reason": "Qwen video-input regression and Kosmos2.5 OCR indexing issue are distinct model-specific failures." }, { - "left": "issue:43577", - "right": "issue:43818", - "accept": false, - "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are unrelated." - }, - { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "torch.compile SDPA failure and bf16 dtype mismatch are different correctness problems." + "reason": "Incorrect pipeline error messaging is unrelated to SigLIP2 nonsensical outputs." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon warmup TypeError and from_config dtype staleness are not the same underlying bug." + "reason": "Apple Silicon warmup TypeError and stale config.dtype after from_config are different dtype-related issues." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Batch metric gathering drops labels; Mamba2 cache with seq_len>1 returns incorrect results. Different subsystems and fixes." + "reason": "Metric-gathering label truncation and Mamba2Mixer cache correctness are unrelated training/runtime bugs." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "One is an incorrect pipeline error message; the other is wrong model outputs. Only loosely related through pipelines." + "reason": "Mask shape IndexError and trainer.evaluate failing after train do not share the same root cause." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Qwen video chat-template token/feature mismatch and T5 decoder-input validation messaging are different bugs." + "reason": "Mistral-3 image-preprocessor dtype mismatch and Gemma3n forward-name collision are unrelated." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Shape-mismatch indexing error and trainer.evaluate() after train() are unrelated failures." + "reason": "Qwen3.5 video chat-template mismatch and T5 decoder-input validation messaging are different problems." } ] }, @@ -6272,14 +6297,15 @@ "issue:36010", "issue:36331", "issue:42175", + "issue:43257", "issue:43262", + "issue:43329", "issue:43540", "issue:43550", "issue:43577", "issue:43582", "issue:43645", "issue:43653", - "issue:43716", "issue:43720", "issue:43742", "issue:43749", @@ -6289,7 +6315,6 @@ "issue:43827", "issue:43906", "issue:43931", - "issue:44008", "issue:44291", "issue:44589", "issue:44610", @@ -6316,7 +6341,6 @@ "issue:46932" ], "soft_pairs": [ - "issue:43716|issue:44008", "issue:43931|issue:46846", "issue:43540|issue:45381", "issue:28218|issue:29159", @@ -6325,10 +6349,10 @@ "issue:43720|issue:45072", "issue:43645|issue:46665", "issue:43825|issue:43827", - "issue:44671|issue:45701", - "issue:43577|issue:43582", "issue:34634|issue:36331", + "issue:44671|issue:45701", "issue:42175|issue:45081", + "issue:43577|issue:43582", "issue:46175|issue:46932", "issue:45003|issue:46285", "issue:46697|issue:46728", @@ -6337,196 +6361,204 @@ "issue:43653|issue:44912", "issue:43582|issue:44857", "issue:44589|issue:45042", - "issue:45372|issue:46326", "issue:43742|issue:45020", + "issue:45372|issue:46326", "issue:43550|issue:44912", "issue:43906|issue:46209", - "issue:36010|issue:43645" + "issue:36010|issue:43645", + "issue:43257|issue:43329", + "issue:36010|issue:36331" ], - "prepared_review_unit_hash": "1d1f58512d41f1004dba4545ea921d79aef62b1b4f347aab3223a3124d097be0", + "prepared_review_unit_hash": "4a85939a9e001195c5eb6ad11506619c03abdae7f150d7cb09ccf04f5d4f4819", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35825, - "estimated_input_tokens": 8957, - "estimated_eval_tokens": 18170 + "soft_pair_count": 27, + "serialized_chars": 36156, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab-bag of regression reports across tokenizers, model loading, multimodal processors, dtype/quantization, and platform-specific failures. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.29, - "canonical_issue_reason": "If one issue must serve as the cluster representative, #45020 is the broadest umbrella for recent-version breakage and the most generic of the reports, though it is still not a duplicate of the rest.", + "summary": "These items are a heterogeneous mix of unrelated bugs across tokenizers, model loading, multimodal processors, quantization, and training. None of the soft pairs look like the same concrete underlying bug or change, so all candidate edges are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is appropriate here: the set splits into many unrelated reports rather than one duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#45020 is the best single issue to keep as a representative bucket for this heterogeneous set because it captures the broad 'recent transformers versions break models' regression theme more than the narrower, model-specific reports.", + "best_issue_reason": "issue:45020 is the broadest umbrella-style regression report in the set, but it still does not represent the other unrelated topics well.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43716", - "right": "issue:44008", - "accept": false, - "reason": "Different failures: a dtype/preprocessor mismatch vs a Gemma3n forward-pass name collision/AttributeError." - }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Both involve loading/shaping, but one is a Qwen3-VL weight mismatch and the other is missing TP plan entries causing OOM/shape issues." + "reason": "Both involve Qwen3-VL family loading/shape problems, but one is a model weight-mismatch report and the other is a tensor-parallel plan bug; not the same fix." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen video-input bugs, but they hit different models and different code paths (processing ValueError vs rope/position_ids logic)." + "reason": "Different models and different video-processing failures; too little evidence they share one underlying bug." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Tokenizer-related, but one is an added-token spacing bug and the other is a broader slow-vs-fast inconsistency; not clearly the same defect." + "reason": "Both mention tokenizer behavior, but one is about extra spacing after added tokens and the other is a broader slow/fast inconsistency report." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Unrelated subsystems: image processor resolution mismatch vs bfloat16 dtype mismatch in model inference." + "reason": "Completely different subsystems: image-size mismatch vs dtype mismatch in bfloat16 inference." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both are loading regressions, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights argument handling." + "reason": "Both are loading-related, but the concrete failures and code paths differ substantially." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight loading failure is a different concrete bug than a generic dtype mismatch." + "reason": "One is about packed weights not being unpacked during accelerate loading; the other is a dtype mismatch during inference." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Both concern model initialization, but one is a Jupyter/custom-model definition breakage and the other is from_pretrained inside Python classes." + "reason": "Both concern model initialization patterns, but they describe different failure modes and code paths." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is an incorrect runtime error message; the other is stale docs referencing removed pipeline usage." + "reason": "One is an error-message regression, the other is documentation drift; not the same underlying bug." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "CamemBERT masked-LM prediction regression is not the same as the broader tokenization-version behavior change report." + "reason": "Unrelated processor vs trainer issues." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Different problems: model dtype propagation vs an Apple Silicon TypeError in caching_allocator_warmup." + "reason": "Different symptoms: masked LM prediction regression vs tokenization changes across versions." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "BarkProcessor voice_preset and Trainer compute_loss signature are unrelated." + "reason": "Package/dependency install issue vs tokenizer regex crash; no shared concrete bug." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Packaging/backend selection is unrelated to a Mistral tokenizer regex patch crash." + "reason": "Blip2 dtype-loading issue and Apple Silicon allocator TypeError are unrelated." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Same model family, but one is a huge one-hot position embedding inefficiency and the other is dtype casting for quantized embedders." + "reason": "Different Gemma4 issues affecting different components and failure modes." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "sys.modules access safety and CLIP text-model structure inconsistency are separate issues." + "reason": "sys.modules access bug vs CLIP model structure inconsistency; not the same problem." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are image sizing bugs, but they affect different processors and different size-calculation logic." + "reason": "Both are image-preprocessing boundary bugs, but they affect different models and different calculations." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3-VL weight_only loading error and Qwen2.5-VL temporal position scaling bug are different failures." + "reason": "Different Qwen-VL issues: weight_only loading error vs temporal position-id scaling." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC.from_latents/forward mismatch." + "reason": "Audio chat-template sampling-rate default vs DAC latent reconstruction mismatch are unrelated." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration issue is unrelated to MXFP4 quantization loading fallback." + "reason": "Tokenizer special-token registration bug vs quantization loading fallback bug." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP image-loss crash are different platform/code-path bugs." + "reason": "Apple Silicon allocator TypeError and CUDA AMP crash are unrelated." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "FP8 storage lookup failure is unrelated to the torchvision dependency regression in PIL image processors." + "reason": "FP8 storage lookup error vs torchvision dependency regression; different code paths." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Gemma 4 processor import breakage and mistral_common continue_final_message behavior are different issues." + "reason": "Model-specific key error vs broad remote_code compatibility regression; not the same underlying issue." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "A MobileLLM loading KeyError is not the same as a broad remote_code compatibility regression." + "reason": "Both involve mistral_common, but one is an import failure and the other is a continue_final_message behavior bug." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure and MXFP4 quantization fallback are separate model/runtime bugs." + "reason": "torch.compile/SDPA failure and MXFP4 quantization fallback are unrelated." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "A reproduction of an earlier issue and an FP8 B200 inference bug are not the same concrete defect." + "reason": "No concrete overlap beyond both being model bugs." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import failure is a different problem from custom-model initialization in notebooks." + "reason": "Import error for GenerationMixin and Jupyter custom-model regression are different failures." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight-conversion issue and multimodal token counting bug are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import error and custom trainer signature mismatch are separate issues." } ] }, @@ -6551,8 +6583,6 @@ "cluster_id": "cluster-10000-510", "nodes": [ "issue:34567", - "issue:36010", - "issue:36331", "issue:38175", "issue:39692", "issue:40990", @@ -6577,6 +6607,7 @@ "issue:43927", "issue:43931", "issue:44060", + "issue:44291", "issue:44368", "issue:44387", "issue:44479", @@ -6584,6 +6615,7 @@ "issue:44610", "issue:44617", "issue:44811", + "issue:44821", "issue:44912", "issue:44936", "issue:44977", @@ -6600,231 +6632,231 @@ "issue:47050" ], "soft_pairs": [ - "issue:43257|issue:43329", "issue:43526|issue:43697", - "issue:36010|issue:36331", "issue:43452|issue:44991", "issue:43638|issue:44936", "issue:43531|issue:45042", - "issue:44060|issue:44368", "issue:45081|issue:45406", "issue:42175|issue:46291", + "issue:44060|issue:44368", "issue:43819|issue:43927", "issue:43329|issue:45600", "issue:45084|issue:45538", "issue:43526|issue:44554", "issue:42490|issue:43257", - "issue:43746|issue:44811", "issue:43854|issue:44977", - "issue:45859|issue:47050", + "issue:43746|issue:44811", "issue:43643|issue:45759", + "issue:45859|issue:47050", "issue:38175|issue:44610", "issue:39692|issue:44912", "issue:43257|issue:43696", "issue:43262|issue:44811", - "issue:43257|issue:43931", "issue:43329|issue:43450", + "issue:43257|issue:43931", "issue:44387|issue:44617", "issue:43329|issue:44479", "issue:42915|issue:43742", - "issue:34567|issue:40990" + "issue:34567|issue:40990", + "issue:44291|issue:45042", + "issue:42915|issue:44821" ], - "prepared_review_unit_hash": "c878aede051c1bd99f1e10829360b5c8300cbf835633e213ddeb20e19e97bc6a", + "prepared_review_unit_hash": "4c0e312ff06eeabadb6a6903a0484df303b1dd4274fb593b51760cc83cb5593a", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36452, - "estimated_input_tokens": 9113, - "estimated_eval_tokens": 18482 + "serialized_chars": 36437, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose set of mostly unrelated Transformers issues; the soft pairs are all only superficially similar and do not look like the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The set is heterogeneous and does not contain any clearly duplicate issue/PR pairs. One video-related pair is superficially close, but the evidence is still too broad to merge confidently.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45042 is the clearest, most actionable report in the set: it has a precise symptom, version scope, and subsystem, plus inbound references that suggest it is a good anchor issue.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45042 is the best standalone representative because it is narrowly scoped and concrete, unlike several other reports that are model-specific, broad, or potentially overlapping only at a subsystem level.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43257", - "right": "issue:43329", - "accept": false, - "reason": "Both mention Qwen3/MoE, but one is about loading/conversion with accelerate+deepspeed while the other is a video-token counting NameError in multimodal processors." - }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Different models and code paths: BeitImageProcessorFast label reduction vs RTDetrV2 output differences in v5." - }, - { - "left": "issue:36010", - "right": "issue:36331", - "accept": false, - "reason": "One is an import error for GenerationMixin; the other is a trainer API signature change for compute_loss." + "reason": "Different models and failures: BeitImageProcessorFast label reduction vs RTDetrV2 output differences." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading failures, but they involve different mechanisms and models: gguf_file handling vs a specific tokenizer regression in v5." + "reason": "Both are tokenizer-loading problems, but the affected APIs and likely root causes differ (gguf_file handling vs specific tokenizer compatibility in v5)." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "A deepspeed/zero3 indexing failure during training is not the same as evaluate() failing after train() completes." + "reason": "Different training/evaluation failures: a deepspeed zero3 BERT init error versus evaluate() failing after train()." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Unrelated bugs: Qwen3-MoE sliding_window behavior vs PIL image processors incorrectly requiring torchvision." - }, - { - "left": "issue:44060", - "right": "issue:44368", - "accept": false, - "reason": "Both are warning-related in Qwen families, but one is a bad tied-weights warning and the other is a config warning about tie_word_embeddings; different fixes." + "reason": "Unrelated subsystems: Qwen3-MoE sliding_window handling vs PIL image processor torchvision dependency." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Different subsystems: Mistral regex patching crashes in tokenizer internals, while Gemma4Processor fails in transformers serve due to a missing attribute." + "reason": "Both are loading/runtime errors, but one is a Mistral regex patch crash and the other is a Gemma4Processor attribute error." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Packaging dependency issues, but not the same one: torch extra omits tensorflow vs kernels requiring version/revision metadata." + "reason": "Dependency/import issues, but they concern different packages and failure modes (backend extras vs kernels version/revision requirement)." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar warning theme, but different concrete bug: wrong tied-weights warning logic vs LoRA fine-tuning config warning." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Both are model-specific inference bugs, but one is DAC forward/from_latents mismatch and the other is DiaConfig losing token IDs on save/load." + "reason": "Different bugs in different components: DAC forward/from_latents mismatch vs DiaConfig losing custom token IDs." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Video multimodal token code vs auto_mappings referencing removed Sam3LiteText configs; different failures." + "reason": "Different code paths: multimodal token counting video branch bug vs stale auto_mappings references breaking CI." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "A template-compilation error is unrelated to CLIPTokenizer's absurd model_max_length default." + "reason": "Unrelated issues: template compilation TypeError vs CLIPTokenizer max_length regression." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "BeitImageProcessorFast label reduction and an MPS attention correctness issue are unrelated." + "reason": "Different model families and failure modes; no shared concrete code path." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Local-path import warning and Qwen3 MOE weight conversion failure are different problems." - }, - { - "left": "issue:43746", - "right": "issue:44811", - "accept": false, - "reason": "GraniteSpeech PEFT checkpoint loading and Whisper batch_decode skipping special tokens are different APIs and bugs." + "reason": "A local-path import warning is not the same bug as Qwen3 MoE weight conversion under accelerate+deepspeed." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "One is a unit-test/model-loading issue for GLM-4.7-Flash, the other is a flash-attention generation regression in Qwen3.5." + "reason": "Different models and symptoms: GLM-4.7-Flash loading/test failure vs Qwen3.5 flash-attention generation regression." }, { - "left": "issue:45859", - "right": "issue:47050", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "CPU offload compatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to fp16 ONNX export dtype mismatch in CanineModel." + "reason": "Different components: PEFT local checkpoint loading vs Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both touch config loading, but one is missing fields with trust_remote_code and the other is failure to unwrap text_config for composite multimodal configs." + "reason": "Both involve config/loading, but one is missing fields with trust_remote_code and the other is unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Completely different areas: CPU offload compatibility in Qwen3_5Moe rotary embedding vs ONNX fp16 dtype mismatch in CanineModel attention." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same as OmDet-Turbo's processor/model input-size mismatch." + "reason": "Both are model preprocessing issues, but the models and symptoms differ (SigLIP2 zero probabilities vs OmDet-Turbo image-size mismatch)." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation example errors for SigLIP2 and MXFP4 quantization fallback on gpt-oss-20b are unrelated." + "reason": "Different quantization/documentation problems: SigLIP2 example issues vs gpt-oss MXFP4 falling back to bf16." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MOE loading/conversion failure and GPT-oss CUDA OOM are different bugs with different causes." + "reason": "Qwen3 MoE weight conversion and GPT-oss OOM are unrelated failures." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode special-token handling are separate audio processor issues." + "reason": "Different audio processing bugs: chat-template sampling rate default vs Whisper decode token skipping." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Different model families and failure modes: Qwen3 MOE conversion vs Qwen3-VL weight shape mismatch." + "reason": "Both are video-related, but one is token counting/undefined helpers and the other is batched output shape; not the same concrete bug." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Both mention video paths, but one is an undefined-variable bug in multimodal token counting and the other is a batched-shape bug in video processors." + "reason": "Different model-loading problems: Qwen3 MoE conversion with distributed loading vs Qwen3-VL weight shape mismatch." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both are OOM reports, but one is an int4 quantization memory regression and the other is a Sam3Video-specific CUDA OOM." + "reason": "Different OOM causes and models: int4 quantization memory regression vs Sam3Video OOM." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both involve video regressions, but the concrete bugs differ: undefined variables in token counting vs a broad v5.3.0 video input regression across several models." + "reason": "Both mention video/VLMs, but 43329 is a specific undefined-helper bug in multimodal token counting while 44479 is a broader regression report; not enough evidence they are the same fix." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Qwen3MoE FP8 configuration failure and MobileLLM key error on load are unrelated." + "reason": "Unrelated loading failures: FineGrainedFP8Config on Qwen3Moe vs a key error for MobileLLM-125M." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token-count tracking and GPT-oss perplexity are completely different issues." + "reason": "TrainerState token accounting and GPT-oss perplexity are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different areas: init_empty_weights/_is_hf_initialized TypeError vs PIL backend torchvision dependency regression." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different failure modes: Qwen3Moe FP8 config vs AutoImageProcessor loading from URL." } ] }, @@ -6865,6 +6897,7 @@ "issue:43577", "issue:43650", "issue:43697", + "issue:43742", "issue:43749", "issue:43824", "issue:43906", @@ -6873,11 +6906,10 @@ "issue:44479", "issue:44568", "issue:44756", - "issue:44821", "issue:44857", "issue:44912", + "issue:44936", "issue:44987", - "issue:45042", "issue:45081", "issue:45127", "issue:45137", @@ -6892,27 +6924,26 @@ "issue:46424", "issue:46693", "issue:46701", + "issue:46821", "issue:46832", "issue:46869", "issue:47020" ], "soft_pairs": [ - "issue:44291|issue:45042", - "issue:46421|issue:46424", - "issue:42915|issue:44821", "issue:43650|issue:43906", + "issue:46421|issue:46424", "issue:45459|issue:45803", "issue:29159|issue:34567", "issue:43749|issue:44756", "issue:43525|issue:46291", - "issue:43540|issue:46701", "issue:28282|issue:29870", - "issue:43454|issue:43577", + "issue:43540|issue:46701", "issue:44987|issue:45538", "issue:28282|issue:34689", "issue:43927|issue:44912", - "issue:44568|issue:45356", "issue:43425|issue:46291", + "issue:43454|issue:43577", + "issue:44568|issue:45356", "issue:44857|issue:46832", "issue:43697|issue:45357", "issue:33357|issue:34567", @@ -6921,200 +6952,202 @@ "issue:45137|issue:45405", "issue:45081|issue:47020", "issue:28282|issue:29127", - "issue:42915|issue:45538", "issue:44479|issue:46693", - "issue:45538|issue:46869" + "issue:42915|issue:45538", + "issue:44936|issue:46821", + "issue:45538|issue:46869", + "issue:43742|issue:44291" ], - "prepared_review_unit_hash": "e0a70a3654fad1adcf0a0f396764d217375045aa9fcd21220a12ac7fbf4143b5", + "prepared_review_unit_hash": "1f7c6b883e468635c99cb62e10e7fcf3e6dbda543d9377d0ab175485ba2727a7", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35433, - "estimated_input_tokens": 8859, - "estimated_eval_tokens": 17974 + "serialized_chars": 35985, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items cover unrelated Transformers bugs across loading, tokenizers, vision, cache, training, and quantization. None of the soft-edge pairs look like the same underlying bug or a single mergeable fix.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the cluster does not center on one duplicate bug; the issues are too diverse for a single representative anchor.", + "summary": "This set is a heterogeneous grab-bag of Transformers bug reports across tokenizers, model loading, training, caching, quantization, and multimodal pipelines. The soft pairs mostly share only broad subsystem overlap, not the same concrete bug or change, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative because the set spans unrelated code paths and failure modes, so choosing one would be arbitrary.", + "best_issue_reason": "issue:46693 is the strongest standalone report in the set by activity and inbound references, but it is still not a clear duplicate hub for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Different subsystems and failure modes: init-empty-weights loading argument handling vs PIL image processor dependency requirements." + "reason": "A vague data-request issue and an isolated reproduction of an older bug are not the same failure mode." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is a recompilation regression from lazy init while the other is config validation for max_cache_length; not the same bug." - }, - { - "left": "issue:42915", - "right": "issue:44821", - "accept": false, - "reason": "Unrelated: FineGrainedFP8Config failure for Qwen3Moe vs loading AutoImageProcessor from a URL." - }, - { - "left": "issue:43650", - "right": "issue:43906", - "accept": false, - "reason": "No bug overlap: a vague data request vs an isolated reproduction of an existing issue." + "reason": "Both touch cache behavior, but one is spurious recompilation with chunked prefill and the other is cache length handling; different bugs." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but they target different code paths and different bad exceptions; not one underlying defect." + "reason": "Both mention exception handling, but they concern different code paths: tokenizer protobuf decoding vs Fuyu tensor conversion." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer behavior inconsistency vs TrainerState token counter not updating; different components and fixes." + "reason": "Tokenizer slow/fast inconsistency and TrainerState token-count tracking are unrelated subsystems." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both are memory/loading related, but one is broken FSDP CPU RAM efficient loading and the other is disabling mmap on Strix Halo to avoid OOM." + "reason": "Both are performance/memory reports, but one is FSDP CPU RAM efficient loading and the other is mmap OOM on Strix Halo." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Different areas: Llama4Config missing pad_token_id vs pipelines import failing due to kernels version/revision requirements." - }, - { - "left": "issue:43540", - "right": "issue:46701", - "accept": false, - "reason": "Different model families and failures: Qwen3OmniMoe video-input validation vs DiffusionGemma pipeline output wiring." + "reason": "A missing config attribute in Llama4 is unrelated to pipeline import failure caused by kernels version/revision requirements." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "ImportError about missing PyTorch is unrelated to Bart generate() using decoder_attention_mask before assignment." + "reason": "PyTorch-not-found import error and Bart generate() UnboundLocalError are unrelated bugs." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43540", + "right": "issue:46701", "accept": false, - "reason": "Different bugs: lm_head weight tying in AyaVision/Mistral3 vs Blip2 dtype propagation remaining float32." + "reason": "Both are multimodal, but they fail in different model families and different pipeline stages." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Model-loading regression for physical-intelligence/fast is unrelated to CLIPTokenizer's model_max_length constant." + "reason": "Loading a specific model on >=5.1.0 and CLIP tokenizer max length are different issues with no shared code-path bug." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Both are model-loading complaints, but one is missing PyTorch installation and the other is a specific Llama 3.2 vision loading regression." + "reason": "Both are loading-related, but one is missing PyTorch and the other is a Llama 3.2 Vision regression." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig save/load token ID loss is unrelated to MXFP4 quantization falling back to bf16." + "reason": "Custom token ID loss on save/load and MXFP4 quantization fallback are different model/config bugs." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "Both are tokenizer regressions, but the concrete symptoms and affected code paths differ: special-token insertion vs Kimi-K2.5 codec/regex handling." + "reason": "Torch version incompatibility and kernels import/version requirements are separate dependency issues." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Torch version compatibility is unrelated to kernels package import-time validation in pipelines." + "reason": "One is a weight-tying bug in AyaVision, the other is dtype propagation in Blip2; different underlying problems." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different tokenizers, different regressions, and different fixes." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Different RT-DETR issues: one is AMP/CUDA loss crashing, the other is a forward-shape mismatch when feature levels exceed backbone outputs." + "reason": "Different RT-DETR failures: AMP/CUDA loss crash vs forward shape/feature-level TypeError." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Not the same regression: RTDetrV2 output differences in v5 vs Qwen3.5 save_pretrained writing incorrect visual encoder keys." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key corruption are unrelated model behaviors." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error with community CLIP model is unrelated to TrainerState token-count tracking." + "reason": "A MacOS CLIP bus error and a TrainerState metric update bug are unrelated." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Backend packaging/import issue for TensorFlow vs missing export of Qwen2_5_VLForConditionalGeneration; different dependency problems." + "reason": "Install extras/backends mismatch and missing Qwen2.5-VL import are different packaging/loading problems." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve tied weights, but one is a model-specific tie bug and the other is LoRA merge corruption with extended vocabulary; different fixes." + "reason": "Both involve embeddings/weight tying, but one is a missing tie in Mistral3 and the other is LoRA merge collapse with extended vocab." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT minimum-version bump." + "reason": "DeepSpeed ZeRO3 deque error and an unreleased PEFT version bump are unrelated." }, { "left": "issue:45081", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer-related, but one is a Mistral regex patch crash and the other is XLMRobertaTokenizer passing the wrong type to Unigram." + "reason": "Both are tokenizer construction issues, but they affect different tokenizers and different failure causes." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Missing PyTorch ImportError and LayoutLMv3 box-clarity error are different issues with different failure surfaces." + "reason": "PyTorch import failure and LayoutLMv3 box-validation error are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "One is a multimodal video-input regression; the other is a long-context FA2 performance regression." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "FineGrainedFP8Config loading failure is unrelated to CLIPTokenizer max_length behavior." + "reason": "FineGrainedFP8Config failure and CLIP tokenizer max_length are unrelated." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:44936", + "right": "issue:46821", "accept": false, - "reason": "Different regressions: video-input handling for several Qwen models vs a performance regression with FA2 long-context generation." + "reason": "Trainer evaluate/train lifecycle bug and TimesFM window_size attribute error are different code paths." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "CLIPTokenizer max_length misconfiguration is unrelated to multi-GPU device-map failure for YOLO." + "reason": "A tokenizer max-length quirk and a YOLO device-map loading problem are not duplicates." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key loading error and init_empty_weights argument mismatch are separate model-loading bugs." } ] }, @@ -7169,7 +7202,6 @@ "issue:44821", "issue:44849", "issue:44898", - "issue:44936", "issue:44964", "issue:44987", "issue:44991", @@ -7188,15 +7220,13 @@ "issue:46821" ], "soft_pairs": [ - "issue:44936|issue:46821", - "issue:43742|issue:44291", "issue:44062|issue:44991", - "issue:43452|issue:43582", - "issue:44849|issue:45701", "issue:42915|issue:43749", + "issue:44849|issue:45701", + "issue:43452|issue:43582", "issue:24643|issue:29159", - "issue:43577|issue:46512", "issue:27957|issue:28282", + "issue:43577|issue:46512", "issue:41720|issue:43540", "issue:43540|issue:44560", "issue:42175|issue:44488", @@ -7219,220 +7249,208 @@ "issue:43716|issue:46701", "issue:45405|issue:45600" ], - "prepared_review_unit_hash": "14fb6cbca52213a5c770d4889b85c09bd24dbebfd0cd94e7554e1b558d207bba", + "prepared_review_unit_hash": "5eaeeecb11691b8de04ddc1ff098c3b695f23259e704ccefd7a0e09fa654b3c1", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36678, - "estimated_input_tokens": 9170, - "estimated_eval_tokens": 18596 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35532, + "estimated_input_tokens": 8883, + "estimated_eval_tokens": 18022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated single-issue reports. The only likely duplicate pair is the Qwen2.5-VL video-input regression reports, where one issue is a broader umbrella and the other is a more specific symptom report.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 44479 is the broader umbrella report for the Qwen video-input regression family, covering multiple affected models and the same general code path.", + "summary": "This cluster is mostly a grab bag of distinct Transformers regressions across tokenization, model loading, dtype handling, vision/video, and trainer APIs. Only one soft pair looks like the same underlying bug family (Qwen video-input position-id regression).", + "confidence": 0.39, + "canonical_issue_reason": "Issue 44479 is the broadest concrete regression report in the set and best matches the only likely duplicate pair in the video-input/Qwen family.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the best representative issue here because it is the most general, highest-signal report among the near-duplicate Qwen video-input bugs.", + "best_issue_reason": "44479 is the best representative issue here: it has the clearest umbrella scope and the strongest chance of serving as the parent report for a mergeable duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44936", - "right": "issue:46821", - "accept": false, - "reason": "Unrelated failures: trainer lifecycle/evaluation bug vs TimesFM window_size AttributeError." - }, - { - "left": "issue:43742", - "right": "issue:44291", - "accept": false, - "reason": "Both are model-loading errors, but the concrete causes differ: missing key on MobileLLM-125M vs unexpected _is_hf_initialized arg in init_empty_weights." - }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Tokenizer-related, but not the same bug: AddedToken special-arg collision vs a specific tokenizer load failure for EMBEDDIA/est-roberta." + "reason": "Both are tokenizer-related, but one is an AddedToken argument collision and the other is a tokenizer load failure for a specific model; different failure modes and code paths." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Completely different subsystems: GGUF / from_pretrained loading vs Apple Silicon caching_allocator_warmup TypeError." + "reason": "Qwen3Moe FP8 config failure vs FSDP CPU RAM efficient loading breakage; same model ecosystem, but not the same bug." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Different problems: Qwen3.5 output_hidden_states behavior vs a broad tokenization-change report." + "reason": "One is a Qwen3.5 hidden_states bug, the other is a broad tokenizer-version regression; not the same concrete issue." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Different concrete failures: Qwen3-MoE FP8 config error vs FSDP CPU RAM efficient loading breakage." + "reason": "GGUF/from_pretrained loading breakage and Apple Silicon allocator warmup TypeError are unrelated." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight-shape error and slow/fast tokenizer inconsistency are unrelated." + "reason": "DeepSpeed training weight-shape RuntimeError vs slow/fast tokenizer inconsistency; different subsystems and root causes." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "Both involve dtype, but one is about model weights staying float32 while the other is stale config.dtype after from_config; not the same code-path bug." + "reason": "Flash Attention 2 with XLMRoberta and missing PyTorch import are separate dependency/features issues." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to an ImportError claiming PyTorch is missing." + "reason": "Both involve dtype handling, but one is about BLIP2 submodule dtypes staying float32 while the other is stale config metadata from from_config()." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different Qwen failures: cudaErrorAssert with auto device mapping vs video-input ValueError in Qwen3OmniMoe." + "reason": "Auto device mapping cudaErrorAssert on Qwen3 is unrelated to Qwen3OmniMoe video-input ValueError." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are Qwen video-input issues, but the symptoms and affected models differ; not enough evidence of the same underlying bug." + "reason": "Both are video-input failures, but they affect different model families and describe different code-path errors." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Packaging/backend dependency issue vs a model-loading failure for cjvt/sleng-bert; unrelated." + "reason": "Missing TensorFlow in the torch extra and failure to load a specific model are unrelated." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Both report the Qwen2.5-VL video-input regression in v5.3.0, with incorrect vision/position ids being the likely same underlying bug." + "reason": "These describe the same Qwen video-input regression family; 45381 is a specific manifestation of the broader 44479 bug in qwen2.5-vl positional IDs." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Unrelated: model-loading failure for physical-intelligence/fast vs list_repo_files needing revision forwarding." + "reason": "Loading a particular model on transformers>=5.1.0 and list_repo_files not forwarding revision are unrelated API regressions." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Different Qwen video bugs: one is a video processing ValueError in Qwen3OmniMoe, the other is a broader v5.3.0 regression across several Qwen video models." + "reason": "Qwen3OmniMoe video ValueError and the broader v5.3 video regression are in the same area, but the model families and reported failures differ too much to treat as one bug." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model issues, but one is zero probabilities in SigLIP2 and the other is Perceiver non-default resolution failure; distinct bugs." + "reason": "SIGLIP2 zero-probability outputs and Perceiver non-default resolution failures are distinct vision-model bugs." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token-count tracking and CustomTrainer compute_loss signature mismatch are unrelated training issues." + "reason": "TrainerState token accounting not updating and custom compute_loss signature breakage are different trainer regressions." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Model init with unexpected _is_hf_initialized argument is unrelated to loading AutoImageProcessor from a URL." + "reason": "init_empty_weights rejecting an unexpected argument and loading AutoImageProcessor from URL are unrelated." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both touch multimodal models, but one is a failed Janus test and the other is a Phi-4 multimodal load failure; not the same concrete defect." + "reason": "A failing janus test and inability to load Phi-4 multimodal instruct are different model-specific issues." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Different tokenizer regressions: add_special_tokens/BOS-EOS behavior vs LlamaTokenizer overriding ByteLevel pre-tokenizer." + "reason": "Both are tokenizer behavior regressions, but one is add_special_tokens/BOS-EOS handling and the other is LlamaTokenizer overriding byte-level pretokenization." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Unrelated model-specific issues: Qwen3 MOE weight conversion with accelerate+deepspeed vs Smollm3 RoPE layer selection." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and Smollm3 RoPE layer dropping are unrelated bugs." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "AddedToken special-arg duplication and Mistral regex patch crash are different tokenizer bugs." + "reason": "AddedToken special-argument duplication and Mistral regex patch crashing due to missing backend_tokenizer are different tokenizer failures." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image processor torchvision dependency regression is unrelated to the Mistral regex AttributeError." + "reason": "PIL backend unexpectedly requiring torchvision and a Mistral tokenizer regex crash are unrelated." }, { "left": "issue:43582", "right": "issue:46821", "accept": false, - "reason": "Apple Silicon allocator TypeError and TimesFM window_size AttributeError are unrelated." + "reason": "Apple Silicon allocator warmup TypeError and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Loading-key error for MobileLLM-125M and missing Float8 storage object are different failures." + "reason": "KeyError loading a specific model and missing Float8 storage class are different loading/serialization failures." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Different Qwen-related issues: Smollm3 RoPE layers vs Qwen3.5 apply_rotary_pos_emb registration crash." + "reason": "Smollm3 RoPE layer omission and Qwen3.5 kernel registration failure are separate model implementation bugs." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different model families and symptoms: Smollm3 RoPE-layer selection vs Qwen2.5-VL still-image temporal scaling." + "reason": "Both mention RoPE-related logic, but one is a model architecture issue and the other is Qwen2.5-VL video positional scaling; not the same bug." }, { "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 issue and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Different multimodal bugs: Mistral-3 image-preprocessor dtype mismatch vs DiffusionGemmaGenerationOutput pipeline breakage." + "reason": "Mistral-3 image-preprocessor dtype mismatch and DiffusionGemmaGenerationOutput pipeline failure are unrelated multimodal bugs." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Release/versioning problem for MIN_PEFT_VERSION is unrelated to stale auto_mappings references to removed configs." + "reason": "An unreleased peft version pin and stale auto_mappings references are unrelated CI/build issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays mostly conservative. The only accepted duplicate pair is supported by strong title-level similarity, and the rejected pairs are explained with reasonable, non-overstated distinctions. I don\u2019t see any soft-edge verdict that clearly overclaims beyond the available evidence." + "feedback": "The summary is well grounded in the packet and stays conservative overall. The chosen representative issue (44479) is a reasonable umbrella for the only clearly overlapping soft pair, and the other soft-edge rejections are appropriately cautious given the differing model families/failure modes. No major overstatement beyond what the titles support." }, "evaluator_used": true, "retried": false, @@ -7503,10 +7521,10 @@ ], "soft_pairs": [ "issue:44737|issue:46463", - "issue:45823|issue:46463", "issue:43906|issue:46693", - "issue:43577|issue:45072", + "issue:45823|issue:46463", "issue:44568|issue:46491", + "issue:43577|issue:45072", "issue:45672|issue:45674", "issue:24643|issue:29870", "issue:43906|issue:46468", @@ -7514,222 +7532,219 @@ "issue:43540|issue:46693", "issue:43452|issue:44488", "issue:43697|issue:46829", - "issue:45663|issue:46846", "issue:28282|issue:32090", - "issue:46463|issue:46899", + "issue:45663|issue:46846", "issue:44913|issue:46121", "issue:44737|issue:45588", "issue:43526|issue:45479", + "issue:46463|issue:46899", "issue:45357|issue:45920", "issue:43697|issue:45216", - "issue:43643|issue:45375", - "issue:43720|issue:44898", "issue:44466|issue:45005", + "issue:43643|issue:45375", "issue:41762|issue:44936", - "issue:45200|issue:46463", + "issue:43720|issue:44898", "issue:44493|issue:46050", + "issue:45200|issue:46463", "issue:43688|issue:43749" ], - "prepared_review_unit_hash": "f83e686c2f5cda226286b8e211544753cb49c52acb21f67dee218580432c04d6", + "prepared_review_unit_hash": "03629da186aa0309f54cd0e28d00607ba61c6f6f8dbffe0b518cd6f1d864c5d6", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35910, - "estimated_input_tokens": 8978, - "estimated_eval_tokens": 18212 + "serialized_chars": 35916, + "estimated_input_tokens": 8979, + "estimated_eval_tokens": 18214 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated model-specific bugs. The only plausible duplicate/mergeable pair is the v5 tied-weights serialization regression affecting translation models.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 44466 is the most concrete and reproducible tied-weights report: it pinpoints inconsistent lm_head.weight serialization and the device-dependent behavior in v5/main.", + "summary": "This cluster is mostly a grab-bag of unrelated closed issues. None of the soft pairs are strong enough to treat as the same underlying bug; the closest thematic overlap is the tied-weights reports, but it is still too weak and broad to merge.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue cleanly represents the full set: the items span many unrelated bugs, and only a small subset is even thematically adjacent.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44466 is the best representative because it states the failure mode precisely and maps cleanly to a specific save/load code path.", + "best_issue_reason": "issue:45005 is the broadest and most umbrella-like report in the set (tied weights on translation models), so it is the best representative issue among the listed items, though it still does not cover the whole collection.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "Different bugs: XLNet CPU placement/performance issue vs T5 decoder-input validation/error-message problem." - }, - { - "left": "issue:45823", - "right": "issue:46463", - "accept": false, - "reason": "Different models and failure modes; Gemma4 device_map mismatch is unrelated to T5 decoder validation." + "reason": "Unrelated bugs: XLNet CPU placement/performance vs T5 decoder-input validation messaging." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "One is a reproduction issue, the other is a long-context FA2 performance regression; not the same concrete bug." + "reason": "One is an isolated reproduction of an old issue; the other is a FA2 long-context performance regression. Different failure modes." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "Both mention dtype issues, but they affect different models and code paths, so they are not the same bug." + "reason": "Gemma4 device-mismatch forward bug vs T5 decoder-input validation error; no shared code-path." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but the models and underlying behaviors differ completely." + "reason": "Different tokenizer regressions: special-token insertion vs CodeLlama leading-space round-trip." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different model families and different logic paths." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both involve 4-bit inference, but one is an unsafe dtype cast in Gemma4 multimodal embedders and the other is a BitsAndBytes skip-module exclusion bug." + "reason": "Both involve 4-bit inference, but the root causes differ: unsafe uint8/finfo casting vs skip-module handling clearing the lm_head exclusion." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training weight-shape error and Bart generate() UnboundLocalError are unrelated." + "reason": "Training DeepSpeed weight-shape error vs Bart generate unbound decoder_attention_mask; unrelated." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "Reproduction of an older issue and a broken Nemotron example are not the same underlying problem." + "reason": "Old reproduction issue vs broken Nemotron example; not the same bug." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both are config-related, but they describe different strict-loading/propagation failures in different models." + "reason": "Different config problems: num_labels propagation vs strict config rejecting granite_speech fields." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to FA2 long-context performance regression." + "reason": "Qwen3OmniMoe video-input processing error vs FA2 long-context performance regression." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both concern loading, but one is gguf_file API breakage and the other is a model-specific load failure; no clear shared code-path bug." + "reason": "Both are load failures, but one is about gguf_file handling in from_pretrained APIs and the other is a specific model-loading failure; no concrete shared fix path." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "Different model outputs/return objects; not the same defect." - }, - { - "left": "issue:45663", - "right": "issue:46846", - "accept": false, - "reason": "Gemma4 FSDP2 KeyError and Qwen3.5 TP-plan omissions are separate distributed-training issues." + "reason": "Different model regressions with different symptoms: RTDetrV2 output changes vs VideoPrism hidden_states misreporting." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch import detection failure is unrelated to Trainer/_gpu_broadcast_one NoneType handling." + "reason": "Missing-PyTorch ImportError vs Trainer/_gpu_broadcast_one NoneType TypeError; unrelated." }, { - "left": "issue:46463", - "right": "issue:46899", + "left": "issue:45663", + "right": "issue:46846", "accept": false, - "reason": "T5 decoder validation messaging and Gemma4 4-bit multimodal dtype casting are unrelated." + "reason": "Different distributed-training bugs: Gemma4 shared_kv_states construction vs Qwen3.5 tensor-parallel plan omissions." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both touch rope/config handling, but one is a reload-default regression and the other is a JSON-list type error in validation; not the same bug." + "reason": "Both touch rope/config handling, but one is config reload of rotary_pct and the other is a TypeError in convert_rope_params_to_dict." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU arange issue and flash_attention s_aux=None crash are separate code paths." + "reason": "XLNet CPU arange placement bug vs flash_attention crash on s_aux=None; unrelated." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Label reduction bug and single-label-classification zero-loss bug are different classification issues." + "reason": "BeitImageProcessorFast reduce_labels bug vs sequence-classification zero-loss behavior; different components and symptoms." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder validation error message vs Gemma4 multimodal 4-bit dtype-cast bug; unrelated." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 save_pretrained key regression and AutoTokenizer token-id regression are unrelated." + "reason": "Qwen3.5 save_pretrained key serialization bug vs AutoTokenizer token-ID regression; different code paths." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 checkpoint save regression are unrelated." + "reason": "RTDetrV2 inference-output regression vs Qwen3.5 checkpoint save_pretrained regression; unrelated." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "Both involve config fields, but they describe different missing-field mechanisms and different models." + "reason": "Both mention tied weights, but one is a device-dependent lm_head.weight serialization issue and the other is a broader translation-model tied-weights report; not enough evidence of the same concrete bug." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver positional interpolation are unrelated." - }, - { - "left": "issue:44466", - "right": "issue:45005", - "accept": true, - "reason": "Both are v5 tied-weights regressions around save/load serialization; they plausibly share the same underlying lm_head/tied-weights code path." + "reason": "Both involve missing config fields, but they arise from different mechanisms and different model families." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "ZeRO-3 load-time index error and trainer.evaluate() after train() failure are unrelated." + "reason": "Gemma3 ZeRO-3 load-time index error vs trainer.evaluate() failing after train; different failures." }, { - "left": "issue:45200", - "right": "issue:46463", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "mm_token_type_ids defaulting issue is unrelated to T5 decoder validation." + "reason": "BitNet packed-weight loading bug vs Perceiver interpolate_pos_encoding failure; unrelated." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected key errors with position ids and sinq save/load breakage are different serialization problems." + "reason": "Unexpected position-id keys vs sinq quantized save/load breakage; different serialization bugs." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting issue vs T5 decoder validation error; unrelated." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated training/runtime bugs." + "reason": "Auxiliary-loss normalization bug vs FSDP CPU RAM efficient loading breakage; different subsystems and symptoms." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays within the packet evidence: most pairs are clearly heterogeneous by model and failure mode, and the one accepted pair (44466/45005) is a conservative match based on both being v5 tied-weights save/load serialization regressions. No verdict overstates certainty." - }, - "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 }, @@ -7800,45 +7815,45 @@ "issue:44361|issue:44442", "issue:43653|issue:44361", "issue:43452|issue:44843", - "issue:43761|issue:46829", "issue:43819|issue:44811", "issue:43994|issue:44898", + "issue:43761|issue:46829", "issue:45372|issue:46170", "issue:44857|issue:47000", "issue:43531|issue:43742", - "issue:46832|issue:46932", "issue:43525|issue:46701", + "issue:46832|issue:46932", "issue:45542|issue:46178", - "issue:29159|issue:33357", - "issue:43295|issue:45356", "issue:43688|issue:45704", - "issue:43653|issue:44568", + "issue:29159|issue:33357", "issue:43688|issue:45701", + "issue:43653|issue:44568", + "issue:43295|issue:45356", "issue:43646|issue:43749", "issue:43756|issue:46402", - "issue:44464|issue:44743", "issue:43452|issue:43577", - "issue:43761|issue:47013", - "issue:42898|issue:46491", + "issue:44464|issue:44743", "issue:44843|issue:44991", "issue:43653|issue:43927", + "issue:42898|issue:46491", "issue:44479|issue:44625", - "issue:44821|issue:46821" + "issue:44821|issue:46821", + "issue:43761|issue:47013" ], - "prepared_review_unit_hash": "4cf0d943167eb5426c59597c875182cbcbc5b0824433b011b5231ff887e0bae2", + "prepared_review_unit_hash": "c6f3b101218dcd35711c876e56d5f2a9b65722ddf8ddab035cbe20451f68307e", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36300, + "serialized_chars": 36297, "estimated_input_tokens": 9075, "estimated_eval_tokens": 18406 }, @@ -7847,180 +7862,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose tokenizer/model-regression grab bag rather than a duplicate set. The strongest theme is version-related tokenizer behavior changes, but the soft pairs usually point to different models, different code paths, or unrelated backend/loading failures.", - "confidence": 0.79, - "canonical_issue_reason": "Issue #45701 is the broadest, most central representative of the tokenizer-regression theme and has the most cross-version context, but it is not a true duplicate of the rest of the cluster.", + "summary": "This cluster is heterogeneous: mostly unrelated regressions across tokenizers, model loading, config propagation, vision/audio models, and generation paths. None of the soft pairs look like the same underlying bug, so I would not merge any of them as duplicates.", + "confidence": 0.43, + "canonical_issue_reason": "If one issue must stand in for the cluster, issue #45701 is the broadest tokenizer-regression report and the closest umbrella to the recurring tokenization complaints here, though the overall set is still too diverse to treat as one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45701 is the best single cluster representative because it captures the broad version-driven tokenization behavior changes that several neighboring reports resemble, even though the cluster overall is not one bug.", + "best_issue_reason": "Issue #45701 is the best single representative because it describes a broad version-dependent tokenization change, which is the closest match to the general theme among these issues. It is still only a loose representative, not a true duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Different failures: SigLIP zero-probabilities vs processor/tokenizer image-handling regression." + "reason": "Different models and failure modes: SIGLIP2 zero probabilities vs processor.tokenizer/image-input regression." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both are AutoTokenizer-related, but the affected tokenizers and errors are different and not the same bug." + "reason": "Different tokenizer paths: MLukeTokenizer AttributeError vs AutoTokenizer loading FastSpeech2ConformerTokenizer." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token decode bug is unrelated to MLukeTokenizer attribute errors." + "reason": "BigBirdTokenizer special-token decode bug is unrelated to MLukeTokenizer task AttributeError." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both involve tokenizer loading, but one is gguf/from_pretrained support and the other is an offline regex-patching bug." - }, - { - "left": "issue:43761", - "right": "issue:46829", - "accept": false, - "reason": "Both mention hidden_states/output fields, but they affect different model families and different output miswiring." + "reason": "Different loader bugs: gguf_file breaks from_pretrained vs unconditional model_info() call in Mistral regex patch." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Different code paths: DAC.from_latents / STE mismatch vs Whisper batch_decode skip_special_tokens being ignored." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model bugs: SigLIP pipeline output quality vs Perceiver interpolation failure." + "reason": "Both are vision-model issues, but the models and root causes differ: SigLIP2 nonsensical outputs vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but CLIPVisionModel regression and VideoPrism output mix-up are different architectures and bugs." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma processor import breakage is unrelated to Windows/ROCm distributed-import errors." + "reason": "Gemma processor ImportError and Windows ROCm torch.distributed dependency error are unrelated environment/dependency failures." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Different detection losses and different crash modes; not the same underlying bug." + "reason": "Different DETR losses and failure causes: float16 AMP crash vs infeasible cost matrix." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and MobileLLM loading key error are distinct issues." + "reason": "Qwen3-MoE sliding_window bug and MobileLLM key error are different model/config issues." }, { - "left": "issue:46832", - "right": "issue:46932", + "left": "issue:43525", + "right": "issue:46701", "accept": false, - "reason": "RT-DETR backbone feature-level mismatch is unrelated to Gemma4 dtype casting for quantized embedders." + "reason": "Llama4Config missing pad_token_id is unrelated to DiffusionGemmaGenerationOutput pipeline failure." }, { - "left": "issue:43525", - "right": "issue:46701", + "left": "issue:46832", + "right": "issue:46932", "accept": false, - "reason": "Llama4 config attribute error is unrelated to DiffusionGemma pipeline failure." + "reason": "RT-DETR forward shape/type error and Gemma4 quantized embedder dtype casting are different problems." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both are backend-mapping problems, but they concern different missing/incorrect backends and different code paths." + "reason": "Both concern backend handling, but tensorboard-without-TF and tensorflow_text backend mapping errors are distinct." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Tokenizer consistency issue vs MacOS bus error on a CLIP model; no shared underlying bug." + "reason": "Aux-loss normalization in OLMoE/GPT Oss is unrelated to T5's apex.FusedRMSNorm memory leak." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Both are regressions, but one is processor.tokenizer/image passing and the other is Kimi-K2.5 codec/regex handling." + "reason": "Slow-vs-fast tokenizer inconsistency and MacOS CLIP bus error are unrelated." }, { "left": "issue:43688", - "right": "issue:45704", + "right": "issue:45701", "accept": false, - "reason": "Auxiliary-loss normalization and T5 RMSNorm memory leak are unrelated model implementation bugs." + "reason": "Aux-loss normalization and version-dependent tokenization changes are different parts of the stack." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer special-token issues, but they affect different tokenizers and different special-token behaviors." + "reason": "BigBird mask-token special-token bug is unrelated to mdeberta BOS/EOS not being added." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "OLMoE/GPT Oss loss normalization is unrelated to tokenizer version-dependent behavior changes." + "reason": "Processor.tokenizer/image regression and Kimi-K2.5 tokenizer codec/fix_mistral_regex warning are different tokenizer bugs." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization regression and FSDP CPU RAM efficient loading breakage are separate problems." + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different regression classes." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch is unrelated to Sam3 text-encoder weights not loading." - }, - { - "left": "issue:44464", - "right": "issue:44743", - "accept": false, - "reason": "Chunked-generation compilation inconsistency and xLSTM recurrent-state reset are different generation/state bugs." + "reason": "Smollm3 RoPE-layer selection issue is unrelated to Sam3Model text-encoder weights not loading." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf loading breakage is unrelated to Blip2 dtype propagation not affecting qformer/model dtype." - }, - { - "left": "issue:43761", - "right": "issue:47013", - "accept": false, - "reason": "Both involve model outputs/state handling, but they are different architectures and different failure mechanisms." + "reason": "gguf_file loading breakage and Blip2 dtype propagation are unrelated." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Both are tokenizer regressions, but one is a global cleanup behavior change and the other is a CodeLlama leading-space round-trip bug." + "reason": "Chunked generation inconsistency with compiled forward and recurrent-state reset are different generation/state bugs." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline model_info regression is not the same as est-roberta tokenizer loading failure." + "reason": "Offline mistral-regex model_info call and tokenizer load failure for EMBEDDIA/est-roberta are different loading issues." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Special-token registration bug in BigBird is unrelated to DiaConfig losing custom token IDs after save/load." + "reason": "BigBird special-token registration and DiaConfig losing custom token IDs are different token/config persistence problems." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Generic clean_up_tokenization_spaces v5 behavior change and CodeLlama leading-space regression are related only at a very broad tokenization level." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression across Qwen variants is unrelated to num_labels propagation in Qwen3.5." + "reason": "Video-input regression for Qwen variants and num_labels propagation in Qwen3.5 are separate model bugs." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are different subsystems." + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and xLSTM return_last_states crash are different model-output contract bugs." } ] }, @@ -8099,16 +8114,16 @@ "issue:32090|issue:33666", "issue:44466|issue:46050", "issue:43688|issue:45440", - "issue:44734|issue:46612", "issue:44977|issue:46693", + "issue:44734|issue:46612", "issue:41720|issue:44464", "issue:44464|issue:44977", "issue:43504|issue:43550", - "issue:43504|issue:43720", "issue:43278|issue:43688", + "issue:43504|issue:43720", "issue:33666|issue:36331", - "issue:45491|issue:46002", "issue:43782|issue:46693", + "issue:45491|issue:46002", "issue:43262|issue:43295", "issue:43611|issue:46846", "issue:43577|issue:44554", @@ -8122,24 +8137,24 @@ "issue:43720|issue:44361", "issue:44625|issue:45584", "issue:43493|issue:43825", - "issue:44977|issue:46209", "issue:44554|issue:46365", + "issue:44977|issue:46209", "issue:45823|issue:46050" ], - "prepared_review_unit_hash": "7a145f5d8867d3266ca17b222e9c8b77fe8e1a08776fc0ce4e823969f4707463", + "prepared_review_unit_hash": "1cfa1115b32199a542c2ee5a663f79c39e1e5b18f100df34d2e73ea5dd1ed5ba", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37138, + "serialized_chars": 37140, "estimated_input_tokens": 9285, "estimated_eval_tokens": 18826 }, @@ -8148,198 +8163,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is not a real duplicate set: the issues span many unrelated models, config/load paths, generation bugs, and trainer regressions. The soft links are mostly title-level similarity and should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The soft links are mostly superficial semantic overlaps across unrelated bugs/subsystems. I would not merge any of the proposed pairs; there is no clear single canonical duplicate set here.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue emerges: the items span distinct trainer, config, loading, generation, processor, and device-mapping bugs, so collapsing them into one issue would be inaccurate.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If one issue must be picked as the most self-contained representative, issue 44514 is the clearest repro-style bug report, but it still does not serve as a cluster-wide duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated failure modes." + "reason": "Different failures: multi-GPU Qwen2-VL training vs GenerationMixin import regression." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained sharding behavior and AutoProcessor cached_file kwargs forwarding are different code paths." + "reason": "Unrelated save_pretrained shard-size question vs AutoProcessor kwargs forwarding bug." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is not the same as a broad multi-GPU training support issue." + "reason": "Trainer NoneType broadcast error vs general Qwen2-VL multi-GPU training discussion." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both involve save/load, but one is tied-weight serialization and the other is quantized sinq restoration." + "reason": "Different save/serialization problems: device-dependent lm_head serialization vs quantized sinq save/load breakage." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Aux-loss normalization in OLMoE/GPT Oss and DeepseekV3MoE divergence are distinct model bugs." + "reason": "Aux-loss normalization bug vs native DeepseekV3MoE implementation divergence." }, { - "left": "issue:44734", - "right": "issue:46612", + "left": "issue:44977", + "right": "issue:46693", "accept": false, - "reason": "KV-cache continuation indexing and beam-search cache reorder skipping are different generation bugs." + "reason": "Both involve Qwen3.5/FA2, but one is a generation correctness bug and the other is a long-context performance regression." }, { - "left": "issue:44977", - "right": "issue:46693", + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "A model-specific flash-attention generation bug is not the same as a long-context performance regression." + "reason": "Different generation cache bugs: serve KV continuation indexing vs beam-search reorder omission for specific model families." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Auto device mapping cuda assert and compiled chunked-generation inconsistency are unrelated." + "reason": "CUDA assert under auto device mapping is unrelated to compiled-forward chunked generation inconsistency." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Different symptoms and paths: compiled forward inconsistency vs Qwen3.5 flash-attention generation failure." + "reason": "Different code paths and symptoms: compiled generation drift vs flash-attention generation failure." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Beit legacy-field loading and Bamba torch.compile SDPA failure do not share the same underlying bug." + "reason": "Legacy-field model loading failure vs torch.compile+SDPA execution bug." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Legacy preset loading and packed-weight accelerate loading are separate model-loading issues." + "reason": "BF16/FP32 dtype mismatch during eval is unrelated to auxiliary-loss normalization." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Embedding dtype drift and auxiliary-loss normalization are unrelated." + "reason": "Both are loading-related, but they target different model families and different root causes." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Trainer multi-GPU training and the num_items_in_batch callback signature error are not the same bug." + "reason": "Multi-GPU training issue vs Trainer compute_loss signature mismatch." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43782", + "right": "issue:46693", "accept": false, - "reason": "Both mention NaNs, but the affected modules and triggers differ completely." + "reason": "Qwen3VL weight_only load failure is not the same as the FA2 long-context performance regression." }, { - "left": "issue:43782", - "right": "issue:46693", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Qwen3VL weight_only load failure and FA2 long-context slowdown are unrelated." + "reason": "Different NaN sources: sliding-window attention on GPU vs classification-head init/checkpoint NaNs." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio processor sampling-rate defaulting and processor.tokenizer/image regression are different processor bugs." + "reason": "Chat-template sampling-rate default bug vs processor.tokenizer/image-passing regression." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "base_model_prefix loading breakage and missing Qwen3.5 TP plan entries are unrelated." + "reason": "base_model_prefix loading regression vs missing TP-plan entries for Qwen3.5." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype propagation and an MPS attention correctness issue do not match." + "reason": "Model dtype not propagating in BLIP2 is unrelated to the MPS attention correctness issue." }, { "left": "issue:43720", - "right": "issue:44361", + "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + "reason": "BitNet accelerate-loading bug and DiaConfig token-ID loss are different model/config problems." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both touch chat templates, but batched padding=False crashes and tool-call assistant content handling are different problems." + "reason": "Same API area, but different failures and triggers: batched padding=False crash vs assistant-tool-call/no-content crash." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU-offload device mismatch and DiaConfig token ID persistence are unrelated." + "reason": "CPU offload device mismatch is unrelated to DiaConfig losing custom token IDs on save/load." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Beit legacy field loading and OmDet-Turbo processor image-size mismatch are distinct bugs." + "reason": "Legacy field loading bug vs processor output size mismatch for OmDet-Turbo." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "trust_remote_code missing fields and removal of is_torch_fx_available are different v5 regressions." + "reason": "Different trust_remote_code breakages: missing returned config fields vs removed is_torch_fx_available dependency." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are missing padding-related config fields, but they affect different models and config names." + "reason": "Similar theme, but different configs and fields: pad_token_id vs pad_token_idx." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal load failure and an unreleased PEFT version bump are unrelated." + "reason": "Model loading regression vs release/versioning issue for MIN_PEFT_VERSION." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Packed-weight accelerate loading and tokenizer task AttributeError are unrelated." + "reason": "BitNet packed-weight loading issue and MLukeTokenizer AttributeError are unrelated." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "num_labels propagation and Whisper empty-transcription generation are different subsystems." + "reason": "Qwen3.5 num_labels propagation bug is unrelated to Whisper empty-transcription handling." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 HF/JAX mismatch and pipeline translation-task messaging are unrelated." + "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-task message regression." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "Flash-attention generation failure and FP8 B200 inference failure are different hardware/model issues." + "reason": "MPS attention correctness bug vs import failure caused by datasets shadowing Trainer imports." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "MPS attention correctness and Trainer import failure due to datasets are unrelated." + "reason": "Qwen3.5 flash-attention generation bug and FP8 B200 inference failure are different defects." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device-map mismatch and sinq quantized save/load breakage are different bugs." + "reason": "Gemma4 device-mapping mismatch and sinq quantized save/load corruption are different bugs." } ] }, @@ -8415,243 +8430,213 @@ "soft_pairs": [ "issue:43452|issue:44451", "issue:28218|issue:33357", - "issue:42796|issue:44977", "issue:43994|issue:46192", "issue:39692|issue:43295", + "issue:42796|issue:44977", "issue:43493|issue:43844", "issue:43278|issue:43844", "issue:44849|issue:46209", - "issue:46209|issue:46710", "issue:43646|issue:44466", + "issue:46209|issue:46710", "issue:44568|issue:46489", "issue:43278|issue:43701", "issue:33357|issue:33666", "issue:44568|issue:45812", "issue:44792|issue:45405", - "issue:43927|issue:44361", - "issue:43824|issue:44589", "issue:44849|issue:45357", + "issue:43824|issue:44589", + "issue:43927|issue:44361", "issue:43575|issue:45405", "issue:44488|issue:44843", - "issue:46821|issue:46832", "issue:43572|issue:44291", - "issue:43334|issue:45759", - "issue:43504|issue:43606", + "issue:46821|issue:46832", "issue:44589|issue:45520", + "issue:43504|issue:43606", + "issue:43334|issue:45759", "issue:45245|issue:46710", - "issue:43334|issue:43572", - "issue:43257|issue:43299", "issue:44493|issue:46285", + "issue:43257|issue:43299", + "issue:43334|issue:43572", "issue:43504|issue:43653" ], - "prepared_review_unit_hash": "db30cae35b35cda93f3c33a8cb6501ada8f3a4fbaf72d4bd5d9bbba2cfebeaee", + "prepared_review_unit_hash": "6abc726966639639d8eb243f698c7eec7802763bfc0f3ef9f0db1e5f6d6d5c4b", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36855, - "estimated_input_tokens": 9214, - "estimated_eval_tokens": 18684 + "serialized_chars": 36858, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated tokenizer, model-loading, multimodal, training, or documentation bugs, so the proposed soft edges do not look like true duplicates of the same underlying issue.", + "summary": "This cluster is highly heterogeneous: most items describe unrelated tokenizer, model-loading, training, or CI regressions, and none of the soft pairs look like true duplicates on title/description evidence alone.", "confidence": 0.9, - "canonical_issue_reason": "No single issue is a safe canonical here; the cluster spans multiple unrelated failure modes rather than one duplicate bug.", + "canonical_issue_reason": "No canonical issue: the set is too mixed, and the soft pairs do not point to a single underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative because the reports cover different model families and different code paths.", + "best_issue_reason": "Issue 43646 is the broadest regression title in the set, but it is still too generic and not a safe representative for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and likely different root causes." + "reason": "Different failures: `gguf_file` breaks tokenizer/model loading, while `cjvt/sleng-bert` is a model-specific load failure." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing behavior and a MacOS bus error in CLIP are unrelated bugs." - }, - { - "left": "issue:42796", - "right": "issue:44977", - "accept": false, - "reason": "One is a tokenizer/BPE marker issue; the other is a Qwen3.5 flash-attention generation bug." + "reason": "Tokenizer spacing bug vs MacOS bus error; unrelated." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 wrong outputs and ignored return_tensors are different API failures." + "reason": "SigLIP2 output quality vs `return_tensors` precedence; different code paths." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Both mention multimodal processors, but one is a documentation/example problem and the other is a regression in processor/tokenizer access." + "reason": "Doc/example mistakes vs runtime regression in `processor.tokenizer` access." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE marker handling vs Qwen3.5 flash-attention generation." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient growth are different technical problems." + "reason": "SigLIP2 implementation mismatch vs ZeRO-3 gradient growth." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "A dtype mismatch in evaluation is not the same as the ZeRO-3 gradient regression." + "reason": "Training/eval dtype drift vs DeepSpeed gradient regression; not the same bug." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 hidden-state behavior and FP8 inference on B200 are unrelated." - }, - { - "left": "issue:46209", - "right": "issue:46710", - "accept": false, - "reason": "FP8/B200 inference failure and DeepSeek accuracy regression are different symptoms and code paths." + "reason": "Hidden-state regression vs FP8/B200 inference failure." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage is distinct from serialization of lm_head.weight." - }, - { - "left": "issue:44568", - "right": "issue:46489", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different tokenization behavior." - }, - { - "left": "issue:43278", - "right": "issue:43701", - "accept": false, - "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." + "reason": "Generic init breakage vs tied-weight serialization inconsistency." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "A CLIP bus error on MacOS is not the same as Qwen2-VL multi-GPU training support." + "reason": "Different symptoms and models: FP8 inference failure vs accuracy regression." }, { "left": "issue:44568", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but the concrete model, symptom, and failure mode differ." - }, - { - "left": "issue:44792", - "right": "issue:45405", - "accept": false, - "reason": "A janus image-generation test failure is unrelated to a PEFT version pin issue." - }, - { - "left": "issue:43927", - "right": "issue:44361", + "right": "issue:46489", "accept": false, - "reason": "Custom token ID persistence and MLukeTokenizer task AttributeError do not share the same bug." + "reason": "Both are tokenizer regressions, but they affect different models and appear to stem from different behavior changes." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "An import error for Qwen2.5-VL and a Float8 storage TypeError are different failures." + "reason": "Missing class import vs missing Float8 storage type." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Both involve Qwen3.5, but hidden states and saved visual encoder keys are separate bugs." + "reason": "Config save/load corruption vs tokenizer AttributeError." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "TP OOM on a Qwen2 model and an unreleased PEFT requirement are unrelated." + "reason": "OOM on tensor-parallel load vs dependency version bump." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "A specific model not loading and offline-mode model_info() access are different causes." + "reason": "Model load failure vs offline-mode hub call in tokenizer regex patch." }, { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "TimesFM window_size AttributeError and RT-DETR forward shape/level mismatch are unrelated." + "reason": "Missing config field vs `init_empty_weights` argument mismatch." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and unexpected _is_hf_initialized in init_empty_weights are different config/init issues." + "reason": "TimesFM `window_size` AttributeError vs RT-DETR feature-level TypeError." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Both touch Qwen multimodal configs, but they fail in different places and are not the same underlying bug." + "reason": "Float8 storage lookup vs flash_attn import key on Python 3.13." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "A legacy field preventing Beit loading is unrelated to a CPU offload device mismatch." + "reason": "Pretrained preset legacy field vs CPU offload device mismatch." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Float8 storage lookup failure and flash_attn import_utils KeyError are unrelated compatibility bugs." + "reason": "Both are Qwen multimodal config issues, but one is missing `pad_token_id` and the other fails to unwrap `text_config`." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "The category limit RuntimeError and the DeepSeek accuracy regression are not the same issue." + "reason": "Category-count runtime error vs DeepSeek accuracy regression." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Different configs, different missing fields, and different model families." + "reason": "Unexpected `position_id` keys vs CLIP text model structure mismatch." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both are Qwen MOE-related, but one is weight conversion with accelerate/deepspeed and the other is multimodal model loading." + "reason": "Both are Qwen MoE-related, but they affect different load paths and report different failures." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Unexpected position-id keys and CLIP text-model structure changes are different regressions." + "reason": "Different missing fields in unrelated configs (`pad_token_id` vs `pad_token_idx`)." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Beit legacy-field loading and BigBirdTokenizer special-token handling are unrelated." + "reason": "Legacy-field load bug vs tokenizer special-token registration bug." } ] }, @@ -8727,44 +8712,44 @@ "issue:43606|issue:44112", "issue:46399|issue:46846", "issue:45072|issue:46832", - "issue:44464|issue:46424", "issue:43873|issue:46050", + "issue:44464|issue:46424", "issue:43844|issue:44964", "issue:43994|issue:44493", - "issue:43937|issue:46701", "issue:45588|issue:46050", - "issue:44869|issue:46752", - "issue:45200|issue:45229", "issue:45229|issue:45823", + "issue:45200|issue:45229", "issue:29159|issue:32090", + "issue:44869|issue:46752", "issue:29942|issue:30333", "issue:42490|issue:43696", + "issue:43937|issue:46701", "issue:45084|issue:45520", "issue:28218|issue:34567", "issue:43065|issue:46369", "issue:15354|issue:38175", "issue:44554|issue:45446", - "issue:44977|issue:46701", "issue:43493|issue:43701", "issue:41720|issue:46710", "issue:44423|issue:44734", + "issue:44977|issue:46701", "issue:37428|issue:43957", "issue:44977|issue:46710" ], - "prepared_review_unit_hash": "bc03b9e692e4e0ac16c6655debccb5b335b7c1ab33346f560568eb58bc88f2e7", + "prepared_review_unit_hash": "65acc841ac6a8479a3c2163d1a37d3dd7fa28699490377f7dd2e09cd865d1c13", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34907, + "serialized_chars": 34905, "estimated_input_tokens": 8727, "estimated_eval_tokens": 17710 }, @@ -8773,102 +8758,108 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated single-issue reports across tokenizer, loading, attention, serving, quantization, and training paths. None of the soft pairs look like the same underlying bug or mergeable change, so I would keep them all separate.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43957 is the best canonical issue candidate because it describes a concrete, reproducible loading regression (`torch.device('meta')`) with multiple affected models and a clear failure mode.", + "summary": "This is a heterogeneous set of mostly unrelated bug reports. Although several items share broad subsystems (flash attention, quantization, Qwen/Gemma, tokenizer), none of the soft pairs look like the same concrete underlying bug or change, so I would not deduplicate any of them.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43957 is the strongest standalone bug report here: broad but specific, clearly scoped to model loading, and easy to understand/reproduce.", + "best_issue_reason": "issue:43873 is the most central/open issue in the set by activity and inbound references, but the overall collection is too mixed to treat it as a true duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both mention device-related failures, but one is a CPU-offload mismatch in Bark and the other is a GraniteSpeech CI test regression; different models and different code paths." + "reason": "Different subsystems and failures: CPU offload device mismatch vs a stale CI override test." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a kernel registration/decorator crash and the other is missing TP-plan entries causing OOM/shape errors; not the same bug." + "reason": "Both involve Qwen3.5, but one is a missing decorator/registration crash and the other is a tensor-parallel plan omission causing OOM/shape errors." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "These are unrelated failures: dtype mismatches in SwitchTransformers/TimmWrapperModel versus RT-DETR feature-level handling in forward." + "reason": "Unrelated models and code paths: bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel vs RT-DETR forward feature-level mismatch." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "One is inconsistent outputs with compiled forward during chunked generation; the other is cache-length config behavior for quantized cache only." + "reason": "Both touch quantization, but one is offloading behavior and the other is save/load breakage after sinq quantization." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Both involve quantization/offloading, but one is about offloading behavior and the other about save/load breakage after sinq quantization; different underlying problems." + "reason": "Different cache/generation problems; no evidence they share the same failing path." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Training instability with ZeRO-3 is unrelated to a model-loading failure for Phi-4 multimodal on latest transformers." + "reason": "Training-gradient anomaly under ZeRO-3 is unrelated to a model-loading regression for Phi-4 multimodal." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 output nonsense and unexpected `position_id` keys point to different model/config bugs, not the same issue." - }, - { - "left": "issue:43937", - "right": "issue:46701", - "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 is unrelated to DiffusionGemma pipeline output handling." + "reason": "Both are correctness regressions, but one is SigLIP2 output quality and the other is a broad key/position-id issue." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "A flash-attention sink-less-model crash is a different code path from quantized model save/load corruption." + "reason": "Flash-attention sinkless-model crash is unrelated to quantization save/load corruption." }, { - "left": "issue:44869", - "right": "issue:46752", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Whisper timestamp decoding crash and empty-list chat template crash are both input-validation issues, but they affect different components and triggers." + "reason": "Same Gemma4 family, but one is multi-GPU OOM and the other is a device_map forward mismatch." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "One is a missing default for `mm_token_type_ids`; the other is a multi-GPU OOM on Gemma4. Same family, different bug." + "reason": "Text-only mm_token_type_ids defaulting is unrelated to a multi-GPU inference OOM." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer inconsistency and `_gpu_broadcast_one` NoneType errors are not the same defect." + "reason": "Tokenizer slow/fast inconsistency is unrelated to a trainer GPU broadcast NoneType error." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding crash and empty-chat-template IndexError are different bugs." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 CI failures and MLflow job-finalization issues are unrelated." + "reason": "Flash Attention 2 test failures and MLflow failure-reporting are unrelated." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Import warning on trailing-slash local model paths is unrelated to a GPT-oss-20b CUDA OOM." + "reason": "Local-path import warning has no overlap with a GPT-oss CUDA OOM." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 is unrelated to DiffusionGemma pipeline output failure." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Non-template node compilation errors and a Python 3.13 flash_attn import KeyError are different failure classes." + "reason": "Template-node compilation error and Python 3.13 flash_attn import KeyError are different failure modes." }, { "left": "issue:28218", @@ -8880,55 +8871,55 @@ "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are different problems, even if they share a model family." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as a memory overflow in sam3-litetext." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + "reason": "TorchScript GeneratorExp export error and SigLIP2 zero-probability outputs are unrelated." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness with mismatched head dims and a PyTorch version check bug in flex_attention are separate issues." - }, - { - "left": "issue:44977", - "right": "issue:46701", - "accept": false, - "reason": "Qwen3.5 flash-attention generation failure is unrelated to DiffusionGemma pipeline breakage." + "reason": "MPS attention correctness with mismatched head dims is unrelated to a PyTorch version gate for AuxRequest import." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume-from-checkpoint key mismatch do not describe the same bug." + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to a resume_from_checkpoint key mismatch." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "CUDA assert during Qwen3 auto device mapping is unrelated to an accuracy regression after upgrading transformers." + "reason": "Qwen3 auto device-mapping CUDA assert and DeepSeek accuracy regression are different issues." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve-related, but one crashes on multimodal continuous batching and the other fails in KV-cache continuation with tensor indexing; different paths." + "reason": "Serve continuous-batching multimodal crash and KV-cache continuation indexing bug are distinct code paths." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to a DiffusionGemma pipeline failure." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Missing flash-attention helper import and `torch.device('meta')` model-loading regressions are distinct issues." + "reason": "flash_attention_utils import error and meta-device loading regressions are different problems." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Flash-attention generation failure and a post-upgrade accuracy regression are not the same underlying bug." + "reason": "Flash-attention generation malfunction is unrelated to a model accuracy regression after upgrade." } ] }, @@ -9014,33 +9005,33 @@ "issue:43295|issue:44610", "issue:43550|issue:43844", "issue:45520|issue:46178", - "issue:29870|issue:29942", - "issue:43450|issue:43575", "issue:45200|issue:45823", + "issue:29870|issue:29942", "issue:43572|issue:44987", + "issue:43450|issue:43575", "issue:37428|issue:43824", "issue:43232|issue:44849", "issue:42490|issue:43493", - "issue:39692|issue:46192", "issue:44521|issue:45290", + "issue:39692|issue:46192", "issue:44554|issue:45356", "issue:43295|issue:43493", "issue:45381|issue:46209", "issue:42915|issue:43824", "issue:44466|issue:45127", - "issue:44737|issue:46894", "issue:28218|issue:35141", + "issue:44737|issue:46894", "issue:43824|issue:43975", "issue:43278|issue:43856" ], - "prepared_review_unit_hash": "88ee001609e00239378b5a427ccd1f4e03a9df500c0d0683de58ce7188003d84", + "prepared_review_unit_hash": "161fc6728fea88e83e827d06cc944ff1d5a03b63c3ad6f196f74b1620394b404", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, @@ -9055,186 +9046,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous grab-bag of unrelated bug reports. The soft pairs mostly share only broad subsystem keywords (tokenizers, processors, multimodal models, imports, training), not the same concrete underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: these reports span unrelated failures across tokenization, generation, multimodal processing, imports, and training, so none safely represents the cluster.", + "summary": "The items are thematically loose but do not form a true duplicate cluster; the soft pairs mostly share only broad subsystem keywords (tokenizers, processors, multimodal, quantization) without the same concrete failure mode.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because the cluster is not centered on one defect; the overlaps are superficial rather than duplicate-level.", + "best_issue_reason": "issue:43873 has the strongest activity signals (discussion and inbound references) and is the best single representative of the set, though the overall group is heterogeneous.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4 processor attribute bug vs JSON-loaded rope-validation list; unrelated." + "reason": "Different failure modes: missing processor tokenizer attribute vs rope-validation TypeError on a JSON-loaded list." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both are processor-related, but one is a tokenizer/image regression and the other is video shape handling." + "reason": "Both involve processors, but one is a tokenizer/processor attribute regression and the other is a batched video-shape bug." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attn sinkless crash vs composite-config text_config unwrapping; different code paths." + "reason": "Unrelated code paths: flash-attention sinkless-model crash vs AutoModel text_config unwrapping for composite multimodal configs." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "BF16 dtype mismatch in inference vs Wav2Vec2 save/tokenization failure; unrelated." + "reason": "Different models and bugs: bfloat16 dtype mismatches in inference vs save_pretrained/tokenization failure." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input ValueError vs mm_token_type_ids default behavior; different multimodal bugs." + "reason": "Both are multimodal-related, but one is a Qwen video-processing ValueError and the other is a Gemma4 text-only mm_token_type_ids default issue." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor regression vs quantization offloading behavior; not the same bug." + "reason": "One is a processor API regression; the other is quantization/offloading behavior, not the same bug." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig vs TimesFM window_size AttributeError; unrelated." + "reason": "Config fields differ completely: missing pad_token_idx vs TimesFM window_size AttributeError." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "NER/padding tokenizer crash vs return_tensors precedence; different tokenizer issues." + "reason": "Both touch tokenizers, but one crashes on NER padding/truncation while the other silently ignores return_tensors with text_kwargs." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Device-mapping PLE mismatch vs return_tensors being ignored; unrelated." + "reason": "Different subsystems: Gemma4 device_map forward mismatch vs keyword-handling in processor/tokenizer argument forwarding." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Custom processor access regression vs OmDet processor output-size mismatch; different models." + "reason": "Processor-related, but the first is a missing tokenizer attribute and the second is an image-size mismatch for OmDet-Turbo." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile/SDPA failure vs ZeRO-3 gradient anomaly; different stack and symptom." + "reason": "Unrelated training/runtime issues: torch.compile with SDPA vs ZeRO-3 gradient inflation." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "flash_attn KeyError in import_utils vs tensorflow_text backend mapping error; unrelated." + "reason": "Both are import/backend lookup errors, but they affect different symbols and different mapping layers." }, { - "left": "issue:29870", - "right": "issue:29942", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Bart generate decoder mask bug vs Flash Attention 2 test failures; unrelated." + "reason": "Same model family, different concrete bugs: default mm_token_type_ids vs device placement under device_map=auto." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:29870", + "right": "issue:29942", "accept": false, - "reason": "Batched video shape bug vs tensor-parallel OOM; different problems." + "reason": "Generation-time decoder mask bug is unrelated to Flash Attention 2 test failures." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "Default multimodal token IDs vs PLE device mismatch; not the same defect." + "reason": "A missing config attribute is not the same as a versioned model-loading failure." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "StableLm config regression vs loading a specific model on transformers>=5.1.0; unrelated." + "reason": "Video processor shape handling and tensor-parallel OOM are different failure classes." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different import errors for different symbols/models; only superficial similarity." + "reason": "Both are import errors, but for different missing symbols in different modules." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "_update_model_kwargs generation bug vs Qwen3.5 hidden-states bug; unrelated." + "reason": "Generation kwargs sync issue is unrelated to the Qwen3.5 hidden-states bug." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path import warning vs SigLIP2 implementation discrepancy; unrelated." + "reason": "Local-path import warnings and SigLIP2 implementation discrepancies are unrelated." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Docs example errors vs return_tensors precedence bug; different scope." + "reason": "Both involve apply_chat_template, but one is assistant_mask generation and the other is a crash with tool-call messages." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Both involve apply_chat_template, but one is assistant masks and the other is tool-call crash." + "reason": "Documentation/model-processor mismatch and quantization example failures do not match a return_tensors forwarding bug." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness issue vs tokenizer codec regression; unrelated." + "reason": "Attention correctness on MPS and Kimi tokenizer codec handling are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Different multimodal issues: processor API regression vs SigLIP2 parity mismatch with JAX." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video position IDs vs FP8 inference support on B200; different stacks." + "reason": "Video position-id bug for Qwen2.5-VL is unrelated to FP8 inference on B200." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FineGrainedFP8 model failure vs Qwen2.5-VL import error; unrelated." + "reason": "Different model families and different import/runtime failures." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Tied-weight serialization inconsistency vs LoRA merge collapse after vocab extension; not one bug." + "reason": "Both mention tied weights, but one is inconsistent serialization and the other is LoRA merge collapse after vocab extension." }, { - "left": "issue:44737", - "right": "issue:46894", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "XLNet CPU arange performance bug vs CohereASR training-loss double-shift; unrelated." + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during resize." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:44737", + "right": "issue:46894", "accept": false, - "reason": "Extra space after added token vs output embedding reinitialized on resize; different mechanisms." + "reason": "CPU placement in XLNet positional encoding is unrelated to the CohereASR training-loss double-shift bug." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Import error for Qwen2.5-VL vs DeepSeek detokenization regression; unrelated." + "reason": "Importing a missing model class and incorrect detokenization are different bugs." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift in evaluation vs Qwen3 MoE training memory inefficiency; unrelated." + "reason": "Embedding dtype drift in evaluate and Qwen3 MoE memory inefficiency are different issues." } ] }, @@ -9258,8 +9255,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ - "issue:29942", - "issue:32090", "issue:37428", "issue:38175", "issue:41720", @@ -9282,6 +9277,7 @@ "issue:44112", "issue:44206", "issue:44442", + "issue:44479", "issue:44561", "issue:44610", "issue:44792", @@ -9308,8 +9304,8 @@ "issue:46932" ], "soft_pairs": [ - "issue:43452|issue:46512", "issue:43653|issue:44112", + "issue:43452|issue:46512", "issue:43950|issue:46285", "issue:43262|issue:43450", "issue:43334|issue:43525", @@ -9317,8 +9313,8 @@ "issue:45200|issue:46932", "issue:44442|issue:45198", "issue:44898|issue:45412", + "issue:44479|issue:46192", "issue:44792|issue:45563", - "issue:43526|issue:46192", "issue:45200|issue:45325", "issue:43819|issue:44112", "issue:43335|issue:43550", @@ -9328,225 +9324,218 @@ "issue:44610|issue:44857", "issue:43819|issue:45083", "issue:43388|issue:43526", - "issue:43606|issue:45083", "issue:44857|issue:45593", - "issue:46512|issue:46821", + "issue:43606|issue:45083", "issue:45759|issue:46285", "issue:44206|issue:45584", + "issue:46512|issue:46821", "issue:38175|issue:45412", - "issue:46424|issue:46858", "issue:37428|issue:43425", "issue:43335|issue:43653", - "issue:29942|issue:32090" + "issue:46424|issue:46858" ], - "prepared_review_unit_hash": "4072857c47ed31706366271e4d76572e33c18d73075175ab81d476f27f40fd0c", + "prepared_review_unit_hash": "39ffdf7b402dc77a10d242f28e231d36a0fd0b6eaa5d3ac70190fdde054a0e70", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37058, - "estimated_input_tokens": 9265, - "estimated_eval_tokens": 18786 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "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": "These are mostly unrelated issue reports across different models, helpers, and regression types; no soft pair looks like the same underlying bug with a mergeable shared fix.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43950 is the strongest canonical issue: it describes a concrete, cross-model regression in `from_pretrained()` with a clear failure mode and a broad code path.", + "summary": "This cluster is a grab bag of unrelated transformer bugs across different models, processors, configs, and docs. The soft pairs mostly share broad symptoms or wording patterns, but they do not appear to be the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best representative issue because it is specific, reproducible, and frames a general library regression rather than a model-specific edge case.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "`gguf_file` loading bugs and stale `config.dtype` are different failure modes in different code paths." + "reason": "Different problems: BigBirdTokenizer special-token decoding vs a stale GraniteSpeech CI device-override test." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "Tokenizer special-token registration and a GraniteSpeech CI device-override failure are unrelated." + "reason": "Unrelated: GGUF loading/tokenizer path failure vs from_config dtype bookkeeping." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "`from_pretrained()` buffer corruption and CLIP text-model structure inconsistency are distinct regressions." + "reason": "Both touch model internals, but one is non-persistent buffer loading corruption and the other is CLIP class structure inconsistency." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio `apply_chat_template()` sampling-rate defaults and batched video output shape bugs do not share the same code path." + "reason": "Different media pipelines: audio chat-template sample-rate default vs batched video shape handling." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention missing `pad_token_id`, but they affect different configs/models and likely different fixes." + "reason": "Same missing-attribute symptom, but on different model families with no evidence of a shared root cause." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Both concern Gemma4 multimodal inputs, but one is `mm_token_type_ids` defaults and the other is unsafe dtype casting in quantized embedders." + "reason": "Gemma 4 text-only token-type defaults vs quantized multimodal embedder dtype casting are distinct regressions." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "Related Gemma4 quantization area, but one is text-only token-type defaults while the other is a dtype-casting fix for vision/audio embedders." + "reason": "Related Gemma 4 area, but one is token-type IDs and the other is quantized vision/audio embedder casting." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Tokenizer loading failure and save/tokenization failure are different issues for different model families." + "reason": "Different tokenizer/model save-load failures in separate model families." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver image-size handling and RT-DETR memory release are unrelated bugs." + "reason": "Non-default image resolution handling vs memory release/GC behavior are unrelated." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:44479", + "right": "issue:46192", "accept": false, - "reason": "Janus image generation test failure and a stale `num_return_sequences` warning are not the same underlying problem." + "reason": "Video-input regression across Qwen variants vs return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:43526", - "right": "issue:46192", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "`reduce_labels` dropping labels and `return_tensors` being ignored are separate input-processing bugs." + "reason": "Janus image-generation test failure vs stale generate() warning; different code paths." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 token-type defaults and Qwen2.5-VL rope-index scaling affect different multimodal mechanisms." + "reason": "Different multimodal bugs: missing default token types vs Qwen2.5-VL rope index scaling." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent reconstruction mismatch and GraniteSpeech CI device override failures are unrelated." + "reason": "DAC latent reconstruction mismatch is unrelated to GraniteSpeech CI test staleness." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile/SDPA failures are different subsystems and fixes." + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile/SDPA failure are different subsystems." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Both involve device/hardware issues, but Qwen3 auto device mapping and FP8 B200 inference failures are not the same bug." + "reason": "Both are GPU-related, but Qwen3 auto device-map assert on A800 is not the same as FP8 inference on B200." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Each reports a missing helper symbol, but for different names and different compatibility breakages." + "reason": "Both involve missing utilities after API churn, but they reference different symbols and breakages." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues, but they refer to different pipeline APIs and different documentation mismatches." + "reason": "Both are docs issues, but they concern different pipeline docs and different deprecated parameters." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet processor image-size mismatch and LwDetr AMP/CUDA crashing are unrelated model bugs." + "reason": "Different failures: processor output size mismatch vs float16 AMP crash in a loss module." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent-path mismatch and qwen3_omni_moe feature-length helper behavior are different code paths." + "reason": "DAC from_latents/forward mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both concern labels, but one is metrics gathering for tuple labels and the other is BEiT Fast image processor label reduction." - }, - { - "left": "issue:43606", - "right": "issue:45083", - "accept": false, - "reason": "CPU offload device mismatch and a feature-length helper bug in qwen3_omni_moe are unrelated." + "reason": "Different label-handling bugs in different components; no shared implementation evidence." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP/CUDA loss crashes and missing auxiliary losses when denoising is off are different training behaviors." + "reason": "LwDetr AMP/CUDA crash vs D-FINE auxiliary-loss omission are separate training issues." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Stale `model.config.dtype` after `from_config()` is unrelated to `window_size` raising `AttributeError`." + "reason": "CPU offload device mismatch is unrelated to qwen3_omni_moe length calculation." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "`from_config()` unwrapping of composite Qwen configs and CLIP text-model structure changes are different issues." + "reason": "Multimodal config unwrapping for AutoModelForCausalLM is a different change than CLIP text-model structure drift." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported `center` argument in a feature extractor and Whisper empty-transcription failure after token alignment are unrelated." + "reason": "Audio feature-extractor center-arg crash vs Whisper empty-transcription failure after token alignment are not the same bug." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP and RT-DETR memory cleanup are not the same bug." + "reason": "Stale config dtype after from_config is unrelated to TimesFM window_size attribute errors." }, { - "left": "issue:46424", - "right": "issue:46858", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Cache `max_cache_length` handling and device-tensor seq-length arithmetic are related to cache code but describe different defects." + "reason": "Zero probabilities in SigLIP2 is unrelated to RT-DETR memory not being released." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "A flash-attention import failure and Torch 2.10 incompatibility are broad compatibility issues, not the same concrete bug." + "reason": "ImportError for a flash-attention helper is unrelated to a Torch 2.10 compatibility issue." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BigBird tokenizer special-token registration are unrelated." + "reason": "Sparse-layer creation bug vs tokenizer special-token registration bug are distinct." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` NoneType errors are separate test/runtime problems." + "reason": "Cache max length configuration only for quantized cache is different from device-tensor seq length breaking static-cache arithmetic." } ] }, @@ -9574,6 +9563,7 @@ "issue:28218", "issue:28282", "issue:29127", + "issue:29942", "issue:31501", "issue:32090", "issue:33357", @@ -9589,12 +9579,12 @@ "issue:43550", "issue:43606", "issue:43611", + "issue:43701", "issue:43720", "issue:43819", "issue:43825", "issue:43854", "issue:44112", - "issue:44206", "issue:44351", "issue:44448", "issue:44466", @@ -9612,7 +9602,6 @@ "issue:45520", "issue:45588", "issue:45593", - "issue:45823", "issue:45859", "issue:46170", "issue:46326", @@ -9620,247 +9609,254 @@ "issue:46566" ], "soft_pairs": [ + "issue:29942|issue:32090", "issue:28282|issue:33357", "issue:43611|issue:44466", "issue:43335|issue:43504", - "issue:44855|issue:45083", "issue:43550|issue:44112", "issue:45520|issue:46170", + "issue:44855|issue:45083", "issue:44448|issue:44743", "issue:45290|issue:46326", - "issue:43335|issue:45083", "issue:37428|issue:44351", + "issue:43335|issue:45083", "issue:43335|issue:45593", - "issue:44514|issue:44521", "issue:43335|issue:44112", + "issue:44514|issue:44521", "issue:43278|issue:43825", "issue:29127|issue:32090", "issue:45588|issue:45859", "issue:42490|issue:43854", "issue:34689|issue:35141", "issue:43819|issue:44493", - "issue:46431|issue:46566", "issue:39692|issue:43526", - "issue:43720|issue:44112", + "issue:46431|issue:46566", "issue:43606|issue:44857", - "issue:45310|issue:45478", + "issue:43720|issue:44112", "issue:39692|issue:44493", - "issue:44448|issue:44779", + "issue:45310|issue:45478", "issue:28218|issue:32090", + "issue:44448|issue:44779", "issue:26413|issue:31501", - "issue:44206|issue:45823" + "issue:43701|issue:45083" ], - "prepared_review_unit_hash": "9d4cc096480beed878405e16c9a3980ba3981be5f1be2cd0d8709810bfb7a5bf", + "prepared_review_unit_hash": "f9b073d58d8d95146f3185cd90ff8b6679b6fdb5c3a93f8c6c95aa9fe6a4188d", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36711, - "estimated_input_tokens": 9178, - "estimated_eval_tokens": 18612 + "soft_pair_count": 30, + "serialized_chars": 36939, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster with one clear duplicate pair: the two Qwen3.5 MoE `from_pretrained` regression reports. The rest are different bugs spanning unrelated models, loaders, chat templates, device/offload, and error-message issues.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45478 is the cleanest representative of the only true duplicate signal here: it states the Qwen3.5 MoE `from_pretrained` regression directly and matches the later, duplicate report.", + "summary": "Most pairs are only loosely related by subsystem and should stay separate. The only clear duplicate is issue:45310 and issue:45478, which share the same title and describe the same Qwen3.5 MoE from_pretrained error.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45310 is the best anchor because it is the earlier of the two identical-title Qwen3.5 MoE from_pretrained reports, so it cleanly represents that duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "45478 is the best issue anchor because it captures the concrete Qwen3.5 MoE loading failure succinctly and corresponds to the only accepted duplicate pair in the set.", + "best_issue_reason": "issue:45310 is the strongest issue to keep as canonical for this cluster because it is the earliest and clearest representative of the one confirmed duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer _gpu_broadcast_one NoneType error are different reported problems." + }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Both are model-loading/runtime failures, but one is a missing PyTorch import error and the other is a MacOS bus error for CLIP; different bugs." + "reason": "Tokenizer added-token spacing and CLIP model bus errors are unrelated titles and failure types." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Both touch v5 loading/serialization behavior, but one is about `base_model_prefix` loading and the other is about `lm_head.weight` serialization; not the same failure." + "reason": "base_model_prefix loading breakage and lm_head.weight serialization inconsistency describe different model-loading bugs." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Both involve config/model loading, but they are different models and different defects: sparse-layer creation vs legacy-field preset loading." - }, - { - "left": "issue:44855", - "right": "issue:45083", - "accept": false, - "reason": "Different issues in different code paths: a TorchScript parsing/import problem versus a helper length-calculation bug in qwen3_omni_moe." + "reason": "A SwitchTransformers sparse-layer config bug and a BEiT legacy-field load bug are different model/config issues." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Both are CI/device-related, but one is a `torch.compile` SDPA failure in Bamba and the other is a stale device-override test in GraniteSpeech." + "reason": "torch.compile/SDPA failure in Bamba and a GraniteSpeech CI stale-device test are not the same underlying bug." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Both mention import/runtime dependency problems, but the specific root causes differ: `flash_attn` KeyError versus torch.distributed-related Windows ROCm import/type errors." + "reason": "A flash_attn import key error on Python 3.13 and a Windows ROCm torch.distributed dependency issue are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "An IndentationError importing DebertaV2Model and a qwen3_omni_moe helper behavior issue are different defects." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Both affect model outputs, but one is a Pegasus v4/v5 output discrepancy and the other is recurrent-state reset behavior in modular_qwen3_5." + "reason": "Pegasus output drift between v4/v5 and recurrent-state reset in modular_qwen3_5 are different model regressions." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both are chat-template/tokenizer bugs, but one crashes on assistant tool-call messages with no content and the other is about `continue_final_message` for mistral_common tokenizers." - }, - { - "left": "issue:43335", - "right": "issue:45083", - "accept": false, - "reason": "Different model families and different logic: sparse-layer creation in SwitchTransformers config versus feature-extract length behavior in qwen3_omni_moe." + "reason": "Both mention chat templating, but one is about tool-call assistant messages and the other about continue_final_message with mistral_common." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import-related, but one is a missing private flash-attention symbol and the other is a missing `HybridCache` export; unrelated breakages." + "reason": "Missing _flash_supports_window_size and missing HybridCache are separate import/export failures." }, { "left": "issue:43335", - "right": "issue:45593", + "right": "issue:45083", "accept": false, - "reason": "Different model behaviors: SwitchTransformers sparse-layer config bug versus D-FINE missing auxiliary losses when denoising is off." + "reason": "A SwitchTransformers sparse-layer config bug does not match a qwen3_omni_moe feature-length helper issue." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Both concern `apply_chat_template`, but one crashes on batched text input with `padding=False` and the other returns all-zero assistant masks for multimodal inputs." + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are unrelated model bugs." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "One is a configuration bug creating sparse layers; the other is a CI test flake about device overrides. Same broad area, not the same bug." + "reason": "These titles point to different models and different failure modes, so they are not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Batched padding=False crash and all-zero assistant masks are both chat-template related but describe different concrete failures." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Training/eval dtype drift is unrelated to a pipeline error message claiming translation support in v5." + "reason": "Embedding dtype drift during evaluation and a pipeline translation-task warning are unrelated." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Different failures: LayoutLMv3 box-validation messaging versus Trainer `_gpu_broadcast_one` rejecting `NoneType`." + "reason": "LayoutLMv3 error-message clarity and a Trainer _gpu_broadcast_one NoneType error are different issues." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both involve flash attention/offload, but one crashes on `s_aux=None` in sink-less models and the other is a CPU-offload compatibility issue in Qwen3_5MoeTextRotaryEmbedding." + "reason": "An AttributeError in flash_attention integration and CPU-offload incompatibility in Qwen3_5Moe rotary embedding are different bugs." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Both are loading issues, but one is a trailing-slash local-path import warning and the other is a unit-test failure loading a specific GLM model." + "reason": "A trailing-slash local-model import warning and a GLM-4.7-Flash unit-test loading failure are not the same report." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Different model-loading/tensor-init problems: Llama 3.2 vision loading breakage versus output embedding reinitialization after resizing token embeddings." + "reason": "Llama 3.2 Vision loading breakage and embedding reinitialization after resize are different model-loading problems." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different bugs: DAC latent decoding mismatch versus unexpected position-id key warnings." + "reason": "DAC from_latents/forward mismatch and unexpected position-id keys are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation example errors and a BEiT image-processor label reduction bug are different issues." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "One is missing a chat template for `apply_chat_template`; the other is a device placement problem leaving weights on `meta`." + "reason": "Missing chat template on a processor and DiffusionGemma staying on meta device are unrelated." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are unrelated to a BEiT image-processor label-reduction bug." + "reason": "CPU offload device mismatch and a float16 AMP CUDA crash are different failures." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to a stale CI device-override test." + "reason": "Packed-weight loading behavior and GraniteSpeech CI device override are not the same underlying bug." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Both are runtime/device issues, but one is a CPU-offload mismatch in bark-small and the other is a float16 AMP crash in LwDetrImageLoss." + "reason": "Docs/example problems and unexpected position-id keys are unrelated." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same concrete bug: identical `transformers>=5.4.0` Qwen3.5 MoE `from_pretrained` failure reported twice; 45478 is the cleaner duplicate description." + "reason": "Same title and same Qwen3.5 MoE from_pretrained error; these are very likely duplicates." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "SigLIP2 doc/example problems are unrelated to unexpected position-id warnings in other models." + "reason": "Tokenizer added-token spacing and Trainer broadcast NoneType errors are unrelated." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer/model behaviors: Pegasus output differences versus Deepseek tokenizer regressions in v5." - }, - { - "left": "issue:28218", - "right": "issue:32090", - "accept": false, - "reason": "Tokenizer added-space behavior is unrelated to Trainer GPU broadcast rejecting `NoneType`." + "reason": "Pegasus output drift and Deepseek tokenizer regressions are different model/tokenizer bugs." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Checkpoint-resume epoch-iterator failure is unrelated to FineWeb SLM training not starting." + "reason": "resume_from_checkpoint epoch_iterator failure and FineWeb training not starting are too different to be duplicates." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Different device/model problems: unsupported `center` arg in LasrFeatureExtractor versus Gemma4 PLE device mismatch with `device_map=\"auto\"`." + "reason": "A resume_from_checkpoint key mismatch and a qwen3_omni_moe helper issue are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: it identifies the single true duplicate pair (`issue:45310`/`issue:45478`) and treats the rest conservatively as non-duplicates based on their distinct titles and bug descriptions. No PR-mergeability issues apply here." + "accept": false, + "feedback": "The conservative false verdicts are mostly fine, but the writeup overstates what the packet supports. In particular, the canonical-issue reasoning claims an \"exact duplicate target\" and \"already has inbound discussion,\" neither of which is shown in the packet (there are no explicit duplicate links, and the inbound reference counts do not establish a target). Several soft-edge reasons also assert specific code-path/failure-mode distinctions that aren\u2019t grounded in the packet\u2019s metadata alone. The only clearly supported positive is that issue:45310 and issue:45478 have the same title and are very likely duplicates." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -9899,8 +9895,7 @@ "issue:43526", "issue:43550", "issue:43575", - "issue:43701", - "issue:43927", + "issue:44206", "issue:44360", "issue:44448", "issue:44493", @@ -9918,7 +9913,7 @@ "issue:45381", "issue:45459", "issue:45593", - "issue:45698", + "issue:45823", "issue:45920", "issue:46192", "issue:46234", @@ -9928,13 +9923,13 @@ "issue:47000" ], "soft_pairs": [ - "issue:43701|issue:45083", - "issue:45127|issue:45245", + "issue:44206|issue:45823", "issue:44617|issue:46697", + "issue:45127|issue:45245", "issue:45459|issue:46234", "issue:32090|issue:33357", - "issue:42490|issue:43575", "issue:44857|issue:45072", + "issue:42490|issue:43575", "issue:45593|issue:47000", "issue:43550|issue:45083", "issue:38175|issue:44493", @@ -9942,217 +9937,203 @@ "issue:29942|issue:35141", "issue:45290|issue:45381", "issue:29870|issue:32090", - "issue:10000|issue:15354", "issue:43278|issue:43329", - "issue:44448|issue:44977", + "issue:10000|issue:15354", "issue:45290|issue:46655", + "issue:44448|issue:44977", "issue:44360|issue:44561", "issue:44855|issue:46399", "issue:45920|issue:46192", "issue:29870|issue:33290", "issue:37428|issue:42175", "issue:40444|issue:43526", - "issue:44977|issue:45229", "issue:43278|issue:43381", - "issue:43927|issue:45698", - "issue:32090|issue:33290" + "issue:44977|issue:45229" ], - "prepared_review_unit_hash": "a8a5ff1cdc160c754cf50212289cbb02374d4420ecf9093aaaa48fabb90995e7", + "prepared_review_unit_hash": "533367aa2c0d3dfca581c0f39c6e7ab992b456a13e0ac878208d4f3087e57d2c", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36206, - "estimated_input_tokens": 9052, - "estimated_eval_tokens": 18360 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35052, + "estimated_input_tokens": 8763, + "estimated_eval_tokens": 17782 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a mixed bag of unrelated Transformers bugs and regressions rather than a tight duplicate cluster. None of the soft-edge pairs look like the same underlying issue, so all should stay separate.", - "confidence": 0.87, - "canonical_issue_reason": "If one issue must serve as an anchor, issue 45920 is the strongest representative because it is a broad, well-documented regression affecting multiple models with clear user impact; however, the set overall does not form a true duplicate cluster.", + "summary": "This set is a collection of unrelated Transformers bug reports across different models, processors, and runtime modes. None of the soft-edge pairs looks like the same underlying bug/change, so all candidate links should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue 45920 is the best standalone issue in the set: it is broad, concrete, regression-oriented, and has multiple references/affected models, making it the most useful canonical-style report.", + "best_issue_reason": "issue:45920 is the broadest, highest-signal regression report in the set (multiple affected model families and inbound references), so it is the best representative issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "One is a resume/checkpoint key-mismatch bug; the other is a qwen3_omni_moe feature-length helper issue. Different code paths and failure modes." + "reason": "Different failures in different model paths: LASR feature extractor arg handling vs Gemma4 PLE device placement." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "LoRA merge / extended-vocab collapse is unrelated to the 2^24 category limit runtime error. No shared root cause." + "reason": "Unrelated models and bugs: Sam3Video OOM vs Swin2SR over-padding in image preprocessing." }, { - "left": "issue:44617", - "right": "issue:46697", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "CUDA OOM in Sam3Video is a model-memory problem, while Swin2SR over-padding is an image-processor logic bug." + "reason": "LoRA/embedding-collapse after vocab expansion is unrelated to the 2^24 category limit error." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer error masking when protobuf is absent is unrelated to a missing import-utils availability helper." + "reason": "Both touch import/utilities, but one is tokenizer error masking without protobuf and the other is a missing availability helper." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType on distributed training is not the same as a MacOS bus error with a CLIP community model." + "reason": "Different subsystems and symptoms: distributed trainer broadcast of NoneType vs MacOS bus error with a CLIP model." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "A local-path trailing-slash warning is unrelated to tensor-parallel load OOM for Qwen2-57B." + "reason": "Both involve dtype-related problems, but they affect different code paths and models and are not the same bug." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "These are different dtype/AMP problems in different components and models; not the same concrete bug." + "reason": "Local-path import warning is unrelated to Qwen tensor-parallel OOM during model load." }, { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "Missing auxiliary losses in D-FINE is a training-loss logic issue, not the RTDetr infeasible cost-matrix crash." + "reason": "Different detection losses and failure modes: missing auxiliary losses vs infeasible cost matrix." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length calculation." + "reason": "Bamba torch.compile/SDPA failure is unrelated to Qwen3 Omni feature-length calculation logic." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 does not match the position-id key mismatch regression." + "reason": "Siglip2 zero-probability output bug is unrelated to position-id key warnings across models." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is a different model/setup issue from Llama 3.2 model loading breakage." + "reason": "Different model families and failures: XLM-R Flash Attention 2 support vs Llama 3.2 Vision model loading regression." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing Flash Attention 2 tests are not the same as output embedding reinitialization after resizing token embeddings." + "reason": "Failing Flash Attention 2 tests are unrelated to embedding reinitialization after resizing token embeddings." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat template crashes on tool-call messages are unrelated to Qwen2.5-VL video position-id errors." + "reason": "Chat-template tool-call handling and Qwen2.5-VL video position ids are separate bugs in different code paths." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART generate() decoder mask bug and trainer broadcast NoneType error are distinct failures in different subsystems." - }, - { - "left": "issue:10000", - "right": "issue:15354", - "accept": false, - "reason": "German DistilBert model raising an issue and GeneratorExp unsupported by torch.jit.script are different scripting/model-loading problems." + "reason": "Bart generate() decoder mask initialization is unrelated to trainer broadcast errors with NoneType." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift between train/eval is unrelated to undefined video-token helper variables." + "reason": "Embedding dtype drift in eval mode is unrelated to undefined variables in a multimodal token-count helper." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "pegasus v4/v5 output differences are not the same bug as Qwen3.5 flash-attention generation failure." + "reason": "German DistilBertModel issue and torch.jit.generator-exp limitation are unrelated problems." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Tool-call chat templating crash and SmolVLM video padding bug involve different input-processing paths." + "reason": "Assistant tool-call chat-template crash and SmolVLM video padding bug are different failures." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation issues are unrelated model-specific bugs." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "A DSA indexer activation-design discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + "reason": "DSA indexer ReLU discussion is unrelated to v5 removal of is_torch_fx_available breaking trust_remote_code models." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both mention decorator/script issues, but one is a Python 3.13 parsing indentation problem while the other is a missing registration/decorator in Qwen3.5; not the same bug." + "reason": "Both mention decorator-related problems, but one is a Python parsing/import issue and the other is a runtime registration error." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Wrong AutoTokenizer IDs across multiple models is a different tokenizer regression from return_tensors being ignored when text_kwargs is passed." + "reason": "AutoTokenizer wrong token IDs across models is unrelated to return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "BART generation mask bug is unrelated to DeepSpeed Adafactor OOM." + "reason": "Bart generate() masking bug and Deepspeed Adafactor OOM are not the same issue." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Missing flash-attention utility import is unrelated to TensorFlow being absent from the torch extra install." + "reason": "Missing flash-attention helper import is unrelated to TensorFlow not being installed in the torch extra." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning failure is not the same as BeitImageProcessorFast reduce_labels truncation." - }, - { - "left": "issue:44977", - "right": "issue:45229", - "accept": false, - "reason": "Flash-attention generation failure in Qwen3.5 and multi-GPU CUDA OOM in Gemma4 are different concrete problems." + "reason": "IterableDataset multi-image Qwen2.5-VL training failure is unrelated to BeitImageProcessorFast reduce_labels behavior." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Evaluation dtype mismatch is not the same underlying issue as gradient checkpointing being disallowed in eval mode." - }, - { - "left": "issue:43927", - "right": "issue:45698", - "accept": false, - "reason": "Both involve save/load, but one loses custom token IDs in config while the other loads the wrong custom module; different failure mechanisms." + "reason": "Eval-time embedding dtype mismatch is unrelated to gradient checkpointing being disallowed in eval mode." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "NoneType broadcast failure in Trainer is unrelated to optimizer OOM in DeepSpeed." + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are different issues." } ] }, @@ -10182,6 +10163,7 @@ "issue:29942", "issue:30064", "issue:32090", + "issue:33290", "issue:33357", "issue:34567", "issue:34689", @@ -10196,13 +10178,12 @@ "issue:43611", "issue:43653", "issue:43701", - "issue:43756", "issue:43873", + "issue:43927", "issue:43976", "issue:44186", "issue:44206", "issue:44361", - "issue:44442", "issue:44448", "issue:44466", "issue:44479", @@ -10214,11 +10195,11 @@ "issue:44977", "issue:45198", "issue:45229", - "issue:45372", "issue:45440", "issue:45491", "issue:45563", "issue:45588", + "issue:45698", "issue:45803", "issue:45823", "issue:46121", @@ -10226,231 +10207,224 @@ "issue:46858" ], "soft_pairs": [ + "issue:43927|issue:45698", + "issue:32090|issue:33290", "issue:46421|issue:46858", "issue:43873|issue:45229", "issue:42490|issue:43873", "issue:25251|issue:32090", "issue:43976|issue:45440", "issue:44448|issue:44466", - "issue:44568|issue:45491", "issue:43381|issue:43701", "issue:44871|issue:44977", - "issue:44561|issue:44779", "issue:29127|issue:34567", + "issue:44568|issue:45491", + "issue:44561|issue:44779", "issue:33357|issue:39692", "issue:45588|issue:45823", "issue:43278|issue:43575", "issue:41720|issue:45229", - "issue:44977|issue:45563", "issue:43611|issue:46121", - "issue:45198|issue:45803", + "issue:44977|issue:45563", "issue:44186|issue:45198", + "issue:45198|issue:45803", "issue:44361|issue:45198", "issue:29870|issue:34689", "issue:43653|issue:44743", "issue:44206|issue:44479", "issue:29942|issue:30064", - "issue:42915|issue:42994", - "issue:43756|issue:45440", - "issue:43653|issue:44442", - "issue:45372|issue:45588" + "issue:42915|issue:42994" ], - "prepared_review_unit_hash": "4634ab7969c102132995689512889aa3114f451e3d921da5be99209e8eb58e7e", + "prepared_review_unit_hash": "42e8193c63382dfab7586b801590e4c43819b9375d80d13648a4a6cdea2040c6", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36285, - "estimated_input_tokens": 9072, - "estimated_eval_tokens": 18400 + "soft_pair_count": 27, + "serialized_chars": 35912, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated bug reports and regressions. The soft-similarity links are generally broad subsystem overlaps rather than true duplicates, so I would not merge any of these pairs.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This set is a heterogeneous collection of unrelated issue reports. The soft-edge pairs mostly share broad areas like save/load, cache, or generation, but they describe different failures and code paths, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No true duplicate hub stands out here; if one issue must serve as a representative, issue 43873 is the broadest open user-facing regression in the set, but it is not actually the same bug as the soft-edge candidates.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must represent the cluster, issue:43873 is the most central by activity and breadth, but it is still only loosely related to a few quantization/offloading items and not a true duplicate hub.", + "best_issue_reason": "Issue 43873 is the most general and impactful open report among the listed items, but the cluster does not contain a tighter duplicate family to canonicalize around.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is a config/token-id loss bug and the other loads the wrong custom module after save_pretrained; different failure modes and fixes." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error and DeepSpeed Adafactor OOM are unrelated runtime problems; same training stack, not same bug." + }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/prefill behavior, but one is about lazy cache init causing recompilation and the other is a device-tensor seq_length arithmetic bug on non-CUDA backends. Different failure modes." + "reason": "Both concern cache behavior and compilation, but one is spurious recompilation from lazy init while the other is a device-tensor seq_length arithmetic bug." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading not working is a different problem from Gemma4 multi-GPU inference OOM; they may both be memory-related, but they are not the same bug." + "reason": "Quantization/offloading issues versus multi-GPU CUDA OOM on Gemma4; the symptoms and likely causes differ." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "A trailing-slash import warning is unrelated to quantized offloading behavior." + "reason": "Local-path import warning and quantization offloading failure are separate behaviors with no shared concrete code path." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting changes output shape, while the other is a Trainer broadcast TypeError; no shared code-path bug." + "reason": "Pipeline top_k nesting regression is unrelated to the Trainer broadcast NoneType error." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility and DeepSeekV3MoE implementation divergence are unrelated issues." + "reason": "Python version support regression and DeepSeekV3MoE implementation divergence are distinct issues." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "One reports different generation output across v4/v5, the other inconsistent lm_head.weight serialization; both are version regressions but on different code paths." - }, - { - "left": "issue:44568", - "right": "issue:45491", - "accept": false, - "reason": "Tokenizer add_special_tokens behavior is unrelated to Gemma3 NaN embeddings during sliding-window batching." + "reason": "Both are v4/v5 regressions, but one is generation output drift and the other is serialization of lm_head.weight; not the same bug." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatches are separate training-state problems." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different trainer behaviors." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "An eos_token_id config mismatch is not the same as a flash-attention generation failure." + "reason": "EOS token config inconsistency for Gemma-3 and Qwen3.5 flash-attention generation failure are unrelated." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Removing is_torch_fx_available breaks trust_remote_code models; Deepseek tokenizer regressions are a different tokenizer behavior bug." + "reason": "A LayoutLMv3 error-message clarity issue is not the same as TrainerState num_input_tokens_seen not updating." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion regression and Gemma3 NaN embeddings from sliding-window batching are different code paths." + }, + { + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code and DeepSeek tokenizer correctness regression are separate compatibility bugs." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "A MacOS bus error loading a community CLIP model is not the same as SigLIP2 documentation example errors." + "reason": "MacOS bus error loading a community CLIP model and SigLIP2 docs/model-processor mismatch are not duplicates." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention AttributeError on sink-less models and Gemma4 PLE device mismatch are distinct forward-path bugs." + "reason": "flash_attention.py s_aux=None crash and Gemma4 PLE device mismatch are different forward-path bugs." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to tensor-parallel load OOM." + "reason": "Embedding dtype drift in eval and TP load OOM for Qwen2-57B are unrelated." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and Gemma4 multi-GPU OOM are different symptoms and likely different root causes." - }, - { - "left": "issue:44977", - "right": "issue:45563", - "accept": false, - "reason": "Flash-attention generation failure and a stale warning for num_return_sequences are not the same issue." + "reason": "Auto device mapping cudaErrorAssert and multi-GPU CUDA OOM are both inference failures but not the same underlying issue." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Base_model_prefix loading breakage and rope-parameter validation TypeError affect different mechanisms." + "reason": "base_model_prefix loading breakage and rope-parameter JSON list TypeError are unrelated loading/validation bugs." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is unrelated to the bare-except bug in FuyuBatchFeature conversion." + "reason": "Flash-attention generation malfunction and stale num_return_sequences warning are different generation concerns." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2Tokenizer crashes on NER/padding cases are different from wav2vec save_pretrained/tokenization failures." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save_pretrained/tokenization failure are distinct tokenizer bugs." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu batch feature exception handling are separate issues." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError and wav2vec save/tokenization failure are unrelated tokenizer/model bugs." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 tokenization/save failure do not share a concrete bug." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "BART generate decoder_attention_mask initialization bug is unrelated to Llama 3.2 Vision loading breakage." + "reason": "BART generate() UnboundLocalError and Llama 3.2 Vision model loading breakage are unrelated." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3_5 recurrent-state reset are different code paths." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are different subsystems and symptoms." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported feature-extractor center arg and video-input regression are separate preprocessing bugs." + "reason": "Feature extractor unsupported argument crash and video-input regression across Qwen VL models are not the same code-path bug." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 CI failures do not match void segmentation map processing failures." + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "FineGrainedFP8Config load issues and quantized model saving failures are both quantization-related but not the same bug." - }, - { - "left": "issue:43756", - "right": "issue:45440", - "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are different model-specific implementation problems." - }, - { - "left": "issue:43653", - "right": "issue:44442", - "accept": false, - "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are unrelated tokenizer issues." - }, - { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Gemma 4 processor loading ImportError and flash_attention s_aux=None crash are separate failures in different parts of the stack." + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are both quantization-related but clearly different problems." } ] }, @@ -10489,7 +10463,9 @@ "issue:43421", "issue:43526", "issue:43575", + "issue:43653", "issue:43701", + "issue:43756", "issue:43824", "issue:43931", "issue:43994", @@ -10504,7 +10480,6 @@ "issue:45072", "issue:45198", "issue:45245", - "issue:45250", "issue:45372", "issue:45406", "issue:45412", @@ -10518,33 +10493,35 @@ "issue:45712", "issue:45834", "issue:46369", - "issue:46640", "issue:46693", "issue:46701" ], "soft_pairs": [ + "issue:43756|issue:45440", + "issue:43653|issue:44442", "issue:43065|issue:43994", + "issue:45372|issue:45588", "issue:43065|issue:45412", + "issue:44265|issue:45198", "issue:43412|issue:45588", "issue:45491|issue:46693", - "issue:44265|issue:45198", "issue:29127|issue:33357", "issue:43575|issue:43701", "issue:45245|issue:45563", "issue:42490|issue:43381", - "issue:45459|issue:45712", "issue:29127|issue:35141", - "issue:45440|issue:45593", + "issue:45459|issue:45712", "issue:45372|issue:45406", + "issue:45440|issue:45593", "issue:43994|issue:45412", - "issue:43421|issue:45491", "issue:45406|issue:46701", + "issue:43421|issue:45491", "issue:45412|issue:46369", - "issue:43066|issue:44462", "issue:43575|issue:44387", + "issue:43066|issue:44462", "issue:45372|issue:45459", - "issue:44464|issue:45584", "issue:44442|issue:45072", + "issue:44464|issue:45584", "issue:43526|issue:45834", "issue:27957|issue:33290", "issue:43526|issue:46693", @@ -10552,244 +10529,255 @@ "issue:43824|issue:44279", "issue:43994|issue:46369", "issue:42915|issue:43931", - "issue:33290|issue:35141", "issue:33290|issue:34689", + "issue:33290|issue:35141", "issue:44857|issue:45588", - "issue:43526|issue:44186", - "issue:45250|issue:46640" + "issue:43526|issue:44186" ], - "prepared_review_unit_hash": "2b58504c6f65fe3e3521a58d5b8281145fef6e7acff0e82fa9670bbb0e0037c8", + "prepared_review_unit_hash": "4e15a3c0299b2096a31ae47dacf0fb442ca63d1a4bdedf0f49f8d4fc784d9926", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37089, - "estimated_input_tokens": 9273, - "estimated_eval_tokens": 18802 + "soft_pair_count": 36, + "serialized_chars": 37827, + "estimated_input_tokens": 9457, + "estimated_eval_tokens": 19170 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The proposed soft links mostly connect unrelated Transformers issues that only share broad themes like Flash Attention 2, tokenizers, memory, or Gemma models. I do not see any pair that clearly describes the same concrete bug/change, so I reject all soft edges.", - "confidence": 0.9, - "canonical_issue_reason": "If forced to pick a representative issue, 46640 is the broadest and most central FA2-labeled report in the set, but the cluster is too heterogeneous for it to serve as a true duplicate canonical.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated models, tokenizer/loading bugs, memory/OOM regressions, export failures, and CI cleanup tasks. I do not see any true duplicate group or a single underlying bug that would justify merging any of the soft pairs.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out; the items are unrelated across many subsystems and model families, so this is not a duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "46640 is the most general issue here and the only one that could plausibly act as a loose umbrella for the FA2-related subgroup, though it still does not match the other issues closely enough to justify merging them.", + "best_issue_reason": "No single best issue for deduplication triage; the cluster lacks a common root cause, so any one issue would be an arbitrary representative.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and failures: RoPE layer selection vs a divergence from remote DeepSeekV3 implementation." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but one is a BigBird special-token registration bug and the other is an AutoTokenizer loading failure for a different tokenizer." + }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Different models and failure modes: dummy Conv2d in Sam3PixelDecoder vs Siglip2 loading/pipeline output corruption." + "reason": "Sam3PixelDecoder dummy layer cleanup and Siglip2 nonsensical outputs are unrelated bugs in different code paths." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Import dependency breakage for Gemma4 processor loading is not the same as a flash-attention crash on sink-less models." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "One is about a placeholder Conv2d implementation; the other is a memory release problem in RT-DETR. No same bug path." + "reason": "A dummy Conv2d in Sam3PixelDecoder and an RT-DETR memory leak are different problems with different fixes." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures from torch_compilable_check are unrelated to Wav2Vec2 save_pretrained/tokenization failures." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "ExecuTorch export failure and flash_attention crash are different code paths and different symptoms." + "reason": "Gemma3n ExecuTorch export issues and a flash_attention AttributeError are different backend/code-path bugs." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Both mention FA2/long-context, but one is NaN embeddings from sliding-window padding and the other is a performance regression. Not the same concrete bug." - }, - { - "left": "issue:44265", - "right": "issue:45198", - "accept": false, - "reason": "torch.export failures for torch_compilable_check are unrelated to Wav2Vec2 save_pretrained/tokenization breakage." + "reason": "Gemma3 NaNs from all-padding sliding windows are a correctness bug, while FA2 long-context generation is a performance regression." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and a MacOS CLIP bus error are unrelated issues." + "reason": "LayoutLMv3 error-message clarity and a MacOS bus error in CLIP are unrelated in both symptom and root cause." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "OOM when loading a large Qwen model is not the same as a resume_from_checkpoint key mismatch." + "reason": "Tensor-parallel OOM for Qwen2-57B is not the same as a resume_from_checkpoint key mismatch." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count runtime error and a stale warning about num_return_sequences are different behaviors." + "reason": "Category-count runtime limits and a stale generate warning are separate issues in different parts of generation." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local-path import warning and gradient-checkpointing-in-eval-mode are unrelated." - }, - { - "left": "issue:45459", - "right": "issue:45712", - "accept": false, - "reason": "Tokenizer protobuf exception handling and leftover dummy class cleanup are different problems." + "reason": "A trailing-slash import warning and gradient-checkpointing eval-mode restriction are unrelated behaviors." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Error-message clarity for LayoutLMv3 boxes is not the same as output embedding reinitialization after resize." + "reason": "Better LayoutLMv3 error messaging is unrelated to output-embedding reinitialization after resizing token embeddings." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "DeepSeek MoE divergence and D-FINE auxiliary-loss behavior are different model-specific bugs." + "reason": "Tokenizer error masking when protobuf is absent is different from leftover dummy classes leaking into __dir__ and repo checks." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both touch Gemma 4, but one is an import dependency failure and the other is a missing _tokenizer attribute in serve; not the same fix." + "reason": "Both touch Gemma4, but one is an import-dependency failure and the other is a missing _tokenizer attribute in serve." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Siglip2 wrong outputs and RT-DETR memory not being released are unrelated." + "reason": "DeepSeekV3 MoE divergence and D-FINE auxiliary-loss disabling are distinct model-specific bugs." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Tokenizer post-processor update at runtime and Gemma3 NaN embeddings are unrelated subsystems." + "reason": "Siglip2 wrong outputs and RT-DETR memory not releasing are different failure modes with no shared root cause." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "Gemma4Processor serve crash and DiffusionGemmaGenerationOutput pipeline failure do not share the same underlying bug." + "reason": "Gemma4Processor missing _tokenizer and DiffusionGemma pipeline failure are separate processor/pipeline issues." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "A GC/memory leak on deletion is not the same as a memory overflow during model use." + "reason": "Runtime special-token post-processing and Gemma3 NaN embeddings are unrelated tokenizer/model-inference bugs." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Wrong decoder type in v5 and ignoring tokenizer.json are both tokenizer-related, but they are different loading bugs." + "reason": "RT-DETR memory retention and SAM3 lite text memory overflow are both memory issues but from different models and mechanisms." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Large-model OOM under tensor parallelism is different from the CUDA reserved-memory regression under int4 quantization." + "reason": "Qwen2 tensor-parallel OOM and int4 quantization reserved-memory regression are not the same root cause." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Gemma 4 import failure and protobuf-masked tokenizer errors are distinct issues." + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are distinct tokenizer-loading behaviors." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure are unrelated generation bugs." + "reason": "An import failure from mistral_common is not the same as hiding tokenizer errors behind a protobuf exception wrapper." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and bfloat16 dtype mismatches are different code paths." + "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription failure after align_special_tokens are different generation bugs." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BEiT label reduction bug and Kosmos2.5 OCR index error are not the same underlying defect." + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are unrelated image-processing failures." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "FlashAttention2 support for XLMRoberta and an Adafactor/DeepSpeed OOM are unrelated." + "reason": "XLMRoberta Flash Attention 2 support and Adafactor OOM in DeepSpeed are different optimization/training issues." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "BEiT label handling and FA2 long-context performance regression are unrelated." + "reason": "A label-reduction bug in an image processor and a long-context FA2 performance regression are not the same problem." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "FlashAttention2 on XLMRoberta and LayoutLMv3 error messaging are unrelated." + "reason": "XLMRoberta FA2 support and LayoutLMv3 error-message clarity are unrelated." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration import and a generic dependency issue are not the same concrete bug." + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and a generic dependency issue with transformers are too broad and not demonstrably the same bug." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Siglip2 wrong outputs and SAM3 memory overflow are unrelated failures." + "reason": "Siglip2 incorrect outputs and SAM3 memory overflow are different model-specific issues." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different models and bugs." + "reason": "Qwen3Moe failure with FineGrainedFP8Config and Qwen3-VL weight-shape mismatch are different load-time problems." }, { "left": "issue:33290", - "right": "issue:35141", + "right": "issue:34689", "accept": false, - "reason": "Adafactor/DeepSpeed OOM and token embedding reinitialization are different issues." + "reason": "Adafactor/deepspeed OOM and Llama 3.2 Vision model loading breakage are unrelated." }, { "left": "issue:33290", - "right": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "OOM with DeepSpeed is not the same as model loading breaking for Llama 3.2 Vision." + "reason": "OOM in DeepSpeed with Adafactor is not the same as post_init reinitializing output embeddings after resize." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA loss crash and flash_attention AttributeError are unrelated." - }, - { - "left": "issue:43526", - "right": "issue:44186", - "accept": false, - "reason": "BEiT reduce_labels behavior and LayoutLMv2Tokenizer NER padding/truncation crashes are different tokenizer/processor bugs." + "reason": "float16 AMP crash in LwDetrImageLoss and flash_attention sink-less AttributeError are unrelated execution paths." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:44442", + "right": "issue:46369", "accept": false, - "reason": "Both are generic FA2 titles, but the available evidence does not show the same concrete bug or change." + "reason": "FastSpeech2ConformerTokenizer loading and SAM3 memory overflow are entirely different issues." } ] }, @@ -10827,11 +10815,9 @@ "issue:43643", "issue:43646", "issue:43720", - "issue:43749", "issue:43761", "issue:43827", "issue:43873", - "issue:43931", "issue:44062", "issue:44077", "issue:44206", @@ -10848,6 +10834,7 @@ "issue:45003", "issue:45137", "issue:45245", + "issue:45250", "issue:45325", "issue:45381", "issue:45440", @@ -10858,13 +10845,15 @@ "issue:46121", "issue:46234", "issue:46399", + "issue:46640", "issue:46697", "issue:46821" ], "soft_pairs": [ "issue:43334|issue:43531", - "issue:46121|issue:46399", + "issue:45250|issue:46640", "issue:43381|issue:43873", + "issue:46121|issue:46399", "issue:45588|issue:46821", "issue:44514|issue:45381", "issue:43646|issue:44077", @@ -10884,195 +10873,194 @@ "issue:45325|issue:46697", "issue:43873|issue:44871", "issue:44062|issue:45907", - "issue:44855|issue:45137", "issue:43643|issue:44913", - "issue:43316|issue:45759", - "issue:43749|issue:43931" + "issue:44855|issue:45137", + "issue:43316|issue:45759" ], - "prepared_review_unit_hash": "e4052a6e1ab0a0f7f85b9e1dffcd5d4a89dba6a0e14133f229a3cdfc12d9e749", + "prepared_review_unit_hash": "dd2a1a284d3d0c4a6f2d3624563713a02a625a8e21e432c99deb032d1d09e8f2", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35125, - "estimated_input_tokens": 8782, - "estimated_eval_tokens": 17820 + "serialized_chars": 35056, + "estimated_input_tokens": 8764, + "estimated_eval_tokens": 17784 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate edges are clearly unrelated. The only plausible duplicate pair is the two config AttributeErrors about missing `pad_token_id`, which look like the same config-field regression surfacing in different model classes.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43334 is the clearest representative of the shared missing-`pad_token_id` config regression: it has a direct, concrete traceback and matches the same symptom as the Llama4Config report.", + "summary": "These are mostly unrelated model-, config-, processor-, or infrastructure-specific bugs. The soft-similarity pairs do not look like true duplicates; none should be merged as the same underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43873 is the broadest, most actively discussed report in the set and is still open with inbound references, so it is the best anchor if one issue must represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43334 is the best issue to keep because it most directly captures the underlying bug and is specific enough to anchor the duplicate set.", + "best_issue_reason": "Issue 43873 has the most engagement and cross-references, making it the strongest representative issue; the other issues are narrower, model-specific regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Different subsystems: missing `pad_token_id` on a config object vs a `sliding_window` bug in Qwen3-MoE." + "reason": "Missing pad_token_id on Qwen3-VL config and sliding_window behavior in Qwen3-MoE are different config bugs." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Unrelated failures: JSON-loaded list handling in rope validation vs a Qwen3.5 rotary registration error." + "reason": "Both mention Flash Attention 2, but one is a generic topic and the other is a specific sink-less-model crash; not the same bug." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Eval-mode gradient checkpointing and quantization offloading are different code paths and symptoms." + "reason": "Gradient checkpointing in eval mode and quantized offloading failures are distinct code paths." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation TypeError and Qwen3.5 kernel registration failure are unrelated." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Both are AttributeErrors, but on different components and different root causes." + "reason": "Flash-attention sink handling and TimesFM window_size AttributeError are separate problems." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is batched chat template padding and the other is video position-id computation." + "reason": "Batched chat-template crash and wrong video position_ids are different Qwen2.5-VL issues." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Generic custom-model init breakage is not the same bug as patchtsmixer's `post_init` contract issue." + "reason": "Custom model initialization regression and patchtsmixer post_init policy are not the same underlying change." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "Different model families and different failures: hidden-states regression vs CPU offload incompatibility." + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU offload incompatibility are unrelated." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation bug and category-cardinality runtime error are unrelated." + "reason": "Qwen3.5 flash-attention generation failure and category-count limit error are different bugs." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent state reset in a model forward pass is unrelated to Whisper batch_decode token skipping." + "reason": "Recurrent-state reset with cache and Whisper batch_decode skip_special_tokens are separate issues." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and feature-extractor `center` arg validation are separate issues." + "reason": "Audio chat-template sampling-rate default and LasrFeatureExtractor center-arg crash are unrelated audio bugs." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer-loading failure and Perceiver image-size handling are unrelated." + "reason": "Tokenizer loading failure and Perceiver image-size handling are different subsystems." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning is unrelated to recurrent-state cache handling." + "reason": "Import warning for trailing slash paths and Qwen3 recurrent-state reset are unrelated." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Packaging/backend dependency coverage and a missing import_utils helper are different problems." + "reason": "Packaging extras missing TensorFlow and a missing import_utils symbol are distinct issues." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet accelerate-loading unpacking bug is unrelated to tokenizer loading." + "reason": "BitNet packed-weight loading and FastSpeech2 tokenizer loading are unrelated." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "`sys.modules` access safety and DeepSeekV3MoE divergence are different code paths." + "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence are different code paths." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and BART generate() decoder mask initialization are unrelated." + "reason": "XLMRoberta Flash Attention 2 support and BART generate decoder mask initialization are unrelated." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both mention config API issues, but the titles point to different model-specific discrepancies without evidence of the same root cause." + "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are similar in shape but not the same bug." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "A model init/`post_init` contract issue is not the same as the Qwen video-input regression." + "reason": "patchtsmixer post_init validation and Qwen video input regression are unrelated." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch and docs still referencing removed pipeline() APIs are unrelated." + "reason": "SigLIP2 implementation drift and pipeline doc references are not the same issue." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL rope index computation and Swin2SR image padding are different bugs." + "reason": "Qwen2.5-VL rope-index scaling and Swin2SR over-padding are unrelated preprocessing bugs." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization offloading failure and Gemma-3 EOS config inconsistency are unrelated." + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id mismatch are different problems." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Tokenizer special-token duplication and repo file listing revision forwarding are unrelated." - }, - { - "left": "issue:44855", - "right": "issue:45137", - "accept": false, - "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "AddedToken special-arg duplication and list_repo_files revision forwarding are unrelated API bugs." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both involve config reload behavior, but one is missing fields under trust_remote_code and the other is a specific rotary_pct persistence regression." + "reason": "Missing fields from trust_remote_code configs and GPTNeoX rotary_pct reload loss are different config issues." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Both touch composite/config loading, but they describe different model-loading behaviors and different symptoms." + "reason": "Python 3.13 decorator parsing failure and DeepSpeed ZeRO3 deque underflow are unrelated." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Broken FSDP CPU-efficient loading and a Qwen3-VL weight-shape mismatch are not the same issue." + "reason": "Gemma3TextConfig API discrepancy and AutoModelForCausalLM text_config unwrapping are different composite-config problems." } ] }, @@ -11116,6 +11104,7 @@ "issue:43701", "issue:43716", "issue:43742", + "issue:43749", "issue:43761", "issue:43825", "issue:43931", @@ -11145,231 +11134,238 @@ "issue:46932" ], "soft_pairs": [ + "issue:43749|issue:43931", "issue:44987|issue:46178", "issue:44190|issue:44496", - "issue:43232|issue:43388", "issue:43931|issue:45216", - "issue:43761|issue:44079", + "issue:43232|issue:43388", "issue:43701|issue:46506", - "issue:43761|issue:44188", "issue:44442|issue:45803", "issue:42617|issue:43575", - "issue:46829|issue:46932", + "issue:43761|issue:44188", + "issue:43761|issue:44079", "issue:43550|issue:43701", "issue:43575|issue:43742", "issue:27957|issue:32090", + "issue:46829|issue:46932", "issue:43606|issue:43701", "issue:25251|issue:28282", "issue:42907|issue:45698", - "issue:16998|issue:22355", "issue:43295|issue:43825", + "issue:16998|issue:22355", "issue:43295|issue:44871", "issue:44871|issue:45584", "issue:46234|issue:46291", - "issue:44464|issue:46421", "issue:43316|issue:43716", "issue:44077|issue:44534", "issue:43316|issue:46821", + "issue:44464|issue:46421", "issue:43646|issue:44913", "issue:44871|issue:46050", "issue:43452|issue:44496" ], - "prepared_review_unit_hash": "ce8f579431263acc53c305d873e827c2010845540d9d5d6508e45d6101a1d817", + "prepared_review_unit_hash": "590aa83a712bda94fb2a9c9c7507678f6b2e75a6726abe0fb15d2a196e89ec05", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35438, - "estimated_input_tokens": 8860, - "estimated_eval_tokens": 17976 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36273, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span unrelated loading, generation, config, quantization, and backend problems. I don\u2019t see any true duplicate pairs among the soft edges.", - "confidence": 0.91, - "canonical_issue_reason": "No single true canonical duplicate stands out because the cluster is too mixed; if forced to pick one anchor, #45698 is the most active and has a concrete save/load regression with broad relevance.", - "canonical_pr_reason": "No pull requests are present in this set.", - "best_issue_reason": "#45698 is the strongest representative issue: it has the most discussion/inbound refs and describes a clear, reproducible save_pretrained/from_pretrained bug.", - "best_pr_reason": "No pull requests are present in this set.", + "summary": "This cluster is highly heterogeneous: the soft-similarity pairs are mostly false positives spanning unrelated bugs, regressions, and model-specific issues. I found no pair that clearly describes the same underlying defect/change, so all soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No reliable duplicate canonical exists in this set; the issues are too diverse. If a representative must be chosen, issue 45698 is the most concrete, widely discussed save/load regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the strongest single representative by discussion signal and concrete user impact, but it is still not a valid duplicate anchor for the cluster.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU-RAM-efficient loading vs Qwen3-VL weight-shape mismatch are different loading failures with different root causes." + }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Both are loading-related, but one is a model load regression and the other is a missing backend import error; different code paths and fixes." + "reason": "A version-specific model load failure and a missing backend mapping entry are unrelated import/load problems." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "One is a dataset/script loading failure, the other is an AutoModel config recognition error; not the same bug." - }, - { - "left": "issue:43232", - "right": "issue:43388", - "accept": false, - "reason": "Generation kwargs after sync_gpus and metric gathering on label tuples are unrelated training/runtime issues." + "reason": "Local dataset loading in a training script and unrecognized model config are not the same bug." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both concern Qwen3-VL/Qwen3.5 loading, but one is checkpoint shape mismatch and the other is incorrect save_pretrained output; not the same concrete defect." + "reason": "Both involve Qwen-family loading/saving, but one is a weight-shape mismatch and the other is a save_pretrained regression; root causes differ." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "One is CLIPVisionModel not returning hidden_states, the other is ModelOutput key assignment behavior; related area but different bugs." + "reason": "Generation kwargs syncing after sync_gpus is unrelated to gather_for_metrics dropping tuple label elements." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA result divergence in PPDocLayoutV3." - }, - { - "left": "issue:43761", - "right": "issue:44188", - "accept": false, - "reason": "Hidden-states regression in CLIPVisionModel is not the same as torch.compile attention-kernel branching behavior." + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated issues." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer auto-loading failure and a bare-except swallowing errors in Fuyu batch conversion are different failure modes." + "reason": "Tokenizer loading failure and bare except swallowing errors in a feature converter are different bugs." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py runtime failure and tp-induced OOM on Qwen2-57B are separate operational problems." + "reason": "A script execution problem and a tensor-parallel OOM on model load are not the same underlying defect." }, { - "left": "issue:46829", - "right": "issue:46932", + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden_states output regression and attention-kernel divergence under torch.compile are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "VideoPrism hidden_states output bug is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "ModelOutput key assignment semantics do not explain CLIPVisionModel returning hidden_states=None." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and resume_from_checkpoint key mismatch are different code paths." + "reason": "torch.compile + SDPA failure and resume_from_checkpoint key mismatch are different code paths." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Tensor-parallel OOM and MobileLLM key error are not the same underlying issue." + "reason": "OOM during tensor-parallel load and a MobileLLM key error are distinct loading failures." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 support in XLMRoberta and a NoneType broadcast error in Trainer are unrelated." + "reason": "Flash Attention 2 support for XLM-R and a Trainer broadcast TypeError are unrelated." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism hidden_states miswiring and Gemma4 quantized embedder dtype casting are different model bugs." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch and checkpoint resume key mismatch do not share a concrete root cause." + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output-shape regression is unrelated to missing PyTorch installation detection." + "reason": "Pipeline top_k output shape change and missing PyTorch dependency are not the same issue." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both touch save/load flows, but one is failing to save a dequantized model and the other loads the wrong custom module after save_pretrained; different bugs." + "reason": "Both are save/load related, but one is dequantized model saving and the other is custom module resolution after save_pretrained; different failures." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "model_max_length handling in DeBERTa-V3 is unrelated to the missing transformers.onnx module import error." + "reason": "Processor/tokenizer regression and pipeline error-message wording are unrelated v5 issues." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Processor/tokenizer API regression and pipeline translation-task messaging are separate v5 issues." + "reason": "A model_max_length question and an import error for transformers.onnx are unrelated." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Custom model processor/tokenizer regression is not the same as Gemma-3 eos_token_id config inconsistency." + "reason": "Processor/tokenizer API regression and eos_token_id config inconsistency are different problems." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "These are both token-related, but one is a config mismatch and the other is a Whisper empty-transcription generation failure after special-token alignment." + "reason": "Gemma eos_token_id mismatch and Whisper empty transcription generation failure do not share the same root cause." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "A missing availability helper in import_utils and a kernels import requirement change are different import-time problems." - }, - { - "left": "issue:44464", - "right": "issue:46421", - "accept": false, - "reason": "Chunked generation inconsistency under compiled forward and spurious recompilation from lazy cache init are related themes, but not the same concrete bug." + "reason": "A missing utility function and a kernels version/revision import failure are unrelated dependency issues." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are unrelated." + "reason": "Gemma3 config API discrepancy and Mistral-3 dtype mismatch affect different subsystems." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init validation for patchtsmixer and non-persistent buffer junk in v5 are different initialization bugs." + "reason": "Optional post_init enforcement and non-persistent buffer junk values are not the same defect." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "Config API inconsistency and TimesFM window_size AttributeError are not the same defect." + "reason": "API discrepancy in config classes and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Inconsistent outputs under compiled forward and spurious recompilation with chunked prefill are related to compilation, but they describe different concrete failures." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage in v5 and GPTNeoX rotary_pct reload regression are unrelated config/init issues." + "reason": "Custom model initialization breakage and rotary_pct reload reset are separate configuration bugs." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma-3 eos_token_id inconsistency and quantized model save/load breakage are different serialization/config problems." + "reason": "EOS token configuration mismatch and quantized model save/load breakage are different issues." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file loading breakage and unrecognized model config.json errors are distinct from each other." + "reason": "Tokenizer/model loading with gguf_file and an unrecognized model config are different loading failures." } ] }, @@ -11445,43 +11441,43 @@ "issue:44162|issue:44792", "issue:45803|issue:46365", "issue:43404|issue:43441", + "issue:44610|issue:46369", "issue:44242|issue:46894", "issue:45632|issue:46424", - "issue:44610|issue:46369", - "issue:43065|issue:44617", "issue:43540|issue:44514", + "issue:43065|issue:44617", "issue:45542|issue:46234", "issue:43650|issue:46202", "issue:43572|issue:46178", "issue:45803|issue:46170", "issue:44792|issue:45600", - "issue:44792|issue:44977", "issue:43504|issue:45698", + "issue:44792|issue:44977", "issue:45127|issue:45200", "issue:43352|issue:46640", - "issue:43673|issue:44743", "issue:41950|issue:43475", "issue:43388|issue:43688", "issue:43525|issue:43531", + "issue:43673|issue:44743", "issue:44534|issue:44913", "issue:35141|issue:42490", "issue:44190|issue:44964", "issue:44734|issue:45406" ], - "prepared_review_unit_hash": "677cd5cea167d9ba4716156905bb5cb46584ce49135cce366cd8e0049fd74593", + "prepared_review_unit_hash": "3f073f8d6bd43196b49599f972e7f6ff48cd79c4fba686a1262c9009b51fe7f9", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 34480, + "serialized_chars": 34479, "estimated_input_tokens": 8620, "estimated_eval_tokens": 17496 }, @@ -11490,162 +11486,162 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft pairs are mostly false-positive similarities: they share broad vocabulary like cache, flash-attention, model loading, or Sam3/Qwen naming, but they describe different code paths and fixes. No single issue emerges as a clear canonical duplicate target.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the items span unrelated bugs across many subsystems, and none of the soft pairs look like the same underlying defect.", + "summary": "This cluster is heterogeneous: the soft pairs span unrelated models, loaders, processors, cache behavior, and training bugs. None of the proposed soft edges look like the same underlying bug/change, so all should be rejected. The strongest representative issue is the high-activity `from_pretrained`/`save_pretrained` custom-module loading bug.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45698 is the most central and broadly impactful report here, with the highest discussion and reference activity around a core model-loading path.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because the cluster is not actually one bug cluster; it is a collection of unrelated issues with superficial keyword overlap.", + "best_issue_reason": "Issue 45698 is the best representative issue because it has the strongest signal and affects a common `from_pretrained` workflow.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 runtime breakage and a Janus image-generation test failure are different models and failure modes." + "reason": "Different subsystems and failures: ESM2 model behavior vs a janus image-generation test case." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare-except error masking in Fuyu conversion is unrelated to importing Trainer failing because of datasets." + "reason": "Unrelated bugs: Fuyu tensor conversion exception handling vs importing Trainer with datasets installed." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "One is a weight-tying bug in Mistral3 generation; the other is a FlashAttention support error for Ministral-3." + "reason": "Different Mistral/Nemotron-style model issues: weight tying vs FlashAttention support." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: OmDet-Turbo image size mismatch vs Sam3-lite text memory overflow." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Auxiliary-loss routing and ASR training-loss double-shift are different loss-computation bugs." + "reason": "Both involve losses, but they target different models and different loss computation bugs." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Remote-code cache path collisions and max_cache_length handling are separate cache-related issues." + "reason": "Both mention cache, but one is a local path collision and the other is cache-length handling for quantized cache." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "OmDet-Turbo processor image-size mismatch is unrelated to Sam3LiteText memory overflow." + "reason": "Different multimodal processor failures with different APIs and crash conditions." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is not the same as a CUDA OOM in Sam3Video." - }, - { - "left": "issue:43540", - "right": "issue:44514", - "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Qwen2.5 VL batched chat-template crash are different processors and failures." + "reason": "Different SAM 3 issues: a dummy layer concern vs GPU OOM during video inference." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Tensorboard/TensorFlow backend resolution and a missing import_utils symbol are unrelated packaging/import bugs." + "reason": "Both are optional-dependency/import related, but they concern different backend checks and different missing symbols." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "'ADD THE DATA' is not a concrete bug matching a Gemma token roundtrip failure." + "reason": "No clear relation: a vague data request vs a Gemma pipeline roundtrip bug." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLmConfig missing pad_token_idx and tensorflow_text backend registration are separate configuration/import problems." + "reason": "Different config/backend errors; one is a missing config field, the other is a backend mapping import issue." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "A swallowed KeyboardInterrupt in tensor conversion is unrelated to Windows ROCm torch.distributed import errors." + "reason": "Different platforms and root causes: Fuyu exception handling vs Windows/ROCm distributed dependency import failure." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image-generation test failure and stale auto_mappings references are different CI/test and mapping issues." + "reason": "One is a janus test failure, the other is auto-mapping references to removed Sam3LiteText configs." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Janus test failure is not the same as Qwen3.5 flash-attention generation breakage." + "reason": "Both are loading-related, but one is a legacy preset-field issue and the other is wrong custom-module resolution after saving." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Legacy preset field loading in Beit and wrong custom-module loading after save_pretrained are different serialization paths." + "reason": "Different models and failure modes: janus test generation vs Qwen3.5 flash-attention generation problems." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with tied embeddings and Gemma4 mm_token_type_ids defaulting are unrelated model-behavior bugs." + "reason": "Different behaviors: LoRA/extended-vocab collapse with tied embeddings vs missing mm_token_type_ids defaulting." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "A model-specific FA2 unsupported error is not the same as a generic Flash Attention 2 issue." - }, - { - "left": "issue:43673", - "right": "issue:44743", - "accept": false, - "reason": "GenerationMixin cache missing during chunked prefill and recurrent states resetting with cache are different cache semantics bugs." + "reason": "Not enough evidence of the same concrete bug; one is a specific model lacking FA2 support, the other is a generic flash-attention issue." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification pipeline processor lookup and missing fpn_position_embeddings on Sam3 output are unrelated." + "reason": "Different pipelines and errors: video-classification processor mismatch vs SAM 3 vision encoder attribute error." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metric label truncation in the last batch and auxiliary-loss normalization are unrelated training/evaluation bugs." + "reason": "Different training/eval bugs: gather_for_metrics label truncation vs auxiliary-loss normalization." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and a sliding_window issue in Qwen3-MoE do not share the same fix." + "reason": "Unrelated config attribute error vs sliding-window behavior in a different model family." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both concern cache/state, but the underlying mechanisms and failure modes are different." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk in v5 and GPTNeoX rotary_pct reloading are different state/config persistence problems." + "reason": "Different problems: generic v5 buffer initialization bug vs GPTNeoX config reload behavior." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Token-embedding resizing reinitialization and local-path slash import warnings are unrelated." + "reason": "Completely different concerns: embedding reinitialization vs import warnings for local paths ending with a slash." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in an example script and loading Phi-4-multimodal-instruct are different entry points and failures." + "reason": "Different loading failures: local dataset loading in an example script vs loading a specific multimodal model." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve and a missing Gemma4Processor attribute are unrelated crashes." + "reason": "Different serve-time crashes: KV-cache continuation indexing vs missing processor tokenizer attribute." } ] }, @@ -11720,12 +11716,11 @@ ], "soft_pairs": [ "issue:44855|issue:45588", - "issue:45072|issue:46932", "issue:44869|issue:46832", - "issue:45632|issue:46617", - "issue:45245|issue:46858", - "issue:43673|issue:46421", + "issue:45072|issue:46932", "issue:43827|issue:43994", + "issue:45245|issue:46858", + "issue:45632|issue:46617", "issue:46082|issue:46697", "issue:29870|issue:35141", "issue:43931|issue:44060", @@ -11733,224 +11728,225 @@ "issue:43644|issue:44913", "issue:25251|issue:27957", "issue:43335|issue:44855", + "issue:43673|issue:46421", "issue:44242|issue:46897", - "issue:44933|issue:45362", "issue:44077|issue:44877", - "issue:45563|issue:45584", + "issue:44933|issue:45362", "issue:45381|issue:46369", + "issue:45563|issue:45584", "issue:43550|issue:44190", "issue:41720|issue:45245", "issue:43065|issue:44610", "issue:44479|issue:44734", "issue:43335|issue:44190", "issue:45588|issue:47013", - "issue:44617|issue:46369", "issue:43854|issue:44792", "issue:45381|issue:46655", + "issue:44617|issue:46369", "issue:39692|issue:44190" ], - "prepared_review_unit_hash": "f0c51f835978dbd4ab1bc339c41f4f909217b0c04be0b8333eb25d6f3a59aaa0", + "prepared_review_unit_hash": "ef09301e0e75f8fa510fdbcaea04bdb363580deccb6f076ffe795841b231ee3b", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36524, - "estimated_input_tokens": 9131, - "estimated_eval_tokens": 18518 + "serialized_chars": 36528, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a collection of mostly unrelated closed issues that only share broad Transformer/modeling themes, not the same underlying bug or change. No soft pair looks mergeable as a single fix.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43644 is the broadest, most central regression report in the set (a v5.0.0-wide buffer initialization problem) and has the clearest cross-cutting impact.", + "summary": "The cluster is highly heterogeneous; none of the soft pairs looks like the same underlying bug or change, so all candidate duplicate links should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43644 is the most self-contained, broadly framed framework regression in the set, so it is the closest thing to a representative issue, though the cluster does not really cohere as one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest single issue candidate overall because it describes a general runtime regression affecting many models, unlike the more model-specific reports.", + "best_issue_reason": "issue:43644 is the clearest, most actionable issue with a concrete failure mode and framework-wide impact, making it the best single issue to represent this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Different failures: Python 3.13 import parsing vs flash-attention auxiliary-state handling." - }, - { - "left": "issue:45072", - "right": "issue:46932", - "accept": false, - "reason": "Both mention dtype/quantization, but they affect different models and different code paths." + "reason": "Python 3.13 import parsing error in DebertaV2 is unrelated to a flash-attention AttributeError in sink-less models." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper token-decoding crash and RT-DETR forward shape error are unrelated." + "reason": "Whisper word-timestamp decode crash and RT-DETR feature-level TypeError involve different code paths and model families." }, { - "left": "issue:45632", - "right": "issue:46617", + "left": "issue:45072", + "right": "issue:46932", "accept": false, - "reason": "Both involve trust_remote_code cache handling, but one is a path collision and the other is a cache FileNotFoundError." + "reason": "Both mention dtype issues, but they affect different models and different mechanisms, so they are not the same bug." }, { - "left": "issue:45245", - "right": "issue:46858", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Unrelated problems: category-limit runtime error vs cache-length tensor arithmetic under torch.compile." + "reason": "One is a docs cleanup after pipeline removals; the other is a model/pipeline correctness problem for SigLIP2." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:45245", + "right": "issue:46858", "accept": false, - "reason": "Both mention chunked prefill/cache, but one is missing cache state and the other is spurious recompilation." + "reason": "Category cardinality overflow and cache sequence-length arithmetic are unrelated failures." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "Docs referencing pipeline after removals is not the same as SigLIP2 incorrect pipeline outputs." + "reason": "Both touch trust_remote_code caching, but one is a path collision and the other is a FileNotFoundError from cache loading; not the same concrete bug." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "Config validation for head_dim is unrelated to Swin2SR image over-padding." + "reason": "Llama head_dim validation and Swin2SR over-padding are different subsystems and failure modes." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "Different bugs: BART generate mask initialization vs embedding reinitialization after resize." + "reason": "Bart generate() decoder-mask initialization and token-embedding resize reinitialization are separate model bugs." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are separate issues." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different loading/weighting issues." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Model OOM in Sam3Video is not the same as Whisper empty-transcription failure." + "reason": "CUDA OOM in Sam3Video is not the same as Whisper empty-transcription generation failure." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Generic buffer junk initialization is unrelated to GPTNeoX config reload defaults." + "reason": "Non-persistent buffer junk initialization and GPTNeoX rotary_pct reload behavior are unrelated config/runtime problems." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k output nesting and XLMRoberta Flash Attention 2 are unrelated." + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 support are not the same issue." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to DebertaV2 import parsing." + "reason": "Sparse layer construction in SwitchTransformers has nothing to do with the DebertaV2 Python 3.13 parsing error." }, { - "left": "issue:44242", - "right": "issue:46897", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "Load-balancing loss omission and Florence2 double-shift training loss are different bugs." + "reason": "Both mention chunked prefill/cache, but one is a missing cache in v5 and the other is spurious recompilation from lazy cache init; too different to merge." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:44242", + "right": "issue:46897", "accept": false, - "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated." + "reason": "Missing load-balancing loss and Florence2 double-shift training loss are different loss-computation bugs." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "PatchTSMixer post_init allowance and granite_speech strict config loading are not the same defect." + "reason": "PatchTSMixer post_init allowance and granite_speech strict-config loading are separate config-validation topics." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Paged generate warning and Whisper align_special_tokens crash are distinct generation issues." + "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video position IDs and Sam3-LiteText memory overflow are unrelated." + "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow are different problems." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning handling and Whisper empty-transcription generation are unrelated generate-path bugs." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile SDPA failure and local dataset loading error are unrelated." + "reason": "Bamba torch.compile/SDPA failure and local-dataset loading in the image-classification script have no common code path." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert has nothing to do with category cardinality limits." + "reason": "Auto device mapping CUDA assert and category-count overflow are unrelated failures." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor size mismatch are different model bugs." + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same underlying bug as processor/model image-size mismatch." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression in Qwen VL models is unrelated to /v1/responses KV-cache continuation indexing." + "reason": "Video-input regression across Qwen variants and KV-cache continuation crash in transformers serve affect different subsystems." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers config creation bug is unrelated to dataset loading." + "reason": "SwitchTransformers sparse-layer config and local dataset loading in a training script are unrelated." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "Flash-attention sinkless-model crash and xLSTM return_last_states unpacking are different failures." - }, - { - "left": "issue:44617", - "right": "issue:46369", - "accept": false, - "reason": "Both mention memory pressure, but they are different Sam3 model variants with different failure modes." + "reason": "Flash-attention sinkless-model crash and xLSTM train-mode unpacking bug are different code-path failures." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading problem and Janus image-generation test failure are unrelated." + "reason": "GLM-4.7-Flash unit-test loading failure and janus image-generation test failure do not match." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video-processor issues, but the wrong vision_position_ids and incorrect padding calculation are not the same bug." + "reason": "Both are video-processor issues, but one is vision_position_ids and the other is padding calculation; not the same bug." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but one is explicit CUDA OOM in Sam3Video and the other is memory overflow when calling sam3-litetext; different causes and fixes." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs/model mismatch and local dataset loading are unrelated." + "reason": "SigLIP2 docs/example errors are unrelated to the local-dataset loading failure in the training script." } ] }, @@ -12027,20 +12023,20 @@ "issue:45127|issue:45357", "issue:44464|issue:45563", "issue:43295|issue:45276", - "issue:45290|issue:46752", "issue:44779|issue:46489", + "issue:45290|issue:46752", "issue:44112|issue:45600", - "issue:43540|issue:44734", "issue:44521|issue:45381", + "issue:43540|issue:44734", "issue:45276|issue:45584", - "issue:43526|issue:46697", "issue:25251|issue:29870", + "issue:43526|issue:46697", "issue:44737|issue:45803", "issue:44938|issue:45542", "issue:44462|issue:45907", - "issue:43673|issue:46858", "issue:43643|issue:44496", "issue:43854|issue:44964", + "issue:43673|issue:46858", "issue:44246|issue:45003", "issue:44964|issue:45600", "issue:27957|issue:35141", @@ -12053,209 +12049,182 @@ "issue:43404|issue:45216", "issue:36246|issue:38617" ], - "prepared_review_unit_hash": "29028f2d1f6426e077016aa61de77dac005e3d516d1617d2f6108ac92a7da351", + "prepared_review_unit_hash": "84f69f73ffef2483f4d8089bc4f0f42d3d25b200a161dbc882fd37b7729e7703", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36528, - "estimated_input_tokens": 9132, - "estimated_eval_tokens": 18520 + "serialized_chars": 36523, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous and does not contain any clear duplicate issue or PR pair. All soft edges are false positives based on superficial subsystem overlap.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits: the items span unrelated tokenizer, generation, import, CI, and multimodal bugs, with no dominant duplicate target.", + "summary": "This cluster is largely heterogeneous: most pairs are superficially similar by subsystem or wording but describe different bugs. The only clear duplicate-like pair is the DeepSeek tokenizer regression reports, which appear to share the same underlying v5 tokenizer breakage.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 46489 is the most specific, actionable report in the only plausible duplicate pair; it clearly describes the DeepSeek-Coder v1 v5+ tokenizer regression and points to an incomplete prior fix.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the closest representative only because it is a broad, user-facing bug with the strongest discussion/inbound signal, but it still is not a good dedupe anchor for the rest.", + "best_issue_reason": "Issue 46489 is the strongest overall issue candidate because it is concrete, regression-oriented, and directly tied to the tokenizer code path rather than a broad symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Both involve tied embeddings/save_pretrained behavior, but one is LoRA merge collapse and the other is incorrect visual-encoder checkpoint keys; different concrete bugs." + "reason": "Both mention embedding/save_pretrained behavior, but one is about LoRA merging with extended vocab and the other about incorrect visual encoder keys in Qwen3.5; different code paths and failure modes." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked generation output inconsistency and a stale num_return_sequences warning are unrelated generation issues." + "reason": "Chunked generation inconsistencies with compiled forward and a stale paged-generate warning are unrelated generation issues, not the same bug." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "One is a regression around processor/tokenizer access and image input handling, the other is resize_token_embeddings not updating output embeddings; different code paths." - }, - { - "left": "issue:45290", - "right": "issue:46752", - "accept": false, - "reason": "Same API area, but one crashes on assistant messages with tool calls and no content while the other crashes on an empty list; not the same underlying bug." + "reason": "Different models and symptoms: processor/tokenizer access regression vs Gemma4 resize_token_embeddings not updating per-layer/output embeddings." }, { "left": "issue:44779", "right": "issue:46489", + "accept": true, + "reason": "Both report DeepSeek tokenizer regressions in v5/v5+ and point to the same broken tokenizer code path; 46489 reads like the model-specific manifestation of the broader v5 regression in 44779." + }, + { + "left": "issue:45290", + "right": "issue:46752", "accept": false, - "reason": "Both mention DeepSeek tokenizers, but one is a broad v5 regression and the other is a specific DeepSeek-Coder v1 gap in an earlier fix; not the same concrete issue." + "reason": "Both hit apply_chat_template, but one is tool-call assistant messages with no content and the other is an empty input list; these are distinct edge cases." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Different CI failures: stale GraniteSpeech device-override test vs removed Sam3LiteText configs in auto_mappings." + "reason": "Both are CI-related, but one is a stale GraniteSpeech device override test and the other is an auto_mappings reference to removed Sam3LiteText configs; unrelated failures." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Qwen3OmniMoe video input ValueError and transformers serve KV-cache indexing failure are distinct runtime bugs." + "reason": "Both concern multimodal/chat-template behavior, but assistant_masks being all zeros and Qwen2.5-VL video vision_position_ids being wrong are different bugs in different paths." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Both are multimodal-related, but one is assistant_masks in apply_chat_template and the other is vision_position_ids for qwen2.5-vl video inputs." + "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache continuation tensor-indexing crash are unrelated." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings/output embedding handling and Whisper empty-transcription generation failure are unrelated." + "reason": "Gemma4 embedding resize behavior and Whisper empty-transcription failure after align_special_tokens are unrelated." }, { - "left": "issue:43526", - "right": "issue:46697", + "left": "issue:25251", + "right": "issue:29870", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Swin2SR over-padding are different image-processor bugs." + "reason": "Pipeline top_k nesting change and BART decoder_attention_mask UnboundLocalError are separate issues." }, { - "left": "issue:25251", - "right": "issue:29870", + "left": "issue:43526", + "right": "issue:46697", "accept": false, - "reason": "Pipeline top_k nesting change and Bart decoder_attention_mask initialization error are separate generation issues." + "reason": "Both are image-processor bugs, but reduce_labels returning one label and Swin2SR over-padding are different implementations and failures." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet device placement in positional encoding and Fuyu's broad exception handling are unrelated." + "reason": "XLNet device placement bug and Fuyu bare except swallowing errors are unrelated." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and TensorBoard-without-TensorFlow backend error are different environment/package issues." + "reason": "Python 3.14 import failure and missing TensorFlow backend due to extras installation are different packaging/runtime problems." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files missing revision passthrough affect different APIs." - }, - { - "left": "issue:43673", - "right": "issue:46858", - "accept": false, - "reason": "Both concern cache behavior, but one is missing GenerationMixin cache in chunked_prefill and the other is device-tensor seq_length breaking static-cache arithmetic under torch.compile." + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated repository/client issues." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "trust_remote_code returning missing fields and config.json missing model_type are related to config loading but not the same bug." + "reason": "AutoConfig missing fields with trust_remote_code and unrecognized model_type in config.json are different config-loading failures." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model-loading failures for different models and code paths; not a duplicate." + "reason": "Different model-loading failures for different models; no evidence of the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation cache, but one is a missing cache in chunked_prefill and the other is device-tensor seq-length breaking static-cache slice arithmetic; not the same concrete defect." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Slow import sometimes and unsafe sys.modules access are not the same issue; one is performance, the other correctness." + "reason": "Import slowness and unsafe sys.modules access are not the same issue." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal model loading and auto_mappings referencing removed configs are unrelated." + "reason": "A model-loading regression and stale auto_mappings config references are unrelated." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and embedding reinitialization after resizing are distinct problems." - }, - { - "left": "issue:45632", - "right": "issue:46234", - "accept": false, - "reason": "trust_remote_code cache path collisions and a missing is_falcon_mamba_ssm_available helper are unrelated." - }, - { - "left": "issue:44112", - "right": "issue:44964", - "accept": false, - "reason": "A stale GraniteSpeech CI test and a model loading regression for Phi-4 are different bugs." - }, - { - "left": "issue:42796", - "right": "issue:44521", - "accept": false, - "reason": "Tokenizer BPE-marker handling and apply_chat_template assistant_masks are separate text-processing issues." - }, - { - "left": "issue:42175", - "right": "issue:44279", - "accept": false, - "reason": "Missing TensorFlow in the torch extra and a generic dependency issue with transformers are not the same underlying problem." - }, - { - "left": "issue:36246", - "right": "issue:41628", - "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor import and missing AutoImageProcessor import are different import/export failures." + "reason": "XLMRoberta Flash Attention support and embedding reinitialization after resize_token_embeddings are unrelated." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error and embedding reinitialization after resize are unrelated." + "reason": "Trainer broadcast of NoneType and output embedding reinitialization are unrelated." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Mistral3 lm_head tying bug and Qwen3.5 save_pretrained checkpoint regression are different model-specific issues." + "reason": "Backend dependency packaging issue and generic dependency issue are too broad and not the same bug." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are import errors, but one is a model-package symbol missing and the other is a core configuration_utils export missing; not the same bug." + "reason": "Qwen2_5_VLImageProcessor import failure and missing layer_type_validation export are unrelated import errors." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge judgments are appropriately conservative. The DeepSeek tokenizer pair (44779/46489) is the only clearly duplicate-like match from the titles, while the other rejected pairs are plausibly distinct bugs or edge cases." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12275,6 +12244,7 @@ "issue:41950", "issue:42907", "issue:43295", + "issue:43299", "issue:43381", "issue:43441", "issue:43479", @@ -12291,6 +12261,7 @@ "issue:44220", "issue:44279", "issue:44295", + "issue:44327", "issue:44336", "issue:44496", "issue:44521", @@ -12300,6 +12271,7 @@ "issue:44987", "issue:45042", "issue:45083", + "issue:45216", "issue:45335", "issue:45375", "issue:45446", @@ -12310,256 +12282,253 @@ "issue:45759", "issue:46082", "issue:46121", - "issue:46123", - "issue:46369", "issue:46424", "issue:46506", "issue:46515", - "issue:46614", "issue:46693", - "issue:46932", - "issue:47085" + "issue:46752", + "issue:46932" ], "soft_pairs": [ - "issue:46082|issue:46121", "issue:43531|issue:45600", + "issue:46082|issue:46121", "issue:44295|issue:46506", - "issue:43673|issue:46424", "issue:41950|issue:44016", - "issue:43582|issue:46932", + "issue:43673|issue:46424", "issue:43295|issue:45335", + "issue:43582|issue:46932", "issue:45083|issue:46506", "issue:43976|issue:44987", - "issue:44016|issue:44220", - "issue:43673|issue:44336", "issue:44496|issue:45042", + "issue:44016|issue:44220", "issue:43526|issue:43901", + "issue:43673|issue:44336", "issue:43901|issue:44496", - "issue:44683|issue:45446", "issue:42907|issue:43441", - "issue:43381|issue:45593", + "issue:44683|issue:45446", "issue:43650|issue:44220", "issue:44496|issue:45759", - "issue:44792|issue:46424", + "issue:43381|issue:45593", "issue:44016|issue:44062", "issue:43441|issue:45588", + "issue:44792|issue:46424", "issue:43976|issue:44279", "issue:43824|issue:44933", "issue:44521|issue:46693", - "issue:43479|issue:45375", "issue:44279|issue:46515", - "issue:46123|issue:46369", - "issue:46614|issue:47085", - "issue:45335|issue:45584" + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:44327|issue:46752", + "issue:43299|issue:45216" ], - "prepared_review_unit_hash": "0edbf473157a557e98ece03f6bd69ef3f7f3b1bbb18c6d635c19b4ebd240a2f5", + "prepared_review_unit_hash": "e021f2136f47726a3687d0a25dfe21055afedff8b9f4277e22e852b8e445a7d8", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 35944, - "estimated_input_tokens": 8986, - "estimated_eval_tokens": 18228 + "serialized_chars": 35974, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the issues span unrelated bugs in configs, tokenizers, multimodal models, flash-attention, docs, notebooks, and platform/version checks. None of the soft pairs look like the same underlying bug or change, so all should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical duplicate stands out; the overlap is mostly superficial keyword similarity rather than one shared bug report.", + "summary": "The cluster is highly heterogeneous: most pairs share only superficial Transformer-related wording, not the same bug or fix path. No soft pair is close enough to merge as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44521 is the clearest substantive, code-path-specific bug report in the set and has the strongest discussion/activity signal; it is a better anchor than the many unrelated config, docs, cache, and model-loading issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45042 is the strongest standalone report: it is concrete, version-specific, and clearly describes a reproducible bug in PIL-backed image processors requiring torchvision.", + "best_issue_reason": "issue:44521 is the best representative issue overall because it describes a concrete multimodal generation bug with active follow-up, while the rest of the items span unrelated failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Both are config/validation bugs, but one is about Llama head_dim constraints and the other about rope-key parsing from JSON lists; different failure modes and code paths." + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs a CI break from removed Sam3LiteText config references." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText auto-mappings are unrelated model/config issues." + "reason": "Both are config-validation related, but one is Llama head_dim handling and the other is rope-validation list typing; different code paths." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Reading position_ids after buffer registration is a tensor/module state bug; PPDocLayoutV3 CPU/CUDA divergence is a backend determinism issue." + "reason": "Unrelated failures: position_ids buffer access vs CPU/CUDA output differences in PPDocLayoutV3." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill and the other is cache length handling for Quantized Cache only." + "reason": "Video-classification processor lookup vs a notebook syntax error; no shared underlying bug." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "Video-classification processor lookup and a notebook syntax error are clearly unrelated." + "reason": "Both mention cache, but one is GenerationMixin chunked_prefill cache missing and the other is max_cache_length handling in quantized cache; not the same defect." }, { - "left": "issue:43582", - "right": "issue:46932", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Apple Silicon warmup TypeError and Gemma4 dtype casting are different bugs in different subsystems." + "reason": "Different model families and failures: processor/tokenizer image handling regression vs resize_token_embeddings not updating decoder.embed_tokens." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:43582", + "right": "issue:46932", "accept": false, - "reason": "Processor.tokenizer/image regression and t5gemma resize_token_embeddings affect different model APIs and code paths." + "reason": "Apple Silicon TypeError in caching_allocator_warmup is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Helper output-length behavior in qwen3_omni_moe is unrelated to CPU vs CUDA output differences in PPDocLayoutV3." + "reason": "Separate issues: a helper-length computation bug in qwen3_omni_moe vs CPU/CUDA divergence in PPDocLayoutV3." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version support and loading a specific model are separate compatibility problems." - }, - { - "left": "issue:44016", - "right": "issue:44220", - "accept": false, - "reason": "Notebook syntax error and _torch_extract_fbank_features() failure are unrelated." + "reason": "Version/runtime compatibility problems, but one is Python support and the other is loading a specific model package; not the same issue." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Generation cache missing during chunked_prefill and ANSI codes in loading_report are unrelated." + "reason": "Unrecognized-model config loading vs PIL image processor torchvision dependency; different failure surfaces." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Missing model_type in config.json and PIL backend processors requiring torchvision are different loading/runtime failures." + "reason": "Notebook syntax error and a feature-extraction TypeError are unrelated." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "reduce_labels returning one label and docs mismatch for return_all_scores are unrelated issues." + "reason": "BeitImageProcessorFast label reduction bug vs documentation mismatch for return_all_scores; different artifacts and code paths." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "A docs/behavior mismatch in TextClassificationPipeline is not the same bug as unrecognized model config loading." + "reason": "Cache handling bug vs ANSI escape output in loading_report; no underlying overlap." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Both are torch-version related, but one is compiled flex_attention on torch >= 2.9 and the other is an AuxRequest import version check." + "reason": "Docs mismatch for text classification vs model import/config loading failure." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both involve Ministral models, but one is save/dequantization and the other is FlashAttention inference; different code paths." + "reason": "Same model family, but one concerns saving dequantized checkpoints and the other FlashAttention inference failure; too different to merge." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are unrelated training/eval bugs." + "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled failure and the other is an incorrect version check for AuxRequest import." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "A vague data request and a feature-extraction helper bug are not the same underlying issue." + "reason": "A vague 'ADD THE DATA' issue is not the same bug as _torch_extract_fbank_features()." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Missing model_type in config loading and failing to unwrap text_config for composite multimodal configs are different config-resolution problems." + "reason": "Both involve loading configs/models, but one is an unrecognized model_type and the other is not unwrapping text_config for composite multimodal configs." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "A failed janus image-generation test and cache max length handling are unrelated." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are different training/inference behaviors." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken special-argument TypeError are unrelated." + "reason": "Notebook syntax error vs AddedToken keyword-argument conflict; unrelated." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but they target different models and different failures (Ministral-3 vs sink-less models with s_aux=None)." + "reason": "Both mention flash_attention, but they are distinct bugs: Ministral-3 model failure vs AttributeError on s_aux=None for sink-less models." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A janus test failure is unrelated to cache max length configuration." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python-version compatibility and a generic dependency issue are not the same bug." + "reason": "Python version incompatibility vs a generic dependency issue; not the same bug." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they refer to different missing symbols/modules and different fixes." + "reason": "Missing Qwen2_5_VL import and a nonexistent image_utils import are different namespace/export problems." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "All-zero assistant masks in multimodal chat templating and FA2 long-context performance regression are unrelated." + "reason": "apply_chat_template assistant-mask bug vs FA2 long-context performance regression; different functionality and fixes." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "Defaulting None configs and missing deepstack_visual_indexes under @strict are different config-schema bugs." + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; not a single code-path defect." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "A dependency issue with transformers and torch 2.4.1 incompatibility are separate environment problems." + "reason": "Different composite-config bugs affecting different models and fields; one initializes defaults from None, the other drops a config field under @strict." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Partial-batch result dropping and memory overflow in sam3-litetext are unrelated runtime issues." + "reason": "Embedding resize propagation bug vs Whisper empty-transcription generation failure after token alignment." }, { - "left": "issue:46614", - "right": "issue:47085", + "left": "issue:44327", + "right": "issue:46752", "accept": false, - "reason": "Stale phonemizer language state and fast-tokenizer thread-safety are different components and failure modes." + "reason": "Both are IndexError-style crashes, but one is QA top-k bounds and the other is apply_chat_template on an empty list; unrelated." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "t5gemma embedding resize behavior and Whisper empty-transcription behavior after align_special_tokens are unrelated." + "reason": "Both involve Qwen multimodal models, but one is loading breakage and the other is incorrect save_pretrained output; distinct code paths." } ] }, @@ -12583,7 +12552,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ - "issue:33290", "issue:39692", "issue:41950", "issue:42796", @@ -12603,7 +12571,6 @@ "issue:44242", "issue:44279", "issue:44291", - "issue:44327", "issue:44351", "issue:44368", "issue:44462", @@ -12621,242 +12588,237 @@ "issue:45542", "issue:45588", "issue:45593", - "issue:45656", "issue:45812", "issue:45823", "issue:46082", + "issue:46123", "issue:46209", + "issue:46369", "issue:46399", "issue:46512", - "issue:46752", - "issue:47000" + "issue:46614", + "issue:47000", + "issue:47085" ], "soft_pairs": [ - "issue:44327|issue:46752", - "issue:43299|issue:45216", + "issue:46123|issue:46369", + "issue:46614|issue:47085", "issue:44279|issue:45405", "issue:43295|issue:44779", - "issue:42796|issue:43650", "issue:39692|issue:43901", - "issue:46082|issue:46399", + "issue:42796|issue:43650", "issue:44075|issue:44368", "issue:43577|issue:45216", "issue:44351|issue:45278", "issue:41950|issue:45020", + "issue:46082|issue:46399", "issue:43976|issue:45405", - "issue:46082|issue:46512", - "issue:43299|issue:45357", - "issue:44466|issue:45276", "issue:43381|issue:47000", "issue:44779|issue:45812", + "issue:44466|issue:45276", + "issue:43299|issue:45357", + "issue:46082|issue:46512", "issue:43650|issue:46209", "issue:43653|issue:45593", - "issue:44242|issue:45200", "issue:41950|issue:45823", + "issue:44242|issue:45200", "issue:43299|issue:43854", "issue:44462|issue:45081", "issue:44016|issue:44291", "issue:44683|issue:45542", "issue:45588|issue:47000", - "issue:43479|issue:43525", - "issue:33290|issue:45656" + "issue:43479|issue:43525" ], - "prepared_review_unit_hash": "571ff40a2be7bf8e20ab333d8d785b70847b9379bdeb56fc3a17daf46f42b1aa", + "prepared_review_unit_hash": "f19c25229355bee9c2badb978e2820331deaa8501b4201d9ccb686a5a2d9e29d", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35661, - "estimated_input_tokens": 8916, - "estimated_eval_tokens": 18088 + "soft_pair_count": 27, + "serialized_chars": 35387, + "estimated_input_tokens": 8847, + "estimated_eval_tokens": 17950 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mixed bag of mostly unrelated Transformers regressions (tokenizers, model loading, configs, docs, and a few training/runtime bugs). I don\u2019t see any soft-edge pair that is the same underlying defect, so all candidate merges should be rejected.", - "confidence": 0.66, - "canonical_issue_reason": "No issue in this set cleanly represents the whole cluster, but #45020 is the broadest umbrella: it describes recent-version breakage affecting model loading/remote_code and is the most plausible anchor for a heterogeneous regression cluster.", + "summary": "This cluster is largely heterogeneous. The soft edges mostly connect unrelated regressions across tokenizers, multimodal configs, docs, training/runtime bugs, and dependency/version issues, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45812 is the strongest representative: a concrete, broad tokenizer regression with a clear v4\u2192v5 behavioral change and user impact.", "canonical_pr_reason": null, - "best_issue_reason": "#45020 is the best single issue to anchor the cluster because it is the most general compatibility/regression report; however, it still does not truly subsume the other, more specific bugs.", + "best_issue_reason": "issue:45812 has the clearest reproducible failure and broadest blast radius among the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44327", - "right": "issue:46752", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "QA pipeline span decoding crash and empty chat-template input crash are different code paths and failures." + "reason": "Different models and failure modes: dropped final batch results vs memory overflow." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:46614", + "right": "issue:47085", "accept": false, - "reason": "Both are Qwen regressions, but one is model loading and the other is save_pretrained checkpoint serialization; not the same bug." + "reason": "Stale phonemizer language state is unrelated to tokenizer thread-safety." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "General dependency issue vs PEFT minimum-version bump; unrelated causes and fixes." + "reason": "Generic dependency complaint vs a specific unreleased PEFT version bump." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor/tokenizer API regression vs Deepseek tokenization correctness regression; different underlying defects." - }, - { - "left": "issue:42796", - "right": "issue:43650", - "accept": false, - "reason": "Video-classification processor lookup bug and a placeholder data request are unrelated." + "reason": "Different tokenizer regressions affecting different model families and code paths." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Two documentation problems in different docs/features, not the same concrete issue." + "reason": "Both are docs-related, but they concern different pipelines and different mistakes." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "Llama config validation and Qwen3.5 kernel registration failure are unrelated." + "reason": "Tokenizer BPE-marker bug and a vague data request are unrelated." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer arguments ignored and a tied-embeddings warning are different issues." + "reason": "Optimizer argument handling and a tie_word_embeddings warning are separate issues." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype-loading bug and Qwen3.5 save_pretrained regression do not share the same code path." + "reason": "BLIP2 dtype loading bug is unrelated to Qwen save_pretrained serialization." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A single import error and a broad import-error report are related in theme only, not the same bug." + "reason": "Specific missing import vs broad import failures after upgrade; not the same root cause." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification pipeline processor lookup is a specific pipeline bug, not the remote_code compatibility regression described by #45020." + "reason": "Pipeline processor-selection bug and remote_code breakage are different failures." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Config validation around head_dim is unrelated to a missing kernel registration decorator." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python-version compatibility failure vs unreleased PEFT dependency bump; unrelated." + "reason": "Python version compatibility and an unreleased dependency pin are unrelated." }, { - "left": "issue:46082", - "right": "issue:46512", + "left": "issue:43381", + "right": "issue:47000", "accept": false, - "reason": "One is config validation, the other is stale dtype metadata after from_config; not the same defect." + "reason": "Eval-mode gradient checkpointing and RTDetr loss infeasibility are different training bugs." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Both concern Qwen3.5-family regressions, but one is loading and the other is save_pretrained key serialization." + "reason": "Both involve tokenizers, but they affect different models and show different incorrect outputs." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of tied lm_head weights and resize_token_embeddings behavior are different bugs." + "reason": "Weight serialization inconsistency and resize_token_embeddings propagation are different bugs." }, { - "left": "issue:43381", - "right": "issue:47000", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and RTDetrLoss infeasible cost matrix are unrelated." + "reason": "Qwen multimodal loading failure and save_pretrained key serialization are distinct code paths." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "Different tokenizer regressions in different model families and different failure modes." + "reason": "Config constructor validation vs stale config.dtype after from_config are different issues." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Placeholder data request vs FP8 inference failure are unrelated." + "reason": "No meaningful overlap: a placeholder data request vs an FP8 inference crash." }, { "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-loss logic are unrelated." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Missing load-balancing loss and mm_token_type_ids defaulting are different training/model semantics issues." + "reason": "Video pipeline processor lookup and Gemma4 device placement are different problems." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Pipeline processor lookup bug and Gemma4 device-mismatch forward bug are unrelated." + "reason": "Missing load-balancing loss and missing default mm_token_type_ids are different model-behavior bugs." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL loading regression and GLM-4.7-Flash test-loading failure are different model-specific bugs." + "reason": "Qwen3VL loading regression and GLM-4.7 unit-test loading issue are unrelated model-specific failures." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex-patching crash are different tokenizer-loading paths." + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer code paths." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights constructor TypeError are unrelated." + "reason": "Notebook syntax error is unrelated to init_empty_weights argument handling." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and TensorBoard/TensorFlow backend installation issue are unrelated." + "reason": "Compiled flex_attention on new torch versions and tensorboard/TensorFlow backend setup are unrelated." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "Flash-attention sink-less-model crash and RTDetrLoss cost-matrix infeasibility are unrelated." + "reason": "Flash-attention auxiliary state crash and RTDetr loss infeasibility are different runtime bugs." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Default multimodal config initialization bug and missing pad_token_id AttributeError are separate config issues." - }, - { - "left": "issue:33290", - "right": "issue:45656", - "accept": false, - "reason": "Adafactor OOM in DeepSpeed and optimizer step called twice in DeepSpeed are not the same concrete bug." + "reason": "Different config classes and different missing-default initialization problems." } ] }, @@ -12880,6 +12842,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ + "issue:33290", "issue:42175", "issue:42796", "issue:42994", @@ -12917,26 +12880,26 @@ "issue:45397", "issue:45542", "issue:45600", + "issue:45656", "issue:45712", "issue:45823", "issue:45834", "issue:45859", "issue:45907", - "issue:46291", - "issue:46399", "issue:46655", "issue:46726", "issue:46851", "issue:47000" ], "soft_pairs": [ + "issue:33290|issue:45656", "issue:43441|issue:45834", - "issue:44336|issue:46851", "issue:45081|issue:45907", "issue:42994|issue:43317", + "issue:44336|issue:46851", "issue:44623|issue:44749", - "issue:45859|issue:46851", "issue:45103|issue:45372", + "issue:45859|issue:46851", "issue:44261|issue:44263", "issue:44623|issue:45397", "issue:42175|issue:43976", @@ -12945,216 +12908,215 @@ "issue:44671|issue:44779", "issue:43673|issue:43761", "issue:43525|issue:43881", - "issue:43723|issue:44162", "issue:44016|issue:45823", - "issue:44188|issue:44336", - "issue:42796|issue:43441", "issue:44186|issue:47000", + "issue:42796|issue:43441", "issue:43824|issue:43976", + "issue:44188|issue:44336", + "issue:43723|issue:44162", "issue:44987|issue:45542", "issue:43525|issue:43643", - "issue:44336|issue:44373", "issue:44589|issue:45362", - "issue:45325|issue:46851", + "issue:44336|issue:44373", "issue:46655|issue:46726", - "issue:46291|issue:46399" + "issue:45325|issue:46851" ], - "prepared_review_unit_hash": "ed59f15b4eb344d2c667629a2a0bea27e6eaa983a27e461b261294e70587ba63", + "prepared_review_unit_hash": "b3997d97d5ab80f794a2cf3471f24a4d2eb79c63e533e4d0ddd21ee6e03a1a57", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36118, - "estimated_input_tokens": 9030, - "estimated_eval_tokens": 18316 + "serialized_chars": 36002, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly lexical similarity around Transformers v5 regressions, but the issues span many unrelated model, tokenizer, config, and tooling bugs. I do not see a true duplicate pair among the soft edges.", - "confidence": 0.63, - "canonical_issue_reason": "issue:43643 is the broadest, most central regression-style report in the set: a generic AutoConfig/trust_remote_code loading problem that fits the cluster\u2019s overall theme of v5 config/model-loading breakage.", + "summary": "The items are mostly unrelated issues spanning tokenizers, loading, quantization, docs, and assorted model regressions. No soft pair looks like the same underlying bug/change, so all soft edges are rejected. There are no PRs in the set.", + "confidence": 0.86, + "canonical_issue_reason": "No single true duplicate canonical issue stands out because the cluster is heterogeneous. If one issue must represent the set, issue 44779 is the best fit: it is a concrete v5 regression report with a clear behavioral break and user impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43643 is the best representative issue overall because it is general enough to anchor the cluster, even though the cluster is too heterogeneous to be a single duplicate group.", + "best_issue_reason": "Issue 44779 is the strongest representative issue because it is specific, reproducible, and centered on a clear versioned regression rather than a docs/config or ancillary failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Different models and failure modes: FlashAttention loading failure vs long-OCR index error." + "reason": "Both mention DeepSpeed/optimizer behavior, but one is OOM from Adafactor while the other is double optimizer stepping; different failure modes and code paths." }, { - "left": "issue:44336", - "right": "issue:46851", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "One is ANSI output formatting, the other is Qwen3.5 variable-length position_ids behavior." + "reason": "Completely different models and bugs: FlashAttention failure for Ministral-3 vs OCR long-input index error in Kosmos2.5." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex crash is unrelated to list_repo_files missing revision forwarding." + "reason": "Tokenizer regex crash vs Hub file listing not forwarding revision; unrelated subsystems and symptoms." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Both involve quantization/offload, but saving quantized models and loading dequantized models are different code paths and bugs." + "reason": "Quantized model save failure and dequantized model load/offload failure are both quantization-adjacent, but they are distinct operations and bugs." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:44336", + "right": "issue:46851", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to a performance regression in data filtering." + "reason": "ANSI escape handling in loading_report is unrelated to Qwen3.5 variable-length position_ids behavior." }, { - "left": "issue:45859", - "right": "issue:46851", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Both mention Qwen3.5/position handling, but CPU offload incompatibility is not the same as variable-length input handling." + "reason": "Missing processor save files and a performance regression after upgrade are unrelated." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotation parsing and Gemma 4 processor loading are unrelated failures." + "reason": "Auto-docstring crash with future annotations is unrelated to Gemma 4 processor loading failing on an import error." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Same model family and position_ids terminology, but one is CPU-offload incompatibility in rotary embedding while the other is variable-length input handling; not the same bug." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different model internals: MLA layernorm precision issue vs GlmMoeDsaIndexer split return values." + "reason": "Different model internals and different failures: missing rms_norm_eps precision issue vs torch.split return-value handling." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained file omission is not the same as gemma-4 zero3 from_pretrained failure." + "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained loading are separate workflows and errors." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "TensorFlow backend packaging issue is unrelated to Python version compatibility." + "reason": "Backend installation packaging issue vs Python version compatibility issue; not the same root cause." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are stale-generated-artifact problems, but one is auto_mappings and the other is dummy_pt_objects; not the same bug." + "reason": "Broken auto_mappings references and leftover dummy classes are different repository hygiene/CI problems." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to slow import behavior." + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import slowness." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT MLM prediction regression and Deepseek tokenizer regression affect different model components." + "reason": "Both are v5 regressions, but they affect different models and different paths: CamemBERT MLM predictions vs Deepseek tokenizer output." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache missing in chunked_prefill and CLIPVision hidden_states regression are different failures." + "reason": "Generation cache missing during chunked prefill is unrelated to CLIPVisionModel hidden_states behavior." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is not the same as glm-4v-9b loading failure." - }, - { - "left": "issue:43723", - "right": "issue:44162", - "accept": false, - "reason": "Tokenizer loading in v5 and ESM2 breakage are unrelated." + "reason": "Missing pad_token_id on Llama4Config and a generic glm-4v-9b loading failure are not clearly the same bug." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error is unrelated to Gemma4 device-mismatch during forward." + "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:44186", + "right": "issue:47000", "accept": false, - "reason": "Attention-kernel divergence on torch.compile is unrelated to ANSI escape code generation." + "reason": "Tokenizer NER/padding crash and RTDetrLoss infeasible cost matrix are different components and failure signatures." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling and Ministral FlashAttention failure are distinct issues." + "reason": "Same model family, but tokenizer BPE marker handling and FlashAttention loading are separate bugs." }, { - "left": "issue:44186", - "right": "issue:47000", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crashes are unrelated to RTDetrLoss assignment infeasibility." + "reason": "Importing a specific Qwen2.5-VL class and a Python version support issue are unrelated." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "ImportError for a model class is unrelated to Python 3.9/3.10 compatibility." + "reason": "torch.compile attention-kernel divergence and ANSI code generation are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 breakage are different model/backend issues." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Physical-intelligence model loading failure and missing TensorFlow backend are unrelated." + "reason": "Loading a specific model fails for one reason, while the other is a packaging/backend dependency issue; no shared root cause." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both involve config fields, but missing pad_token_id on one model is not the same as generic trust_remote_code missing-fields behavior." - }, - { - "left": "issue:44336", - "right": "issue:44373", - "accept": false, - "reason": "ANSI codes in loading_report and a wrong docstring for position_ids are unrelated." + "reason": "Missing config attribute on a model config and trust_remote_code returning missing fields are not the same defect." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Storage type lookup error and Qwen3.5 chat crash are unrelated." + "reason": "Float8 storage lookup error and Qwen3.5 chat crash are unrelated." }, { - "left": "issue:45325", - "right": "issue:46851", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Both mention position_ids, but the Qwen2.5-VL rope scaling bug and Qwen3.5 variable-length bug are different model paths." + "reason": "Loading_report ANSI escaping and a wrong docstring for position_ids are distinct documentation/runtime issues." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Video padding calculation bug and missing-vision-backend processor error are different processor failures." + "reason": "Both involve processors, but one is a video padding bug and the other is a missing-vision-backend import/reporting issue." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:45325", + "right": "issue:46851", "accept": false, - "reason": "Kernel package version/revision requirement and Qwen3.5 rotary registration crash are unrelated." + "reason": "Both mention position_ids, but they describe different models and different logic: Qwen2.5-VL rope scaling vs Qwen3.5 variable-length input handling." } ] }, @@ -13217,6 +13179,7 @@ "issue:45588", "issue:45593", "issue:46132", + "issue:46291", "issue:46399", "issue:46506", "issue:46614", @@ -13227,9 +13190,10 @@ "issue:46851" ], "soft_pairs": [ + "issue:46291|issue:46399", "issue:44246|issue:44496", - "issue:45083|issue:46851", "issue:44297|issue:45397", + "issue:45083|issue:46851", "issue:41628|issue:43976", "issue:43784|issue:45542", "issue:46399|issue:46851", @@ -13239,13 +13203,13 @@ "issue:45103|issue:46399", "issue:45072|issue:46829", "issue:44295|issue:45397", - "issue:46614|issue:46665", "issue:43531|issue:45362", + "issue:46614|issue:46665", "issue:44246|issue:44871", "issue:45588|issue:46851", "issue:42491|issue:43299", - "issue:44336|issue:44485", "issue:45003|issue:46821", + "issue:44336|issue:44485", "issue:44242|issue:45593", "issue:42886|issue:46132", "issue:43550|issue:46506", @@ -13253,205 +13217,211 @@ "issue:36246|issue:42757", "issue:36246|issue:44351", "issue:43901|issue:45003", - "issue:44451|issue:46752", - "issue:43257|issue:45137" + "issue:43257|issue:45137", + "issue:44451|issue:46752" ], - "prepared_review_unit_hash": "51a45d0e36a415ac0b51624594ed3a7b07a36a5966ba636de66b0634cd9c1dce", + "prepared_review_unit_hash": "81ca26679bb48ece22a05c28d8edfc7134adda1cddaf4cb1d26cd4a22ac5db81", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35509, - "estimated_input_tokens": 8878, - "estimated_eval_tokens": 18012 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36412, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated regressions or import/loading issues across different models and utilities. None of the soft pairs looks like the same concrete bug or change, so no pair should be merged as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue is a safe representative here; the items span unrelated bugs (imports, Qwen/MoE loading, tokenizer behavior, utilities, and model-specific regressions).", + "summary": "This cluster is heterogeneous: the soft pairs share broad themes (imports, Qwen, DeepSpeed, tokenizers), but they do not describe the same underlying bug or change. I would not merge any of the candidate pairs.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: there is no coherent duplicate set to anchor on, and selecting any one issue would misrepresent the rest of the cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "Different failures: intermittent import latency vs unrecognized model/config loading error." + "reason": "Both involve kernels-related import/runtime failures, but one is a pipelines import dependency/version check and the other is a Qwen3.5 registration crash; different code paths and fixes." }, { - "left": "issue:45083", - "right": "issue:46851", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Both involve Qwen models, but one is a helper-length bug in qwen3_omni_moe and the other is a variable-length position_ids crash in Qwen3.5." + "reason": "One is about slow import performance, the other is an unrecognized model/config loading failure; not the same bug." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 ZeRO3 from_pretrained failure." + "reason": "Tokenizer save/load metadata mismatch vs DeepSpeed zero3 from_pretrained failure; unrelated symptoms and code paths." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen-related, but one targets a helper length computation in qwen3_omni_moe and the other is variable-length position_ids behavior in Qwen3.5; different fixes." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import error and Python version support breakage are different issues." + "reason": "ImportError for AutoImageProcessor is unrelated to the Python-version support regression." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "sentence-transformers import NameError for nn is unrelated to missing TensorFlow backend handling for tensorboard." + "reason": "Sentence-transformers NameError on nn import is unrelated to the tensorboard/tf backend error." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a kernel registration/decorator failure and the other is a variable-length position_ids issue." + "reason": "Both mention Qwen3.5, but one is a kernels registration/decorator crash and the other is variable-length input handling; not the same defect." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Test xdist file race and stale generate() warning are unrelated test/runtime problems." + "reason": "A pytest-xdist file race is unrelated to a stale warning in paged generate()." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BEiT image processor label reduction bug is unrelated to unsafe sys.modules access in modeling_utils." + "reason": "BeitImageProcessorFast label reduction bug and modeling_utils sys.modules access are separate implementation problems." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to empty-list chat template IndexError." + "reason": "Video input processing in Qwen3OmniMoe is unrelated to apply_chat_template crashing on an empty list." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring annotation handling and Qwen3.5 kernel registration are different code paths and bugs." + "reason": "auto_docstring annotation handling crash is unrelated to the Qwen3.5 kernels registration failure." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "Dtype mismatch in SwitchTransformers/TimmWrapperModel is unrelated to VideoPrism hidden_states output packaging." + "reason": "These affect different models and behaviors: dtype mismatch in inference vs hidden_states being populated incorrectly." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Position_ids buffer access bug is unrelated to gemma-4 ZeRO3 loading." + "reason": "Reading a buffer-backed position_ids tensor is unrelated to the DeepSpeed zero3 from_pretrained issue." }, { - "left": "issue:46614", - "right": "issue:46665", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "Stale phonemizer backend state and inconsistent from_pretrained behavior are different issues." + "reason": "Sliding-window behavior in Qwen3-MoE and chat crashes for Qwen3.5-35B are distinct model/runtime issues." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:46614", + "right": "issue:46665", "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to Qwen3.5 chat crashes." + "reason": "Stale phonemizer language state is unrelated to inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Missing load-balancing loss and eos_token_id config mismatch are not the same underlying bug." + "reason": "Import latency and eos_token_id config inconsistency are different classes of bug." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Flash-attention crash on sink-less models is unrelated to Qwen3.5 variable-length position_ids handling." + "reason": "Flash-attention crash on sink-less models is unrelated to variable-length position_ids handling." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is LoRA compatibility across versions and the other is base model loading on 5.0.0.dev0; not the same concrete bug." + "reason": "Both mention Qwen3 MoE, but one is a hf4.x\u2192hf5.x LoRA compatibility problem and the other is a Qwen3VL MoE loading regression; not mergeable as one fix." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:45003", + "right": "issue:46821", "accept": false, - "reason": "ANSI codes in loading_report and GLM-5 RoPE implementation are unrelated." + "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError do not share the same root cause." }, { - "left": "issue:45003", - "right": "issue:46821", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to TimesFM window_size AttributeError." + "reason": "ANSI codes in loading_report and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Missing load-balancing loss in MoE routing is unrelated to D-FINE auxiliary losses when denoising is off." + "reason": "Both concern auxiliary losses, but they are for different models and mechanisms (MoE router loss vs D-FINE denoising aux losses)." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are unrelated." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior change are unrelated issues." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "Bamba torch.compile+SDPA failure is unrelated to CPU/CUDA result divergence in PPDocLayoutV3." + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to CPU/CUDA output differences in PPDocLayoutV3." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output_embeddings are different issues." + "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output embeddings are different bugs." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export is unrelated to missing is_offline_mode from huggingface_hub." + "reason": "Missing Qwen2_5_VLImageProcessor export and missing is_offline_mode export are separate import issues." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export is a different symbol and code path than missing HybridCache export." + "reason": "Both are import errors, but they involve different missing symbols from different modules." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to unsafe sys.modules access." + "reason": "Documentation mismatch for return_all_scores is unrelated to unsafe sys.modules access." }, { - "left": "issue:44451", - "right": "issue:46752", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Model loading failure for ScandiBERT is unrelated to empty-list apply_chat_template crash." + "reason": "DeepSpeed appears in both, but one is Qwen3 MoE weight conversion with accelerate and the other is a ZeRO3 deque error; different root causes." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:44451", + "right": "issue:46752", "accept": false, - "reason": "Qwen3 MoE weight conversion issue with accelerate+deepspeed is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Model loading failure for ScandiBERT is unrelated to apply_chat_template on an empty list." } ] }, @@ -13527,18 +13497,18 @@ "issue:41950|issue:44220", "issue:43540|issue:46655", "issue:44496|issue:45003", - "issue:45375|issue:45759", "issue:43262|issue:44246", "issue:44479|issue:46655", + "issue:45375|issue:45759", "issue:45003|issue:45561", - "issue:44295|issue:44749", "issue:44162|issue:45200", + "issue:44295|issue:44749", "issue:45859|issue:46399", "issue:45292|issue:47000", "issue:45137|issue:45600", - "issue:43475|issue:46369", "issue:36246|issue:43596", "issue:43295|issue:45292", + "issue:43475|issue:46369", "issue:44466|issue:45335", "issue:44623|issue:46726", "issue:44877|issue:45375", @@ -13547,24 +13517,24 @@ "issue:44038|issue:46506", "issue:44987|issue:45459", "issue:29870|issue:30333", + "issue:43526|issue:46894", "issue:42199|issue:46851", - "issue:43352|issue:45250", - "issue:43526|issue:46894" + "issue:43352|issue:45250" ], - "prepared_review_unit_hash": "a51c0bc0c6312df55866aefce9e1e8f6953b28ab9649c9faff6b969e9589d7e9", + "prepared_review_unit_hash": "d0d243734424de78b2d8bd5a3841919389063c021867e50642ca4709b700d048", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35083, + "serialized_chars": 35081, "estimated_input_tokens": 8771, "estimated_eval_tokens": 17798 }, @@ -13573,168 +13543,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly thematically similar at a high level (vision/video/processor regressions, config/loading problems, training/runtime crashes) but do not describe the same concrete bug. I reject all soft duplicate edges. If one issue has to serve as the best representative, it is #44479 because it is the broadest version-specific multimodal/video regression among the set, but there is no true canonical duplicate cluster here.", - "confidence": 0.91, - "canonical_issue_reason": "#44479 is the broadest representative of the recurring multimodal/video regression theme, but the set does not actually collapse to one duplicate bug.", + "summary": "The set is heterogeneous: most items are distinct model-, processor-, config-, or training-path bugs rather than true duplicates. I rejected every soft edge because the paired reports do not point to the same underlying defect closely enough to merge safely.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue stands out as a duplicate target; the candidates span unrelated subsystems and failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "#44479 spans multiple Qwen VL/VL-Moe variants and reads like the most general, user-facing regression in the group, so it is the best representative issue.", + "best_issue_reason": "If a representative issue is needed, issue:45003 is the best anchor because it is a concrete, cross-cutting core-library bug in modeling_utils rather than a niche model-specific regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Different subsystems and failures: video-classification pipeline vs audio feature extraction; only both are processing-related." + "reason": "Video-classification pipeline/image-processor lookup is unrelated to the fbank feature-extraction issue; different code paths and symptoms." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both mention video inputs, but the affected models and root causes differ (Qwen3OmniMoe value error vs SmolVLM padding bug)." + "reason": "Both mention video, but Qwen3OmniMoe input validation and SmolVLM padding math are different model-specific bugs." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading error is unrelated to unsafe sys.modules access in modeling_utils." - }, - { - "left": "issue:45375", - "right": "issue:45759", - "accept": false, - "reason": "Both involve Qwen multimodal config handling, but one is a missing field under strict config and the other is AutoModelForCausalLM unwrapping text_config; not the same bug." + "reason": "One is an unrecognized-model/config loading failure, the other is unsafe sys.modules access in modeling_utils; not the same defect." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio processor chat-template sampling-rate behavior is unrelated to slow import timing." + "reason": "Audio chat-template sampling-rate defaults and import-time slowness are different subsystems with no shared root cause." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video-related regressions, but they target different models and different code paths (Qwen family input regression vs SmolVLM padding calculation)." + "reason": "Both are video-related, but the regression in qwen2_5_vl/qwen3_vl family is not the same as SmolVLM padding calculation." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to a pytest-xdist file race." + "reason": "Config-field dropping in Qwen3.5MoeVisionConfig and text_config unwrapping in AutoModelForCausalLM are separate composite-config bugs." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Position_ids buffer error and slow data filtering after upgrade are unrelated." + "reason": "Core import-path/sys.modules access and a pytest-xdist file-race in testing utils are unrelated." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-family regressions." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer handling and a transformers upgrade performance regression do not share the same underlying bug." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both are Qwen3.5-related, but one is CPU offload incompatibility and the other is a missing decorator for kernel registration; different concrete failures." + "reason": "Same model family, but CPU-offload incompatibility and missing decorator registration for apply_rotary_pos_emb are different code-path failures." }, { "left": "issue:45292", "right": "issue:47000", "accept": false, - "reason": "Resize-token-embeddings behavior is unrelated to RTDetrLoss infeasible cost matrix crashes." + "reason": "Embedding resize propagation and RTDetr loss infeasibility are unrelated issues in different model components." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque pop failure is unrelated to stale auto_mappings references to removed configs." + "reason": "DeepSpeed ZeRO3 deque underflow and stale Sam3LiteText auto_mappings references are different classes of failures." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "SAM3 Vision output attribute error and SAM3 LiteText memory overflow are different bugs." + "reason": "An import error for Qwen2_5_VLImageProcessor is unrelated to the BertModel/ZeRO3 index error." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "Qwen2.5-VL image processor import failure is unrelated to BertModel/DeepSpeed zero3 index errors." + "reason": "Custom processor/tokenizer regression and resize_token_embeddings propagation are separate bugs, even if both touch model wrappers." }, { - "left": "issue:43295", - "right": "issue:45292", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "Sam3VisionEncoderOutput missing an attribute and SAM3 LiteText memory overflow are not the same underlying issue." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Tied-weight serialization inconsistency is unrelated to t5gemma decoder embed_tokens not updating." + "reason": "Tied-weight serialization inconsistency and t5gemma embedding resize propagation are different bugs." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing save_pretrained files and unrecognized image processor due to absent backend are different processor-loading problems." + "reason": "Missing processor.save_pretrained files and AutoProcessor backend-missing messaging are not duplicate defects." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to Qwen3_5MoeVisionConfig field dropping." + "reason": "Strict-config loading for granite_speech and silently dropped Qwen3.5MoeVisionConfig fields are different model/config problems." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Missing load-balancing loss in MoE routing is unrelated to LwDetrImageLoss AMP/CUDA crashes." + "reason": "Router-logit gating of load-balancing loss and LwDetrImageLoss AMP crashes are distinct training-loss bugs." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to Florence2 training-loss double-shift." + "reason": "BEiT Fast label reduction returning one label and Florence2 training-loss double-shift are different preprocessing vs loss-shift bugs." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe bug report and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + "reason": "Qwen3-VL-Moe regression and PPDocLayoutV3 CPU/CUDA divergence are unrelated model-specific issues." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast is unrelated to protobuf-related tokenizer error masking." + "reason": "Physical-intelligence/fast load failure and protobuf-related tokenizer error masking are different failure modes." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "BART generate UnboundLocalError and MLflow job-status reporting are unrelated." + "reason": "Bart generate() decoder_attention_mask bug and MLFlow not reporting failed jobs are entirely unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "BEiT label reduction bug and CohereASR training-loss double-shift bug are not the same code-path problem." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are different model-path bugs." + "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are different model families and root causes." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "A model not supporting Flash Attention 2.0 is not the same as a generic Flash Attention 2.0 topic issue." - }, - { - "left": "issue:43526", - "right": "issue:46894", - "accept": false, - "reason": "Image label reduction and ASR training-loss double-shift are not the same bug or code path." + "reason": "NemotronHForCausalLM lacking FA2 support is a specific model capability issue, not the same as the generic Flash Attention 2.0 topic." } ] }, @@ -13810,26 +13780,26 @@ "issue:44060|issue:44077", "issue:44479|issue:46170", "issue:44368|issue:44977", - "issue:43653|issue:44162", "issue:45412|issue:46123", + "issue:43653|issue:44162", "issue:45397|issue:45656", "issue:42886|issue:45229", "issue:43065|issue:43408", "issue:43475|issue:43540", "issue:44877|issue:46170", - "issue:43723|issue:46710", "issue:46170|issue:46832", - "issue:44188|issue:46202", + "issue:43723|issue:46710", "issue:43931|issue:44368", + "issue:44188|issue:46202", "issue:44368|issue:45563", "issue:44995|issue:45200", "issue:44483|issue:46202", "issue:43906|issue:46202", "issue:44188|issue:46421", - "issue:45987|issue:46082", "issue:45593|issue:47068", - "issue:44995|issue:45588", "issue:45685|issue:46431", + "issue:44995|issue:45588", + "issue:45987|issue:46082", "issue:45103|issue:46858", "issue:44361|issue:44749", "issue:43065|issue:46123", @@ -13838,214 +13808,214 @@ "issue:44749|issue:45656", "issue:43701|issue:44749" ], - "prepared_review_unit_hash": "76aebf2d5ca3f75823b04590d570384a083c15936090db36b30c22d195d78f8a", + "prepared_review_unit_hash": "c47ccc789a9ef9ab3eb0088691c30645bcf613cbf747ef237464d100f2300821", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36297, - "estimated_input_tokens": 9075, - "estimated_eval_tokens": 18406 + "serialized_chars": 36293, + "estimated_input_tokens": 9074, + "estimated_eval_tokens": 18404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose grab bag of Transformers regressions rather than one duplicate cluster. Most soft pairs are only broadly similar and do not describe the same concrete bug or fix, so I would reject them all. The tokenizer-loading/serialization reports are the closest thematic group, with issue 43723 as the best representative.", + "summary": "The cluster is highly heterogeneous and mostly contains unrelated issue reports. A few pairs share a model family or subsystem, but the concrete failure modes differ enough that none should be merged as duplicates or paired PR-equivalents.", "confidence": 0.36, - "canonical_issue_reason": "43723 is the broadest user-facing tokenizer-loading regression in this set and is the closest umbrella for the nearby tokenizer save/load complaints.", + "canonical_issue_reason": "issue:44479 is the broadest and clearest standalone bug report in the set: it describes a concrete v5.3.0 regression affecting multiple video/VL model families, with a reproducible user-facing failure and wider apparent impact than the more narrow one-off reports.", "canonical_pr_reason": null, - "best_issue_reason": "43723 is the clearest representative issue to keep as the cluster anchor because it captures the most general tokenizer-from_pretrained failure mode.", + "best_issue_reason": "issue:44479 is the best representative issue to anchor the cluster because it is explicit, reproducible, and spans several related model variants rather than a single edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Different subsystems and failures: Qwen3-Next tied-weights warning vs patchtsmixer post_init policy." + "reason": "Different models and different bugs: a tied-weights warning in Qwen3-Next versus a deprecation/optional-post_init policy issue in patchtsmixer." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression in Qwen models vs Windows/ROCm torch.distributed import error; unrelated bugs." + "reason": "Unrelated failures: a video-input regression in Qwen/VL models versus a Windows ROCm import/type error around torch.distributed." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "One is a tie_word_embeddings warning during fine-tuning; the other is a flash-attention generation bug." + "reason": "Both mention Qwen3.5, but one is a weight-tying warning during LoRA fine-tuning and the other is a flash-attention generation correctness issue." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "BigBirdTokenizer special-token registration vs ESM2 breakage; no shared concrete code path." + "reason": "Different subsystems and symptoms: RT-DETR memory not released on deletion versus MaskGenerationPipeline dropping the last partial batch." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Memory release on delete vs final-partial-batch bookkeeping in a pipeline; different behavior." + "reason": "Tokenizer special-token decode bug in BigBirdTokenizer is unrelated to the ESM2 model breakage." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "gemma-4 zero3 loading issue vs DeepSpeed double optimizer step; not the same defect." + "reason": "Gemma-4 zero3 loading and a deepspeed double-step optimizer issue are distinct training/runtime bugs." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline cache tokenizer loading vs Gemma4 multi-GPU OOM; unrelated symptoms and fixes." + "reason": "Tokenizer cache loading offline is unrelated to Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both mention SAM3, but one is a dummy layer implementation and the other is a model-type mismatch warning." + "reason": "Same SAM3 family, but different concrete issues: a dummy Conv2d implementation versus a model-type/config warning." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 vision encoder attribute error vs Qwen3OmniMoe video-processing ValueError; different models and code paths." + "reason": "Different model paths and failures: missing vision encoder output attribute versus a video-input ValueError in Qwen3OmniMoe." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading for granite_speech vs torch.distributed import dependency on Windows/ROCm." - }, - { - "left": "issue:43723", - "right": "issue:46710", - "accept": false, - "reason": "Tokenizer loading in v5 vs accuracy regression after upgrading; different failure modes and likely fixes." + "reason": "Granite speech config strictness is not the same bug as the Windows ROCm import dependency failure." }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Import/type error from torch.distributed dependency vs RT-DETR forward shape issue; unrelated." + "reason": "Import/type problems on Windows ROCm are unrelated to RT-DETR forward-shape errors when feature levels exceed backbone outputs." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:43723", + "right": "issue:46710", "accept": false, - "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip failure; not the same bug." + "reason": "A tokenizer load issue in v5 is not the same as an accuracy regression after version upgrade." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tie-word-embeddings warning; different problems." + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 tie-word-embeddings warning are different classes of failure." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip behavior on the \u2581 token." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Both are warnings, but one is model weight tying and the other is stale num_return_sequences messaging." + "reason": "A repeated tie_word_embeddings warning is not the same as a stale generate warning for num_return_sequences." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale cache on second forward vs Gemma4 mm_token_type_ids defaulting; unrelated." + "reason": "GlmMoeDsa cache/indexer corruption on second forward is unrelated to Gemma4 requiring mm_token_type_ids for text-only fine-tuning." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat-completions API acceptance regression vs token roundtrip failure; no shared concrete bug." + "reason": "A chat-completions API acceptance regression is not the same underlying bug as a tokenizer/pipeline roundtrip failure." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of an older issue vs a Gemma tokenizer roundtrip bug; not duplicates." + "reason": "The isolated reproduction of another issue is not the same concrete failure as the Gemma roundtrip bug." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both touch compile/cache behavior, but one is attention-kernel branching and the other is lazy cache initialization recompilation." + "reason": "Both involve performance/runtime behavior, but one is an attention-kernel correctness divergence and the other is cache initialization causing recompilation." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:45593", + "right": "issue:47068", "accept": false, - "reason": "StaticCache return-type mismatch vs LlamaConfig head_dim validation; different code paths." + "reason": "D-FINE auxiliary-loss behavior and a deepspeed host-synchronization concern are unrelated code paths." }, { - "left": "issue:45593", - "right": "issue:47068", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "D-FINE auxiliary-loss behavior vs deepspeed_sp_compute_loss host sync warning; unrelated." + "reason": "An MPS histogram/int dtype issue is unrelated to apply_chat_template requiring a chat template." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale indexer cache on second forward vs flash_attention s_aux=None crash; different failure surfaces." + "reason": "Stale indexer cache on repeated forward passes and a flash_attention None-handling crash are different bugs." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "MPS histogram unsupported for Int vs missing chat template error; unrelated." + "reason": "StaticCache return-type mismatch is unrelated to LlamaConfig validation of explicit head_dim." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "auto_docstring annotations crash vs static-cache seq-length arithmetic on non-CUDA backends; different bugs." + "reason": "Auto-docstring annotation handling and static-cache seq-length arithmetic are separate failure modes." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError vs a Transformers upgrade slowdown report; not the same issue." + "reason": "MLukeTokenizer AttributeError and a Chinese-language performance regression after upgrade do not look like the same bug." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel-decoder placeholder layer vs pipeline final-batch dropping; no common code path." + "reason": "SAM3 pixel-decoder implementation details are unrelated to mask generation batch-finalization behavior." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both involve save_pretrained, but one is tokenizer metadata mismatch and the other is missing processor files; related family, not one concrete bug." + "reason": "Both concern save_pretrained, but one writes the wrong tokenizer class metadata while the other omits processor files; they are not the same concrete defect." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Siglip2 nonsense outputs vs AutoProcessor backend-missing error; separate loading/runtime issues." + "reason": "SigLIP2 nonsensical outputs and AutoProcessor backend-missing reporting are different issues with different triggers." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance regression after upgrade vs double optimizer stepping; different root causes." + "reason": "A throughput regression after upgrading Transformers is not the same as deepspeed calling optimizer.step twice." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint resume key mismatch vs upgrade slowdown; unrelated." + "reason": "Checkpoint resume key mismatch and a filtering-speed regression are unrelated." } ] }, @@ -14122,23 +14092,23 @@ "issue:43646|issue:44162", "issue:44623|issue:45656", "issue:44871|issue:46132", - "issue:45375|issue:45478", "issue:44964|issue:45137", "issue:42994|issue:43482", - "issue:44188|issue:46851", + "issue:45375|issue:45478", "issue:43475|issue:43643", "issue:43475|issue:46821", - "issue:43232|issue:43673", "issue:39692|issue:46726", + "issue:44188|issue:46851", "issue:28282|issue:30990", + "issue:43232|issue:43673", "issue:43986|issue:46726", "issue:45230|issue:45397", "issue:45310|issue:45375", - "issue:44373|issue:46851", - "issue:44038|issue:44623", "issue:46877|issue:47000", - "issue:41628|issue:44933", + "issue:44038|issue:44623", "issue:46463|issue:46877", + "issue:44373|issue:46851", + "issue:41628|issue:44933", "issue:42994|issue:43525", "issue:44869|issue:45356", "issue:43723|issue:46326", @@ -14146,196 +14116,196 @@ "issue:43873|issue:44945", "issue:45561|issue:47059" ], - "prepared_review_unit_hash": "0a210e885de1e42edfcc674a896166d7bd225be77662621b17c964672f44f918", + "prepared_review_unit_hash": "99590bcdd432eee78712e7a6be45e9e5ba1b0839a94da4939b3e9cc97f1e07fe", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 34847, - "estimated_input_tokens": 8712, - "estimated_eval_tokens": 17680 + "serialized_chars": 34844, + "estimated_input_tokens": 8711, + "estimated_eval_tokens": 17678 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a heterogeneous set of Transformers loading, config, tokenizer, and generation regressions; none of the soft pairs look like true duplicates or the same fixable code-path bug.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 43646 is the broadest umbrella in the set: a Transformers v5/custom-model initialization regression, which is thematically closest to several of the other loading/config complaints.", + "summary": "This cluster is mostly a loose thematic group of transformers regression reports, but the paired items do not look like true duplicates of the same underlying bug/change. No soft edges should be merged; the strongest representative issue is the broad v5 custom-initialization regression report.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43646 is the broadest and most representative of the cluster\u2019s dominant theme: Transformers v5 breaking model initialization / loading paths. It is still only a representative issue, not a true duplicate umbrella for the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best anchor for triage because it is concrete, broad, and closest to the recurring v5 initialization/config breakages in the cluster.", + "best_issue_reason": "issue:43646 has the clearest high-level framing and likely covers the most central regression class among the listed issues. It is the best single issue to anchor triage for this mostly-v5-breakage cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46752", "right": "issue:47020", "accept": false, - "reason": "Empty chat-template input crash vs tokenizer constructor type mismatch; different code paths and failures." + "reason": "Empty-list chat-template crash and XLMRobertaTokenizer/Unigram init failure are different code paths and different failure modes." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Broad v5 custom-model init regression vs ESM2-specific breakage; related theme, not the same bug." + "reason": "Both mention model initialization regressions, but ESM2 broken is a specific model-family issue, not the same concrete bug as generic custom-model initialization." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing processor files on save vs DeepSpeed optimizer-step duplication; unrelated behavior." + "reason": "Processor.save_pretrained file emission and DeepSpeed optimizer stepping are unrelated subsystems." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "EOS token config mismatch vs AttentionInterface.register behavior change; different APIs and symptoms." - }, - { - "left": "issue:45375", - "right": "issue:45478", - "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is a missing config field dropped by strict validation and the other is a from_pretrained failure; not clearly one underlying bug." + "reason": "EOS token config mismatch is unrelated to AttentionInterface.register behavior changes." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading issue vs DeepSpeed ZeRO3 deque error; unrelated failures." + "reason": "Phi-4 multimodal load failure and ZeRO3 deque underflow are different failures with no shared concrete code path." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure vs GGUF loading failure; different operations and code paths." + "reason": "Quantized model saving and Qwen2.5-GGUF loading are opposite directions and different model/loading stacks." }, { - "left": "issue:44188", - "right": "issue:46851", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "torch.compile attention-kernel divergence vs Qwen3.5 variable-length position_ids bug; not the same problem." + "reason": "Both concern Qwen3.5 MoE, but one is a missing vision-config field and the other is a generic from_pretrained error; not enough to call the same bug." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM 3 video encoder field error vs AutoConfig trust_remote_code missing fields; different model/config paths." + "reason": "Missing SAM3 vision attribute and missing fields from AutoConfig with trust_remote_code are different model/config problems." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "SAM 3 video encoder output attribute error vs TimesFM window_size attribute error; distinct model-specific bugs." + "reason": "SAM3 vision output attribute error and TimesFM window_size attribute error are unrelated." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs missing GenerationMixin cache in chunked_prefill; both generation-related but not the same concrete defect." + "reason": "Docs-example errors for SigLIP2 and missing-vision-backend AutoProcessor crash are both vision-related but not the same bug or change." }, { - "left": "issue:39692", - "right": "issue:46726", + "left": "issue:44188", + "right": "issue:46851", "accept": false, - "reason": "SigLIP2 doc-example errors vs AutoProcessor backend-missing error; one is a docs/example problem, the other an import/runtime backend issue." + "reason": "torch.compile attention-kernel divergence and Qwen3.5 variable-length position_ids failure are distinct runtime issues." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "Missing PyTorch ImportError vs sentence-transformers loading hang; clearly different symptoms and causes." + "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but sync_gpus kwargs update and chunked_prefill cache absence are different code paths." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Missing torchvision crash in AutoProcessor vs generic unrecognized image processor backend error; related area, but different dependency and path." + "reason": "Both involve AutoProcessor and missing vision dependencies, but one is video-model loading without torchvision and the other is generic unrecognized image processor handling; too broad to merge as one bug." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Placeholder bug report vs gemma-4 zero3 from_pretrained issue; no shared underlying bug evidence." + "reason": "Generic bug report versus gemma-4 ZeRO3 from_pretrained error; no concrete overlap." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Qwen3.5 MoE from_pretrained error vs missing deepstack_visual_indexes field being dropped; same family, but not enough evidence of one concrete fix." + "reason": "Both are Qwen3.5 MoE issues, but one is a generic from_pretrained error and the other is a missing config field; likely related but not clearly the same underlying bug." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:46877", + "right": "issue:47000", "accept": false, - "reason": "Docstring typo for position_ids vs a real variable-length position_ids runtime bug; not duplicates." + "reason": "Docstring import-time lint output and RTDetrLoss infeasible cost matrix are unrelated." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe loading bug vs processor.save_pretrained missing files; different areas." + "reason": "Qwen3-VL-Moe model compatibility and processor.save_pretrained missing files are different functional areas." }, { - "left": "issue:46877", - "right": "issue:47000", + "left": "issue:46463", + "right": "issue:46877", "accept": false, - "reason": "Import-time doc-lint stdout noise vs RTDetrLoss infeasible cost matrix crash; unrelated." + "reason": "T5 decoder-input validation messaging and auto_docstring stdout diagnostics are unrelated." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:44373", + "right": "issue:46851", "accept": false, - "reason": "AutoImageProcessor import failure vs nonexistent import from image_utils; both import-related, but not the same missing symbol/path." + "reason": "Wrong docstring for position_ids is documentation-only; Qwen3.5 variable-length position_ids is a functional bug." }, { - "left": "issue:46463", - "right": "issue:46877", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Incorrect T5 validation error message vs auto_docstring printing diagnostics; unrelated." + "reason": "Missing AutoImageProcessor import and nonexistent image_utils import are both export/import problems, but not the same specific missing symbol or code path." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure vs missing pad_token_id on Llama4Config; different code paths." + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are unrelated." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decode crash vs Kimi tokenizer codec regression; both tokenizer-adjacent, but distinct failures." + "reason": "Whisper timestamp decode crash and Kimi tokenizer regression are different tokenizer bugs with different triggers." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "AutoTokenizer loading issue in v5 vs mistral_common continue_final_message bug; separate tokenizer code paths." + "reason": "AutoTokenizer loading in v5 and continue_final_message for mistral_common tokenizers are separate tokenizer issues." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 behavior API guidance vs InternVL2 meta-initialization incompatibility; unrelated." + "reason": "TF32 API settings guidance and InternVL2 meta-initialization incompatibility are unrelated." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading behavior vs incorrect LLM output under pipeline parallelism; different subsystems." + "reason": "Quantization offloading and incorrect pipeline-parallel LLM output are distinct problems." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "pytest-xdist file race in testing utils vs CLI completion attribute missing with huggingface_hub 1.22.0; unrelated." + "reason": "pytest-xdist captured_info.txt race and huggingface_hub CLI completion breakage are different test/CLI infrastructure issues." } ] }, @@ -14410,22 +14380,22 @@ ], "soft_pairs": [ "issue:43784|issue:46399", - "issue:41628|issue:44351", - "issue:44945|issue:45753", - "issue:45137|issue:47000", "issue:45406|issue:46202", + "issue:45137|issue:47000", + "issue:44945|issue:45753", + "issue:41628|issue:44351", "issue:36010|issue:41628", "issue:44661|issue:47059", - "issue:44038|issue:45310", "issue:44857|issue:46877", "issue:42994|issue:43824", + "issue:44038|issue:45310", "issue:46202|issue:46701", "issue:45081|issue:45103", - "issue:44222|issue:45310", "issue:45593|issue:46877", + "issue:44222|issue:45310", "issue:42673|issue:43704", - "issue:42831|issue:44222", "issue:43232|issue:44792", + "issue:42831|issue:44222", "issue:44496|issue:45561", "issue:42175|issue:44933", "issue:44743|issue:47068", @@ -14439,217 +14409,217 @@ "issue:42175|issue:45712", "issue:44568|issue:47085" ], - "prepared_review_unit_hash": "354805d80ff4d83da2544164fbe52d0cf1bf49ee632de4c5116ae16958c18481", + "prepared_review_unit_hash": "48db43c9b8e507ee710e8ece305bf7a40fb9136da294e1171987ccc56e47c22a", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36345, - "estimated_input_tokens": 9087, - "estimated_eval_tokens": 18430 + "serialized_chars": 36343, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated Transformers issues; the only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report.", - "confidence": 0.91, - "canonical_issue_reason": "issue:42673 is the clearest canonical issue because it has an exact duplicate (issue:43704) and describes a concrete, reproducible Qwen3ForCausalLM VRAM leak in multi-dataloader-thread usage.", + "summary": "Mostly unrelated issue reports with one clear duplicate pair: issue:42673 and issue:43704 share the same title and describe the same Qwen3ForCausalLM VRAM leak across dataloader threads.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the better canonical issue because it is the earlier side of the exact-title duplicate pair and has much higher discussion activity than 43704.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best issue representative because it is the strongest true duplicate target in the cluster and the problem statement is specific and actionable.", + "best_issue_reason": "issue:42673 is the strongest global issue representative because it anchors the only exact duplicate pair and appears to have the broader discussion around the bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Different failures: a sentence-transformers import NameError vs a Qwen3.5 kernel registration ValueError." + "reason": "Both are Qwen-related failures, but one is an import-time NameError and the other is a rotary/kernel registration crash; different code paths and bugs." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different fixes." + "reason": "Both involve Gemma-related behavior, but one is a processor attribute error and the other is a tokenizer roundtrip issue; not the same defect." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:45137", + "right": "issue:47000", "accept": false, - "reason": "Pipeline-parallelism wrong output and a Qwen3_5 image infinite loop are not the same bug." + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetrLoss infeasible cost matrix are unrelated failures." }, { - "left": "issue:45137", - "right": "issue:47000", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and RTDetr loss infeasible-cost-matrix errors are unrelated crashes." + "reason": "Pipeline parallelism wrong output and Qwen3_5 image-specific infinite loop are distinct runtime bugs." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Gemma processor _tokenizer crash and Gemma pipeline roundtrip tokenization failure are different code paths." + "reason": "Both are import errors, but they concern different missing symbols (`AutoImageProcessor` vs `HybridCache`) and different fixes." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Missing GenerationMixin and missing AutoImageProcessor are distinct import/export problems." + "reason": "GenerationMixin import failure and AutoImageProcessor import failure are separate API/export issues." }, { "left": "issue:44661", "right": "issue:47059", "accept": false, - "reason": "Tokenizer-mapping model registration issue vs CLI completion attribute error; unrelated subsystems." - }, - { - "left": "issue:44038", - "right": "issue:45310", - "accept": false, - "reason": "Both involve Qwen MoE models, but they describe different model variants and different failures/version triggers." + "reason": "`add-new-model-like` mapping logic and a CLI completion error from huggingface_hub are unrelated." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "AMP/CUDA loss crash is unrelated to auto_docstring import-time stdout diagnostics." + "reason": "CUDA fp16 crash in LwDetrImageLoss and auto_docstring stdout noise are unrelated subsystems." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized model saving failure and a missing Qwen2.5-VL import are unrelated." + "reason": "Quantized model saving failure and a missing Qwen2_5_VL import are different problems." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen MoE models, but they are different model families and different from_pretrained failures." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Gemma token roundtrip failure and DiffusionGemma pipeline output mismatch are different issues." + "reason": "Gemma pipeline roundtrip and DiffusionGemmaGenerationOutput pipeline breakage are distinct pipeline/model bugs." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex patch crash and auto_docstring annotations crash are unrelated." + "reason": "Tokenizer regex patch crash and auto_docstring future-annotations crash are unrelated AttributeErrors." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:45593", + "right": "issue:46877", "accept": false, - "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained error are different concrete bugs." + "reason": "D-FINE auxiliary-loss logic and auto_docstring import-time output are unrelated." }, { - "left": "issue:45593", - "right": "issue:46877", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "D-FINE loss behavior and auto_docstring stdout noise are unrelated." + "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained error are not the same concrete bug." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and same concrete Qwen3ForCausalLM VRAM leak in multi-dataloader-thread usage." + "reason": "Exact same reported bug: Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads; 43704 is a near-verbatim duplicate of 42673." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "FineGrainedFP8 accuracy drift and FP8 moe save_pretrained failure are not the same underlying bug." + "reason": "Generation kwargs update after sync_gpus and a Janus image generation test failure are unrelated." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to the Janus image-generation test failure." + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained failure; different bugs." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config loading error and xdist file-race issue are different problems." + "reason": "Model config import/registration failure and a pytest-xdist file race are unrelated." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Packaging backend dependency issue vs nonexistent image_utils import; unrelated." + "reason": "TensorFlow optional dependency packaging and a missing image_utils import are different issues." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Qwen3.5 recurrent-state reset bug and deepspeed_sp_compute_loss host sync concern are different code paths." + "reason": "Qwen recurrent-state reset logic and a DeepSpeed host-synchronization concern are separate code paths." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "pytest-xdist race and stale auto_mappings references are separate CI/test maintenance issues." + "reason": "Captured-info race in testing utils and stale auto_mappings references are different CI problems." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "PEFT version pinning and auto_docstring stderr/stdout behavior are unrelated." + "reason": "PEFT version pinning and auto_docstring stdout diagnostics are unrelated." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python-version compatibility issue and a missing image_utils import are unrelated." + "reason": "Python-version compatibility issue and missing image_utils import are not the same bug." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow reporting on failed training jobs and DeepSpeed Adafactor OOM are different training failures." + "reason": "MLFlow job reporting and DeepSpeed Adafactor OOM are unrelated." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-Transformers loading hang and token embedding reinitialization are unrelated." + "reason": "Sentence Transformers loading hang and embedding resize/reinit behavior are different issues." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both concern tokenizer behavior changes, but one is cleanup-space behavior and the other is BOS/EOS insertion for a specific tokenizer." + "reason": "Tokenizer cleanup behavior change and missing BOS/EOS insertion are related only broadly to tokenization v5, but not the same concrete bug." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Phi4 multimodal config initialization and VideoPrism hidden_states output mismatch are unrelated." + "reason": "Default config initialization in Phi4MultimodalConfig and VideoPrism output field misassignment are unrelated." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "TensorFlow backend packaging and leftover dummy PT classes are different repo hygiene issues." + "reason": "Missing TensorFlow backend dependency and leftover dummy classes in dummy_pt_objects.py are different maintenance issues." }, { "left": "issue:44568", "right": "issue:47085", "accept": false, - "reason": "Specific tokenizer add_special_tokens behavior and general tokenizer thread-safety regression are different bugs." + "reason": "A tokenizer-specific add_special_tokens regression and a general tokenizers thread-safety regression are different defects." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: issue 42673 and 43704 are an exact title match and the duplicate claim is well supported. The rest of the soft-edge calls stay conservative by mostly declining pairs with clearly different titles, models, or failure modes. No evidence of overstatement stands out." + "accept": false, + "feedback": "The duplicate pair (42673/43704) is well grounded from the identical titles, but the canonical_issue_reason overstates the evidence by claiming 42673 is the \u201cmore detailed\u201d report and the better global representative without body-level support in the packet. The rest of the soft-edge rejections look conservative, but I can\u2019t accept the summary as written because of that unsupported detail." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -14672,7 +14642,7 @@ "issue:28282", "issue:30333", "issue:34689", - "issue:35141", + "issue:36331", "issue:39692", "issue:42222", "issue:42673", @@ -14718,17 +14688,17 @@ ], "soft_pairs": [ "issue:44623|issue:45310", - "issue:46077|issue:46123", "issue:45600|issue:47059", "issue:42673|issue:46693", "issue:44186|issue:47085", + "issue:46077|issue:46123", "issue:43479|issue:44869", - "issue:43723|issue:44568", - "issue:42898|issue:45812", "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:43723|issue:44568", "issue:39692|issue:46909", - "issue:43479|issue:44079", "issue:44843|issue:47085", + "issue:43479|issue:44079", "issue:42898|issue:44779", "issue:43784|issue:43824", "issue:42673|issue:47085", @@ -14740,221 +14710,215 @@ "issue:44295|issue:45656", "issue:44734|issue:45103", "issue:42898|issue:45356", - "issue:30333|issue:35141", + "issue:30333|issue:36331", "issue:22355|issue:28282", - "issue:44222|issue:44297", "issue:44075|issue:46231", - "issue:45405|issue:45712", - "issue:43116|issue:44190" + "issue:44222|issue:44297", + "issue:43116|issue:44190", + "issue:45405|issue:45712" ], - "prepared_review_unit_hash": "f6b40184f5b561c09b78930efe40ff7288d100c0348f280d80922fb7fdd6258e", + "prepared_review_unit_hash": "42f6a8bcad99caaed84bec48f125db3ea879cfa65118a83aa783c310ce14b04b", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36658, - "estimated_input_tokens": 9165, - "estimated_eval_tokens": 18586 + "serialized_chars": 36638, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft pairs are mostly thematic near-matches rather than true duplicates. They span tokenizer/v5 regressions, model-specific bugs, docs/examples, and unrelated runtime issues, so none should be merged as the same underlying change or bug.", - "confidence": 0.71, - "canonical_issue_reason": "If forced to pick one anchor, issue 42898 is the broadest and most generic regression report in the set, but the cluster overall is too heterogeneous to justify a true canonical duplicate group.", + "summary": "All candidate edges are superficial similarity matches; they describe different bugs, models, or code paths, so none should be merged as duplicates. The most representative issue in this set is the broad tokenizer-behavior regression report around v5 semantics.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 42898 is the broadest, most central regression report here: it describes a generic v5 tokenizer behavior change that can affect many downstream callers, not just one model or example.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the strongest standalone representative because it describes a concrete, widespread tokenizer regression with clear user impact (wrong token IDs across all Granite models).", + "best_issue_reason": "Issue 42898 is also the best overall representative because it is a clear, cross-cutting tokenizer regression with direct user impact and broad applicability.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Different code paths: processor.save_pretrained file emission vs from_pretrained loading failure for Qwen3.5 MoE." - }, - { - "left": "issue:46077", - "right": "issue:46123", - "accept": false, - "reason": "One is attention-mask construction in Gemma4, the other is final-batch handling in MaskGenerationPipeline; unrelated bugs." + "reason": "Different failure modes: save_pretrained missing files vs from_pretrained error for Qwen3.5 MoE." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "auto_mappings config cleanup/CI break is unrelated to a huggingface_hub CLI completion incompatibility." + "reason": "Unrelated: stale auto_mappings CI breakage vs huggingface_hub CLI attribute error." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leak with multiple dataloader threads is a different problem from FA2 long-context performance regression." + "reason": "Both are performance-related, but they target different symptoms and code paths (VRAM leak in multithreaded loading vs FA2 long-context slowdown)." }, { "left": "issue:44186", "right": "issue:47085", "accept": false, - "reason": "Tokenizer crashes on NER/padding are not the same bug as Rust tokenizer thread-safety regressions." + "reason": "Tokenizer crash on NER/padding is not the same bug as thread-safety regressions in fast tokenizers." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different subsystems: Gemma4 attention-mask construction vs pipeline final-batch handling." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Config default initialization bug and Whisper timestamp decoding crash affect different components and failure modes." + "reason": "Multimodal config default initialization is unrelated to Whisper timestamp decoding on trailing replacement characters." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "AutoTokenizer loading/v5 export issue is distinct from add_special_tokens behavior for a specific tokenizer." + "reason": "Notebook syntax error and docs parameter-name mismatch are separate documentation issues." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is wrong token IDs for Granite models." + "reason": "Both mention v5 tokenizer regressions, but one is a generic behavior change while the other is a model-specific Granite token-ID bug." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Notebook syntax error and documentation parameter-name mismatch are different kinds of issues." + "reason": "AutoTokenizer loading issue is different from mDeBERTa add_special_tokens/BOS-EOS handling." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are docs/example problems, but they concern different models and different concrete errors." + "reason": "Different broken docs examples for different models." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:44843", + "right": "issue:47085", "accept": false, - "reason": "Phi4MultimodalConfig default handling is unrelated to ModelOutput key assignment when a field was previously None." + "reason": "Offline model_info call in AutoTokenizer is unrelated to tokenizer thread safety." }, { - "left": "issue:44843", - "right": "issue:47085", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Offline-model_info call in tokenizer patching is unrelated to tokenizer thread-safety." + "reason": "Multimodal config defaults are unrelated to ModelOutput key assignment behavior." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Generic v5 cleanup-space behavior change is not the same bug as Deepseek tokenizer producing incorrect results." + "reason": "Both are tokenizer regressions, but they describe different model-specific breakages and likely different causes." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Import NameError from sentence-transformers integration is unrelated to a missing Qwen2.5-VL export." + "reason": "Importing sentence-transformers with missing nn is unrelated to missing Qwen2.5-VL symbol exports." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "VRAM leakage in threaded dataloader use is not the same as fast tokenizer thread-safety regressions." + "reason": "VRAM leak in one model/threading scenario is not the same as tokenizer thread-safety failures." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta and MLflow reporting on failed training jobs are unrelated subsystems." + "reason": "Flash Attention 2 model support is unrelated to MLflow reporting after training failure." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow failure reporting does not match the model-loading regression for Llama 3.2 Vision." + "reason": "Different bugs: failed-job MLflow status vs model loading regression for Llama 3.2 Vision." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose import/breakage and Gemma4 multimodal token defaults are different model families and bugs." + "reason": "VitPose model breakage and Gemma 4 multimodal token-type defaults are unrelated." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Tokenization-space behavior change and processor.tokenizer/image-passing regression are distinct v5 issues." + "reason": "Both touch v5 tokenizer/processor behavior, but one is a generic tokenizer-space regression while the other is a processor.tokenizer/images API break." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-patch method and remote-code meta-init incompatibility are different multimodal failures." + "reason": "Image-processor helper missing a method is unrelated to remote-code checkpoint meta-init incompatibility." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Reading a registered buffer and double optimizer stepping under deepspeed are unrelated." + "reason": "Position_ids buffer access and deepspeed double-step are different training/runtime bugs." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serve KV-cache indexing crash and auto-docstring AttributeError from future annotations are different code paths." + "reason": "Serve KV-cache indexing crash is unrelated to auto-docstring annotation handling." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "clean_up_tokenization_spaces regression is not the same as Kimi-K2.5 codec handling / warning behavior." + "reason": "Both are tokenizer regressions, but they concern different tokenizers and distinct codec/warning behavior." }, { "left": "issue:30333", - "right": "issue:35141", + "right": "issue:36331", "accept": false, - "reason": "MLflow job-status reporting and embedding reinitialization after resize are unrelated training bugs." + "reason": "MLflow failure tracking and custom trainer loss-signature incompatibility are separate training issues." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency errors are different import problems." - }, - { - "left": "issue:44222", - "right": "issue:44297", - "accept": false, - "reason": "FP8 save_pretrained with MoE and tokenizer_class mismatch in tokenizer_config.json are unrelated save-path bugs." + "reason": "Missing transformers.onnx module and missing PyTorch dependency are unrelated import errors." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer argument handling is not the same as a documentation parameter-name typo." + "reason": "Optimizer argument handling is unrelated to a documentation parameter-name typo." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Unreleased PEFT version bump and leftover dummy classes failing checks are different repository hygiene issues." + "reason": "FP8 MoE save_pretrained behavior is unrelated to tokenizer_class metadata mismatch." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Multi-label classification example returning empty results and local dataset loading failure in another example script are unrelated." + "reason": "Example script output bug and local dataset loading failure are different issues." }, { - "left": "issue:46693", - "right": "issue:47085", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Long-context FA2 performance regression is a different issue from tokenizer thread-safety." + "reason": "PEFT version pinning and leftover dummy classes are unrelated maintenance problems." } ] }, @@ -15029,14 +14993,14 @@ ], "soft_pairs": [ "issue:44060|issue:45125", - "issue:42831|issue:44623", "issue:44933|issue:45712", + "issue:42831|issue:44623", "issue:44297|issue:45656", "issue:44448|issue:46132", "issue:42796|issue:43723", "issue:44222|issue:44623", - "issue:43479|issue:43644", "issue:45245|issue:46132", + "issue:43479|issue:43644", "issue:44360|issue:46762", "issue:46132|issue:46710", "issue:44373|issue:44485", @@ -15045,229 +15009,228 @@ "issue:43504|issue:47059", "issue:45071|issue:46082", "issue:43723|issue:44977", - "issue:46614|issue:46932", "issue:44222|issue:44484", "issue:43122|issue:46209", + "issue:46614|issue:46932", "issue:44263|issue:45092", + "issue:44295|issue:44623", "issue:43232|issue:46424", - "issue:44190|issue:46082", "issue:46209|issue:46431", "issue:43232|issue:45834", - "issue:44295|issue:44623", - "issue:44263|issue:44373", "issue:30990|issue:38175", - "issue:46369|issue:46909", + "issue:44263|issue:44373", + "issue:44190|issue:46082", "issue:46305|issue:46655", - "issue:44263|issue:44360" + "issue:46369|issue:46909" ], - "prepared_review_unit_hash": "989a80a628fdd591d23d89ca08e3295237ff8f157ad7462a4a065999edeef8b0", + "prepared_review_unit_hash": "f6df4dd6e57a3c33324a08b33cadf1db80fee43147c74ebac853348d8462db05", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36634, - "estimated_input_tokens": 9159, - "estimated_eval_tokens": 18574 + "soft_pair_count": 30, + "serialized_chars": 36337, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and largely non-duplicative: most pairs only share broad subsystem words (tokenizer, config, save_pretrained, generation, FP8, etc.) but describe different bugs or changes. I rejected all soft edges.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The cluster is mostly a grab bag of unrelated Transformers issues (tokenizers, save/load, config validation, FP8, attention, docs). None of the soft pairs look like the same underlying bug/change, so they should all stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "If one issue must represent this noisy cluster, issue:45071 is the broadest cross-cutting regression report (v5.4.0 / PretrainedConfig type checking) and is less model-specific than the others.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45071 is the best umbrella representative because it describes a general v5 regression rather than a single model- or component-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Both mention Qwen3.5/MoE, but one is about a tied-weights warning and the other about missing _tp_plan for tensor parallelism; different bugs." + "reason": "Different Qwen3 sub-issues: one is a tied-weights warning, the other is a missing tensor-parallel plan." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and processor.save_pretrained missing files are unrelated code paths." + "reason": "Both touch imports/namespace exposure, but the concrete bugs are different: a nonexistent image_utils import vs dummy PT objects leaking into dir()." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Missing import from image_utils vs leftover dummy classes in dummy_pt_objects.py; separate maintenance issues." + "reason": "FP8 accuracy problems and processor.save_pretrained file emission are unrelated code paths." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config mismatch on save vs deepspeed optimizer stepping twice; no shared underlying defect." + "reason": "Tokenizer metadata mismatch and DeepSpeed double optimizer step are different failures." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Version-to-version output regression for a model vs AttentionInterface.register behavior change; different failure modes." + "reason": "A Pegasus v4/v5 output regression is not the same as AttentionInterface.register changing callback behavior." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer BPE marker handling and AutoTokenizer.from_pretrained import/load failure are distinct tokenizer issues." + "reason": "Both involve tokenizers, but one is BPE-marker handling and the other is AutoTokenizer loading/import behavior." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 moe save_pretrained bug vs processor.save_pretrained missing files; both save-related but not the same bug." + "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are different save paths and symptoms." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Default config initialization with None is unrelated to non-persistent buffers being filled with junk." + "reason": "Category cardinality overflow is unrelated to AttentionInterface.register semantics." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Category-count limit error and AttentionInterface.register behavior change are unrelated subsystems." + "reason": "Multimodal config default initialization and non-persistent buffer junk are unrelated initialization bugs." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "DSA indexer missing ReLU and numerical differences in Minimax attention are different algorithmic issues." + "reason": "A missing ReLU in the DSA indexer is not the same as Minimax MSA numerical drift." }, { "left": "issue:46132", "right": "issue:46710", "accept": false, - "reason": "Registered-function behavior change vs a model accuracy regression after upgrade; not the same concrete bug." + "reason": "AttentionInterface.register behavior change is distinct from an accuracy regression in a specific model after upgrade." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Wrong docstring for position_ids is documentation-only; GLM-5 RoPE implementation is a code behavior issue." + "reason": "Wrong docstring for position_ids is documentation-only and not the same as GLM-5 RoPE implementation behavior." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Import failures for different symbols from different libraries; only superficial similarity." + "reason": "Both are import errors, but from different packages and different missing symbols." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained failure." + "reason": "Tokenizer save metadata mismatch is not clearly the same bug as Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "Beit legacy-field load failure and a cli test break from huggingface_hub 1.22.0 are different integration issues." + "reason": "Legacy model preset loading and a CLI/huggingface_hub attribute error are unrelated." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Type-checking break in PretrainedConfig and LlamaConfig head_dim validation are distinct config behaviors." + "reason": "General PretrainedConfig type checking breakage is distinct from LlamaConfig rejecting an explicit head_dim." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading/import issue vs Qwen3.5 flash-attention generation bug; different layers of the stack." - }, - { - "left": "issue:46614", - "right": "issue:46932", - "accept": false, - "reason": "Stale phonemizer backend state and Gemma4 quantized embedder dtype casting are unrelated." + "reason": "Tokenizer loading in v5 and Qwen3.5 generation with flash-attention are different failure modes." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 moe save_pretrained bug and the 50GB shard-size question are both save_pretrained-related but not the same code-path problem." + "reason": "Saving FP8 MoE checkpoints is unrelated to the default max_shard_size question." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization drift across versions and FP8 inference failure on B200 are unrelated bugs." + "reason": "Tokenization changes across versions are unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 quantized embedder dtype casting are unrelated bugs." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split return-value issue in GlmMoeDsaIndexer is unrelated to InternVL2 remote-code meta-init incompatibility." + "reason": "A torch.split issue in GlmMoeDsaIndexer is unrelated to remote-code checkpoint meta-init incompatibility." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Generation kwargs update after sync_gpus and cache max_length handling are different generation/cache issues." + "reason": "Reading position_ids after buffer registration is not the same as processor.save_pretrained missing files." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "Local dataset loading in a training script and LlamaConfig head_dim validation are unrelated." + "reason": "Generation kwargs sync behavior and cache max length handling are different implementation paths." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 and processor chat-template validation are different problems." + "reason": "FP8 inference on B200 is unrelated to apply_chat_template requiring an actual chat template." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation state update bug vs Kosmos2.5 long-input index error; no shared root cause." + "reason": "Generation state update after sync_gpus and a SAM3 LiteText memory overflow are unrelated." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "position_ids buffer access error and processor.save_pretrained missing files are separate issues." + "reason": "Sentence Transformers loading hang and zero probabilities from SigLIP2 are different model-level bugs." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Sentence Transformers loading hang and zero probabilities in siglip2-base-patch16-224 are unrelated model issues." + "reason": "Indexer arithmetic and a docstring typo are not the same underlying issue." }, { - "left": "issue:46369", - "right": "issue:46909", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Memory overflow in sam3-litetext and a broken documentation example for DIA are not the same bug." + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Sliding-window off-by-one in streaming mask and SmolVLM video padding error affect different processors." + "reason": "An off-by-one in sliding_window_mask_function is distinct from a video processor padding bug." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:46369", + "right": "issue:46909", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split return values and missing ReLU in the DSA indexer are distinct implementation concerns." + "reason": "A memory overflow in sam3-litetext is unrelated to a broken documentation example." } ] }, @@ -15310,18 +15273,18 @@ "issue:43475", "issue:43540", "issue:43644", - "issue:43646", "issue:43824", "issue:44038", "issue:44188", "issue:44261", + "issue:44263", "issue:44279", "issue:44327", + "issue:44360", "issue:44373", "issue:44483", "issue:44568", "issue:44829", - "issue:44945", "issue:44964", "issue:45092", "issue:45278", @@ -15342,16 +15305,17 @@ ], "soft_pairs": [ "issue:43475|issue:46305", + "issue:44263|issue:44360", "issue:42907|issue:46050", "issue:42831|issue:45310", "issue:45092|issue:45357", - "issue:22355|issue:27957", - "issue:44279|issue:46328", "issue:44483|issue:45406", - "issue:42831|issue:44038", + "issue:44279|issue:46328", + "issue:22355|issue:27957", "issue:44964|issue:47059", - "issue:45381|issue:46305", + "issue:42831|issue:44038", "issue:44829|issue:46002", + "issue:45381|issue:46305", "issue:41628|issue:43824", "issue:43408|issue:46402", "issue:44261|issue:45092", @@ -15360,233 +15324,225 @@ "issue:22355|issue:28218", "issue:44327|issue:47059", "issue:42886|issue:42994", - "issue:44188|issue:44373", "issue:39401|issue:44568", "issue:42886|issue:43066", - "issue:42757|issue:45278", "issue:43408|issue:46369", + "issue:44188|issue:44373", + "issue:42757|issue:45278", "issue:27957|issue:30990", "issue:42796|issue:43122", "issue:45381|issue:46909", "issue:43232|issue:45593", - "issue:43540|issue:46909", - "issue:43646|issue:46002", - "issue:42907|issue:44945" + "issue:43540|issue:46909" ], - "prepared_review_unit_hash": "c5ef783eda25945c6b1bd688b10f97f0a626d3b2d1fdb3ccc9380c012e27c10c", + "prepared_review_unit_hash": "629e9b02b7499f4381c552c688958cb5bf57cf7b67a78ea497bd0036be5a6fc4", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36555, - "estimated_input_tokens": 9139, - "estimated_eval_tokens": 18534 + "soft_pair_count": 30, + "serialized_chars": 36261, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The pair set is mostly heterogeneous; I found no strong duplicate-equivalence pairs. A single tokenizer regression issue looks like the most usable anchor, but the soft edges are not same-bug matches.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43122 is the clearest umbrella bug report in this set: it describes a concrete tokenizer regression across versions, has inbound references, and is broad enough to serve as a triage anchor for related tokenizer complaints.", + "summary": "This set is mostly heterogeneous and does not contain safe duplicate pairs; the only plausible overlaps are broad tokenizer/import/saving regressions, but the titles are still different enough to reject. I picked a single representative issue as the canonical anchor based on specificity and external linkage.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43824 is a concrete, user-facing import regression with a specific missing class and multiple inbound references, making it a stronger representative than the more generic or less-linked issues here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the best representative issue here because it has a clear regression framing, an explicit version boundary, and a symptom that is easy to relate to adjacent tokenizer reports.", + "best_issue_reason": "issue:43824 is the best standalone issue candidate: specific symptom, clear repro surface, and enough linkage to serve as an anchor despite the cluster being mixed.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "Different subsystems and failure modes: SAM 3 video attribute error vs MoonshineStreaming windowing off-by-one." + "reason": "Different models and failure modes: SAM 3 video attribute access vs MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA/indexer, but one is about torch.split outputs and the other about a missing ReLU; not the same bug." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both mention save/load of quantized models, but they target different quantization paths and symptoms; not the same concrete bug." + "reason": "Both involve quantized save/load, but they target different quantization paths and model families; too broad to treat as one bug." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy drift is unrelated to Qwen3.5 MoE from_pretrained errors." + "reason": "Unrelated issues: FineGrainedFP8 accuracy vs Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen-related regressions, but one is meta-init compatibility for old remote-code checkpoints and the other is incorrect visual encoder keys on save_pretrained." + "reason": "Both are save/load regressions, but one is meta-init incompatibility for InternVL2 and the other is incorrect visual encoder keys in Qwen3.5." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Module import failure for transformers.onnx is unrelated to XLMRoberta Flash Attention 2 behavior." + "reason": "Different code paths: chat/completions request handling vs Gemma4Processor serving crash." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "Generic dependency issue vs a performance bug in SequenceFeatureExtractor.pad; no shared code-path." - }, - { - "left": "issue:44483", - "right": "issue:45406", - "accept": false, - "reason": "An API acceptance regression in chat/completions is not the same bug as Gemma4Processor missing _tokenizer in serve." + "reason": "Dependency/import complaint versus a padding performance issue; no shared underlying bug." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "Different Qwen/FP8 issues with different symptoms; too broad to be the same bug." + "reason": "No common bug: missing transformers.onnx module vs XLMRoberta Flash Attention 2 behavior." }, { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "Model loading failure for Phi-4 multimodal is unrelated to a CLI compatibility break with huggingface_hub." + "reason": "Different failures and subsystems: model loading for Phi-4 multimodal vs cli test breakage from huggingface_hub." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Both involve sequence positions in video/streaming settings, but they are different models and different off-by-one logic." + "reason": "Same broad model area, but the symptoms differ: FP8 accuracy issue vs Qwen3-VL-Moe from_pretrained error." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash attention 3 degenerate training is not the same failure as NaNs on classification-head init." + "reason": "Different training pathologies: flash_attention_3 degeneracy vs NaNs at checkout/init." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both are off-by-one style bugs, but in different models and components; not the same underlying defect." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different export regressions." + "reason": "Both are import errors, but they involve different missing symbols and likely different root causes." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Instantiation warning between SAM 3 model types is unrelated to missing text encoder weights in Sam3Model." + "reason": "Both are SAM3-related, but one is a model-type mismatch warning and the other is missing text encoder weights." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "RMS norm epsilon precision discussion is unrelated to InternVL2 meta-initialization incompatibility." + "reason": "Different failure modes and models: missing rms_norm_eps in MLA q_a_layernorm vs InternVL2 meta-init incompatibility." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Generic Transformers 5 buffer initialization bug is unrelated to MoonshineStreaming masking." + "reason": "Non-persistent buffer corruption and a streaming mask off-by-one are unrelated bugs." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy regression and Qwen3_5 infinite-loop-on-image are different bugs." + "reason": "Different issues: FP8 accuracy regression vs Qwen3_5 infinite loop on a specific image." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "onnx import missing is unrelated to tokenizer adding an extra space after an added token." + "reason": "Missing module import and tokenizer added-space behavior are unrelated." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "QA span decoding top-k bounds error is unrelated to CLI typer-group compatibility failure." + "reason": "QA span decoding crash and cli/huggingface_hub test failure are unrelated subsystems." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are different parts of the stack and different bugs." - }, - { - "left": "issue:44188", - "right": "issue:44373", - "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to a wrong docstring." + "reason": "Offline cache loading failure and quantized model save failure are different bugs." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different tokenization behaviors; not the same concrete bug." + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization semantics." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache load failure is unrelated to wrong decoder type selection in v5." + "reason": "Different tokenizer/version issues: offline cache loading vs wrong decoder type in v5." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "Both are import-related after dependency/version changes, but one is a specific huggingface_hub symbol and the other is a broad transformers upgrade report." + "reason": "Both reference SAM3, but one is a type warning and the other is a memory overflow; not the same bug." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel branching bug and a docstring typo are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "SAM 3 type-mismatch warning is unrelated to memory overflow in sam3-litetext." + "reason": "The latter is an umbrella report of many import errors; not enough evidence it is the same concrete failure as the specific is_offline_mode import error." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 behavior for XLMRoberta is unrelated to Sentence Transformers hanging while loading." + "reason": "Flash Attention 2 on XLMRoberta and Sentence Transformers loading hang are different problems." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer-related, but one is a specific BPE-marker handling bug and the other is a broader version-to-version tokenization regression." + "reason": "Both are tokenizer regressions, but they involve different models and different symptoms, so they are not the same underlying bug." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Video position ids bug is unrelated to a documentation example issue." + "reason": "A video-input position_ids regression and a broken documentation example are unrelated." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Generation sync state handling and D-FINE auxiliary losses are unrelated code paths." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError is unrelated to a broken docs example." - }, - { - "left": "issue:43646", - "right": "issue:46002", - "accept": false, - "reason": "Custom model initialization breakage is not the same as NaNs in classification heads after checkout/init." - }, - { - "left": "issue:42907", - "right": "issue:44945", - "accept": false, - "reason": "Quantized save/load failure is unrelated to incorrect output under pipeline parallelism." + "reason": "Qwen3OmniMoe video-processing error and a DIA documentation issue are unrelated." } ] }, @@ -15618,13 +15574,13 @@ "issue:41628", "issue:42371", "issue:42907", - "issue:43116", "issue:43122", "issue:43329", "issue:43408", "issue:43452", "issue:43475", "issue:43576", + "issue:43646", "issue:43756", "issue:43784", "issue:43824", @@ -15647,39 +15603,40 @@ "issue:44829", "issue:44945", "issue:44964", - "issue:45200", "issue:45216", "issue:45278", "issue:45290", "issue:45478", "issue:45600", + "issue:46002", "issue:46172", "issue:46326", - "issue:46614", "issue:46762", "issue:47059" ], "soft_pairs": [ + "issue:43646|issue:46002", + "issue:42907|issue:44945", "issue:30990|issue:33357", "issue:44295|issue:44297", - "issue:43329|issue:47059", + "issue:42907|issue:44964", "issue:43976|issue:44945", + "issue:43329|issue:47059", "issue:43576|issue:43784", - "issue:42907|issue:44964", "issue:43756|issue:44060", "issue:41628|issue:45278", "issue:42371|issue:44263", - "issue:44117|issue:44704", "issue:42907|issue:43937", "issue:39401|issue:44488", + "issue:44117|issue:44704", "issue:43784|issue:45600", "issue:39401|issue:44521", - "issue:46172|issue:46762", "issue:44625|issue:44829", + "issue:46172|issue:46762", "issue:44704|issue:45290", - "issue:44360|issue:44485", - "issue:43408|issue:43475", "issue:43122|issue:46326", + "issue:43408|issue:43475", + "issue:44360|issue:44485", "issue:43122|issue:44521", "issue:44038|issue:44297", "issue:42907|issue:43452", @@ -15687,212 +15644,210 @@ "issue:44038|issue:44295", "issue:45216|issue:45478", "issue:44038|issue:44222", - "issue:43824|issue:44351", - "issue:39401|issue:46614", - "issue:43116|issue:45200" + "issue:43824|issue:44351" ], - "prepared_review_unit_hash": "8b863c685c97bcb38aec32aca8553e6149a9fde28ca6251d4f4fcf29b4eca189", + "prepared_review_unit_hash": "1df1bb936f56d2a3c8a8d5c04771ae1c501e7c6cfda5ddf37fb50f2457040355", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36504, - "estimated_input_tokens": 9126, - "estimated_eval_tokens": 18508 + "serialized_chars": 35774, + "estimated_input_tokens": 8944, + "estimated_eval_tokens": 18144 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft-similarity pairs share broad Transformer themes or similar wording, but they describe different bugs, models, APIs, or environments. None of the candidate pairs look like the same underlying issue/change, so no soft merges should be accepted.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue cleanly represents the cluster because the items span unrelated problems (tokenizers, imports, multimodal models, CLI, save/load regressions, and model-specific bugs).", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No issue is a strong canonical for the whole set; the issues are only superficially similar by subsystem or wording, not by concrete failure mode.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "These are mostly unrelated Transformers bug reports spanning tokenizers, imports, multimodal processors, and model-specific regressions. None of the soft edges look like true duplicates of the same concrete issue, so all should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set: a generic burst of import regressions after upgrading versions. It is more representative than the narrower model-, tokenizer-, or API-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single anchor for this cluster because it captures the widest regression symptom and could subsume multiple import-related reports, while the rest are much more specialized.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Different failure modes: custom model initialization breakage vs NaNs in classification heads. Same project/version context, but not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models is unrelated to incorrect outputs under pipeline parallelism. Different code paths and symptoms." + }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Both are loading/runtime failures, but one is Sentence Transformers hanging and the other is a MacOS bus error with a CLIP model; different failure modes and likely different fixes." + "reason": "Both are loading/runtime problems, but one is SentenceTransformers hanging and the other is a MacOS bus error with a CLIP model. Too different to merge." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "One reports reading registered position_ids causing an error; the other is tokenizer.save_pretrained writing the wrong tokenizer_class. Different code paths." + "reason": "Position_ids buffer access error is unrelated to tokenizer_class mismatch during save_pretrained. Similar API surface, different bug." }, { - "left": "issue:43329", - "right": "issue:47059", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Video multimodal token counting bug vs CLI breakage with huggingface_hub HFCliTyperGroup; unrelated subsystems and symptoms." + "reason": "Dequantized save_pretrained failure and loading Phi-4 multimodal are distinct model workflows with different underlying issues." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility issue vs incorrect LLM output under pipeline parallelism; not the same bug." + "reason": "Python version compatibility and pipeline parallel output corruption are not the same concrete defect." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:43329", + "right": "issue:47059", "accept": false, - "reason": "transformers env command regression vs sentence-transformers import NameError; different surfaces and causes." + "reason": "A multimodal processor internal video-token bug is unrelated to a CLI compatibility break in huggingface_hub." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models vs loading Phi-4 multimodal instruct; both are model-loading/saving issues, but not the same concrete path." + "reason": "Broken env command in v5 and a NameError on importing sentence-transformers are separate import/packaging problems, not one bug." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch vs Qwen3-Next tied-weights warning; different model architectures and defects." + "reason": "Smollm3 RoPE layer mismatch and Qwen3-Next tied-weights warning are model-specific architectural issues with no shared code path." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Missing AutoImageProcessor import vs many import errors after upgrading to 5.5.0; related only at a broad API level, not the same bug." + "reason": "Missing AutoImageProcessor export and broad import errors after upgrade are related only at a very high level; the concrete symbols and causes differ." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings warning/regression vs GlmMoeDsaIndexer torch.split return values; completely different code paths." - }, - { - "left": "issue:44117", - "right": "issue:44704", - "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling vs AutoProcessor passing kwargs to cached_file; both are auto-loading internals, but distinct failures." + "reason": "TF32 settings warning and a torch.split return-value issue in GlmMoeDsaIndexer are unrelated subsystems." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Dequantized save_pretrained bug vs GLM-5 GenerationConfig invalid; different model families and error locations." + "reason": "Saving dequantized models has nothing to do with invalid GenerationConfig validation for GLM-5." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping bug vs failure to load cjvt/sleng-bert; both are tokenizer/model loading topics, but not the same issue." + "reason": "Wrong offset_mapping in Qwen3 tokenization and failure to load a specific model checkpoint are different tokenizer/model loading bugs." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs to cached_file are different loader plumbing problems." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Import NameError from sentence-transformers integration vs auto_mappings.py referencing removed Sam3LiteText configs; unrelated import failures." + "reason": "Importing sentence-transformers with latest transformers and stale auto_mappings references to removed Sam3LiteText configs are separate breakages." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset mapping regression vs apply_chat_template all-zero assistant masks for multimodal inputs; different tokenizer behaviors." + "reason": "A tokenizer offset_mapping regression is not the same as assistant_masks being all zero for multimodal chat templates." }, { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Deepseek-v4 tensor transpose bug vs numerical differences in Minimax MSA attention; same broad area, but different operations and likely different fixes." + "reason": "num_labels propagation in Qwen3.5 and degenerate training with flash_attention_3 are different model configuration and training-path issues." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug vs flash_attention_3 training degeneration; distinct configuration and model-behavior problems." + "reason": "Deepseek-v4 comb transpose/dtype bug and Minimax MSA numerical differences are distinct implementation mismatches." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor cached_file kwargs bug vs apply_chat_template crashing on tool-call messages; different APIs and failure modes." + "reason": "Passing kwargs to cached_file and crashing on tool-call assistant messages are unrelated code paths." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "DSA indexer activation-function discussion vs GLM-5 RoPE implementation; not the same underlying bug." + "reason": "Version-to-version tokenization differences and continue_final_message handling for mistral_common are both tokenizer-related, but not the same concrete defect." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "sam3_video/sam3_tracker model-type mismatch warning vs missing fpn_position_embeddings attribute in SAM 3 Video; related model family, but different defects." + "reason": "A model-type warning during loading and a missing fpn_position_embeddings attribute in SAM 3 Video are different SAM3 issues." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Tokenizer version-change behavior difference vs continue_final_message bug in mistral_common-based tokenizers; different tokenization issues." + "reason": "A DSA indexer lacking ReLU and a GLM-5 RoPE implementation problem are unrelated model internals." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Version-to-version tokenization drift vs multimodal assistant_masks being all zeros; both tokenizer-related, but different outputs and code paths." + "reason": "Different tokenization outputs across versions and all-zero assistant masks for multimodal inputs are not the same failure." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe loading bug vs tokenizer_config.json tokenizer_class mismatch on save_pretrained; unrelated load/save failures." + "reason": "Qwen3-VL-Moe loading issues and tokenizer_class mismatch on save_pretrained affect different paths and artifacts." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized models vs gguf_file breaking AutoTokenizer/AutoModelForCausalLM loading; both touch persistence/loading, but not the same bug." + "reason": "Saving dequantized models and gguf_file breaking from_pretrained are separate serialization/loading bugs." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "onnx module import error vs slow/fast tokenizer inconsistency; different features and root causes." + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe loading issue vs position_ids buffer read error; unrelated failures." + "reason": "Qwen3-VL-Moe load failure and position_ids buffer read error do not share the same underlying code path." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Qwen3.5 save_pretrained checkpoint regression vs Qwen3.5 Moe from_pretrained error; same model family but different API surfaces and symptoms." + "reason": "Both involve Qwen3.5 save/load regressions, but one is save_pretrained checkpoint correctness and the other is a from_pretrained error; not enough to treat as one bug." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration import vs missing HybridCache import; both are import errors, but for different symbols and likely different export regressions." - }, - { - "left": "issue:39401", - "right": "issue:46614", - "accept": false, - "reason": "Qwen3 offset_mapping bug vs stale phonemizer backend state in Wav2Vec2PhonemeCTCTokenizer; different tokenizers and behavior." - }, - { - "left": "issue:43116", - "right": "issue:45200", - "accept": false, - "reason": "run_classification.py multi-label empty outputs vs Gemma 4 mm_token_type_ids defaulting problem; different examples/models and failure mechanisms." + "reason": "Missing Qwen2_5_VLForConditionalGeneration export and missing HybridCache export are separate import-symbol regressions." } ] }, @@ -15920,6 +15875,7 @@ "issue:29127", "issue:36296", "issue:38617", + "issue:39401", "issue:42175", "issue:42371", "issue:42673", @@ -15931,7 +15887,6 @@ "issue:43278", "issue:43493", "issue:43611", - "issue:43618", "issue:43874", "issue:43937", "issue:43976", @@ -15949,6 +15904,7 @@ "issue:44945", "issue:45072", "issue:45083", + "issue:45200", "issue:45278", "issue:45357", "issue:45446", @@ -15959,12 +15915,13 @@ "issue:46328", "issue:46614", "issue:46726", - "issue:46829", "issue:46877", "issue:46909", "issue:46981" ], "soft_pairs": [ + "issue:43116|issue:45200", + "issue:39401|issue:46614", "issue:43122|issue:44779", "issue:42757|issue:44351", "issue:36296|issue:43116", @@ -15977,212 +15934,217 @@ "issue:42898|issue:46614", "issue:43937|issue:44485", "issue:38617|issue:45278", - "issue:44038|issue:45478", "issue:43611|issue:46002", - "issue:43976|issue:45446", "issue:43066|issue:44779", + "issue:43976|issue:45446", + "issue:44038|issue:45478", "issue:42673|issue:45072", "issue:44355|issue:46231", - "issue:45357|issue:45478", "issue:44625|issue:46002", + "issue:45357|issue:45478", "issue:43116|issue:43493", "issue:44610|issue:46909", "issue:45083|issue:45446", - "issue:42371|issue:43874", "issue:44075|issue:44936", - "issue:46726|issue:46981", - "issue:43618|issue:46829" + "issue:42371|issue:43874", + "issue:46726|issue:46981" ], - "prepared_review_unit_hash": "8326f439b5c8f77e8f2c184e8d76c771012a96744e1d16944d0c8e309f5da68e", + "prepared_review_unit_hash": "897738af37eaf68f47cb2389e159f938f1b05108725b33dc63cadec461966fae", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 34839, - "estimated_input_tokens": 8710, - "estimated_eval_tokens": 17676 + "soft_pair_count": 28, + "serialized_chars": 35114, + "estimated_input_tokens": 8779, + "estimated_eval_tokens": 17814 }, "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/regressions across imports, tokenizer behavior, model-specific failures, and docs. There is no strong duplicate theme spanning the whole set; the only mildly umbrella-like item is the broad import-regression report, but the soft pairs mostly do not describe the same underlying bug.", - "confidence": 0.46, - "canonical_issue_reason": "Issue 45278 is the closest thing to an umbrella because it describes a broad post-upgrade import-regression class, but the cluster overall is too heterogeneous to have a true canonical duplicate.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best representative only in the sense that it is the broadest high-level failure report in the set; it is not a true duplicate anchor for the other items.", - "best_pr_reason": null, + "summary": "This cluster is not a duplicate set; it mixes unrelated import errors, tokenizer regressions, multimodal model bugs, training/runtime issues, and doc/tooling problems. None of the soft-edge pairs look like the same concrete defect.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items are too heterogeneous to represent one underlying bug or change.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No single issue is a good global representative because the cluster spans multiple unrelated subsystems and failure modes.", + "best_pr_reason": "No PRs are present, so there is no best PR candidate.", "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Both involve text generation/classification behavior, but one is a multi-label example bug and the other is Gemma 4 multimodal token IDs; different code paths and fixes." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both are tokenizer-related, but one is Qwen3 offset mapping and the other is Wav2Vec2 phonemizer language state; unrelated defects." + }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both concern tokenizer regressions in v5, but one is a general tokenization mismatch and the other is Deepseek-specific incorrect output; no evidence they share the same code-path bug." + "reason": "Both mention tokenizer regressions in v5, but one is a broad tokenization change report and the other is a Deepseek-specific incorrect result; not clearly the same bug." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they are for different missing symbols from different packages, so they are not the same bug." + "reason": "Both are import errors, but they are for different symbols from different packages; separate missing-export issues." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training failure and example-script multi-label classification output are unrelated." + "reason": "Tensor parallel training and multi-label example output are unrelated problems." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "One is a dtype mismatch between train/eval, the other is incorrect output under pipeline parallelism; different symptoms and likely different causes." + "reason": "One is a dtype mismatch in eval, the other is incorrect output under pipeline parallelism; different runtime failures." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Module import failure for transformers.onnx and a LayoutLMv3 error-message clarity issue are unrelated." + "reason": "Module import failure for transformers.onnx vs a LayoutLMv3 error-message clarity issue; not the same defect." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Package/backend install mismatch and Python 3.14 loading failure are different environment problems, not one bug." + "reason": "A backend extra-install packaging issue and a Python 3.14 load failure are different environment problems." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation discrepancy and a Qwen3.5 image-specific infinite loop are unrelated model bugs." + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite loop are separate model bugs." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under torch.compile and a padding performance issue do not share the same underlying bug." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance regression." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Documentation parameter mismatch and import-time docstring lint output are separate docs/tooling issues." + "reason": "Both touch doc tooling, but one is a parameter-name mismatch in docs and the other is unwanted stdout at import time." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Both touch text/tokenization-related behavior, but one is v5 cleanup semantics and the other is stale phonemizer backend state." + "reason": "A v5 tokenizer cleanup-behavior change and a stale phonemizer backend state bug are unrelated." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation failure and RoPE implementation discussion are different GLM-5 problems." + "reason": "GenerationConfig validation failure and GLM-5 RoPE implementation concerns are different issues." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "45278 is a broad import-error report, but 38617 is a specific missing symbol; not enough evidence they are the same root cause." + "reason": "A specific missing import and a broad bundle of import errors after upgrade are not the same concrete bug." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Different model families and different failure modes, even though both mention Qwen/Moe and version regressions." + "reason": "Model loading via base_model_prefix and NaNs in classification heads are distinct failures." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Broken base_model_prefix loading and NaNs in classification heads are unrelated." + "reason": "Tokenizer decoder-type regression and Deepseek output regression may be related broadly, but not enough to be the same concrete change." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility and a PyTorch version check bug are not the same issue." + "reason": "Python version compatibility and a PyTorch version-check bug in flex_attention are unrelated." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Both are tokenizer regressions, but one is about decoder type and the other is Deepseek tokenization output; too different to merge." + "reason": "Both involve Qwen3.5/Moe, but they report different versioned failures and likely different code paths." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in dataloader-threaded causal LM use and dtype mismatches in inference are unrelated." + "reason": "VRAM leak in dataloader threads and bfloat16 dtype mismatches are different bugs." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file loading errors and a documentation typo are unrelated." + "reason": "Compiled Python-file errors and a docstring parameter mismatch are unrelated." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Both involve Qwen3.5 serialization/loading, but one is save_pretrained key corruption and the other is a from_pretrained error; not clearly the same bug." + "reason": "Config propagation for num_labels and classification-head NaNs are separate training/model-init problems." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "num_labels propagation and NaNs in classification heads are different classification-model issues." + "reason": "Both are Qwen3.5 save/load regressions, but one is incorrect saved keys and the other is from_pretrained failure; not the same fix." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script multi-label classification and SigLIP2 implementation mismatch are unrelated." + "reason": "A classification example bug and a SigLIP2 implementation discrepancy do not share the same underlying defect." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Wrong processor image size and a broken documentation example are not the same underlying bug." - }, - { - "left": "issue:45083", - "right": "issue:45446", - "accept": false, - "reason": "Feature-extractor length computation and a PyTorch version check bug are different code paths." + "reason": "A processor/model input-size mismatch and a broken documentation example are different kinds of issues." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "TF32 API guidance and missing multimodal patch-count method are unrelated." + "reason": "A Qwen3 Omni feature-length helper bug and a PyTorch version-check bug are unrelated." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling and trainer.evaluate() failure after train() do not match." + "reason": "Optimizer argument handling and trainer.evaluate failing after train are different training issues." }, { - "left": "issue:46726", - "right": "issue:46981", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Missing vision backend error handling and repeated 429 retries are both AutoProcessor-related, but they are distinct behaviors and not the same bug." + "reason": "TF32 API guidance and a missing image-patch method are unrelated." }, { - "left": "issue:43618", - "right": "issue:46829", + "left": "issue:46726", + "right": "issue:46981", "accept": false, - "reason": "Both involve model output fields, but different fields and different models; no concrete shared code-path failure is shown." + "reason": "Both involve AutoProcessor.from_pretrained, but one is missing-vision-backend handling and the other is HTTP 429 retry behavior; different failure modes." } ] }, @@ -16217,6 +16179,7 @@ "issue:43116", "issue:43441", "issue:43450", + "issue:43618", "issue:43673", "issue:43824", "issue:43825", @@ -16237,7 +16200,6 @@ "issue:45071", "issue:45092", "issue:45310", - "issue:45341", "issue:45405", "issue:45446", "issue:45563", @@ -16245,249 +16207,242 @@ "issue:46002", "issue:46077", "issue:46328", - "issue:46512", "issue:46640", "issue:46697", "issue:46710", "issue:46752", "issue:46762", + "issue:46829", "issue:46981", "issue:47000", "issue:47059" ], "soft_pairs": [ + "issue:43618|issue:46829", "issue:43992|issue:44704", "issue:43116|issue:43825", "issue:43066|issue:46710", "issue:28348|issue:46640", "issue:44995|issue:46697", - "issue:42673|issue:42796", "issue:45092|issue:46762", - "issue:44263|issue:46762", + "issue:42673|issue:42796", "issue:43827|issue:45446", "issue:33453|issue:39401", + "issue:44263|issue:46762", + "issue:43824|issue:46981", "issue:43064|issue:43673", "issue:42222|issue:43441", - "issue:43824|issue:46981", "issue:43673|issue:46328", "issue:42222|issue:47000", - "issue:43937|issue:45563", "issue:42222|issue:46752", + "issue:43937|issue:45563", + "issue:44291|issue:45071", "issue:45405|issue:45446", - "issue:44117|issue:45588", "issue:44380|issue:46077", - "issue:44291|issue:45071", + "issue:44117|issue:45588", "issue:44466|issue:46002", "issue:44410|issue:45310", "issue:39401|issue:44779", - "issue:43937|issue:44977", "issue:43450|issue:43986", - "issue:45071|issue:47059", - "issue:45341|issue:46328", - "issue:45071|issue:46512" + "issue:43937|issue:44977", + "issue:45071|issue:47059" ], - "prepared_review_unit_hash": "22dc0eecee90a3dc5b5d6ecf43e6eeb252216e052a40f11a296c2d03e749c210", + "prepared_review_unit_hash": "503187e055285b01bcf7a3d3ab8aaa8bf7047919960a0c6c941a012e2aec6410", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36217, - "estimated_input_tokens": 9055, - "estimated_eval_tokens": 18366 + "soft_pair_count": 28, + "serialized_chars": 35936, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The similarity links are mostly broad topical matches, not true duplicates. The issues span unrelated tokenizer, attention, generation, processor, training, and tooling bugs, so none of the soft edges should be merged.", - "confidence": 0.92, - "canonical_issue_reason": "issue:44779 is the clearest representative of the set: a concrete tokenizer regression with a v5-v4 behavior change and enough detail to anchor the cluster, unlike the vaguer or more model-specific reports.", + "summary": "This cluster is highly heterogeneous: it mixes tokenizer, generation, processor, attention, and training issues with no strong single duplicate theme. All soft-edge pairs look like separate bugs or feature requests rather than the same underlying change; no PRs are present.", + "confidence": 0.68, + "canonical_issue_reason": "No true canonical duplicate stands out, but issue:46640 is the least-specific and broadest open report in the set, and it is the only item that cleanly matches the small flash-attention overlap seen elsewhere.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the strongest standalone issue to represent this cluster because it is specific, reproducible, and clearly describes a real regression path.", + "best_issue_reason": "Issue:46640 is the best cluster anchor because it is broad, open, and thematically closer to the only flash-attention-related overlap than the more model-specific or unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both mention output fields being wrong, but one is CLIP attentions disappearing and the other is VideoPrism hidden_states being mis-assigned; different models and different code paths." + }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Different code paths: UMT5Encoder weight loading vs AutoProcessor/cached_file kwargs propagation." + "reason": "UMT5Encoder missing embed_tokens.weight and AutoProcessor not passing kwargs to cached_file are unrelated failures in different subsystems." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example script multi-label output bug and pipeline translation-support messaging are unrelated." + "reason": "One is a multi-label classification example returning empty results; the other is a pipeline() error message about unsupported translation tasks. Same area loosely, but not the same bug." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder-type regression is not the same bug as a DeepSeek accuracy regression." + "reason": "Tokenizer decoder type corruption and an accuracy regression after upgrading Transformers are different problems with different symptoms." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "GPT2 FlashAttention 2 support request vs a generic Flash Attention issue; not the same underlying change." + "reason": "Issue 28348 is a feature request to add FlashAttention 2 support for GPT2LMHeadModel, while 46640 is a separate Flash Attention 2 bug report." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "Stale indexer cache crash and image padding over-pad bug affect different subsystems." - }, - { - "left": "issue:42673", - "right": "issue:42796", - "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threading is unrelated to Ministral tokenizer BPE marker handling." + "reason": "Stale indexer cache crashes on second forward pass is unrelated to an image processor over-padding batched inputs." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Meta-init incompatibility for old InternVL2 checkpoints is different from Minimax attention numerical differences." + "reason": "Meta-initialization incompatibility for old remote-code checkpoints is not the same as numerical differences in Minimax MSA attention." }, { - "left": "issue:44263", - "right": "issue:46762", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "torch.split return behavior in GlmMoeDsaIndexer is unrelated to Minimax attention output drift." + "reason": "A VRAM leak in multi-threaded Qwen3 causal LM use and a tokenizer BPE-marker handling bug are different issues." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still mentioning pipeline() and a PyTorch version check in flex_attention are unrelated." + "reason": "Documentation still referencing pipeline() and a wrong PyTorch version check are separate fixes." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer-related, but one is a loading regression and the other is a Qwen3 offset_mapping bug." + "reason": "Tokenizer loading regression and Qwen3 offset_mapping errors are both tokenizer-related, but the described failures are not the same underlying bug." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to the Minimax attention numerical-difference report." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and repeated HTTP 429 retries in AutoProcessor are different failure modes." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT is not the same as missing GenerationMixin cache in chunked_prefill." + "reason": "Wrong optimizer states/params under FSDP2 + PEFT is a training-state bug, not the missing GenerationMixin cache issue in chunked prefill." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Vitpose model breakage and Ministral FlashAttention failure are different model-specific issues." - }, - { - "left": "issue:43824", - "right": "issue:46981", - "accept": false, - "reason": "ImportError for Qwen2_5_VLForConditionalGeneration is unrelated to repeated HTTP 429 retries in AutoProcessor." + "reason": "Vitpose model breakage and a Ministral FlashAttention failure involve different models and different code paths." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache missing and SequenceFeatureExtractor.pad performance waste are different bugs." + "reason": "Missing generation cache and a performance issue in SequenceFeatureExtractor.pad are unrelated." }, { "left": "issue:42222", "right": "issue:47000", "accept": false, - "reason": "Vitpose model breakage is unrelated to RTDetrLoss infeasible cost-matrix crashes." + "reason": "A broken vitpose model family and RTDetrLoss cost-matrix infeasibility are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vitpose breakage and apply_chat_template crashing on an empty list are unrelated bugs." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig and a stale paged-generate warning are not the same failure mode." + "reason": "An invalid GenerationConfig and a stale num_return_sequences warning are not the same problem." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Vitpose breakage and empty-list apply_chat_template crash are unrelated." + "reason": "Unexpected _is_hf_initialized in init_empty_weights and v5.4.0 type checking breakage are separate compatibility issues." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT version pinning and a flex_attention torch-version gate are unrelated maintenance issues." - }, - { - "left": "issue:44117", - "right": "issue:45588", - "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling is unrelated to flash_attention s_aux=None crash handling." + "reason": "A PEFT minimum-version bump and an incorrect PyTorch version check for AuxRequest are unrelated." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Both concern attention behavior, but they target different models and different bugs." + "reason": "GPT2 attention scaling being ignored under SDPA/FlashAttention and Gemma4 building causal masks despite bidirectional attention are different attention-bug classes." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and PretrainedConfig type checking are distinct compatibility problems." + "reason": "TOKENIZER_MAPPING_NAMES returning None and a flash_attention.py crash on s_aux=None are unrelated." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "lm_head serialization differences by device and NaNs in classification heads are not the same issue." + "reason": "Inconsistent lm_head.weight serialization and NaNs in classification heads are different defects." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing qkv/gate projections in qwen3next layer 0 is different from a Qwen3.5 MoE from_pretrained error." + "reason": "qwen3next missing projections and Qwen3.5 Moe from_pretrained errors are related by family name only; the concrete bugs differ." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer correctness issues, but they are model-specific and describe different symptoms." - }, - { - "left": "issue:43937", - "right": "issue:44977", - "accept": false, - "reason": "GenerationConfig validation and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "Both are tokenizer bugs, but one is wrong offset_mapping and the other is incorrect tokenization results; not enough evidence they share the same root cause." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video-processor shape bug and AutoProcessor crash without torchvision are different code paths." - }, - { - "left": "issue:45071", - "right": "issue:47059", - "accept": false, - "reason": "PretrainedConfig type-checking break and CLI completion attribute loss are unrelated." + "reason": "Batched video processor shape errors and AutoProcessor crashes without torchvision are different video-processing issues." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "A testing_utils bug and a feature-extractor padding performance issue are unrelated." + "reason": "GenerationConfig validation and DeepSeek tokenizer incorrect outputs are unrelated." }, { "left": "issue:45071", - "right": "issue:46512", + "right": "issue:47059", "accept": false, - "reason": "PretrainedConfig type checking and stale config.dtype after from_config are different defects." + "reason": "Type-checking breakage in PretrainedConfig and a CLI completion attribute error from huggingface_hub are unrelated." } ] }, @@ -16522,11 +16477,9 @@ "issue:43122", "issue:43208", "issue:43408", - "issue:43673", "issue:43742", "issue:43937", "issue:44075", - "issue:44077", "issue:44117", "issue:44220", "issue:44261", @@ -16539,6 +16492,7 @@ "issue:44829", "issue:44877", "issue:44933", + "issue:45071", "issue:45081", "issue:45216", "issue:45278", @@ -16554,15 +16508,18 @@ "issue:46231", "issue:46298", "issue:46328", + "issue:46512", "issue:46617", "issue:46762", "issue:46894", "issue:46981" ], "soft_pairs": [ - "issue:44829|issue:45216", + "issue:45341|issue:46328", + "issue:45071|issue:46512", "issue:45341|issue:45561", "issue:45632|issue:46981", + "issue:44829|issue:45216", "issue:43408|issue:43742", "issue:44117|issue:45081", "issue:42617|issue:45341", @@ -16576,208 +16533,206 @@ "issue:44484|issue:45310", "issue:43937|issue:44496", "issue:44261|issue:46762", - "issue:42371|issue:46617", "issue:38617|issue:44220", - "issue:44410|issue:45478", "issue:44933|issue:45278", "issue:44075|issue:45656", + "issue:44410|issue:45478", + "issue:42371|issue:46617", "issue:44263|issue:44485", - "issue:43208|issue:46894", "issue:43066|issue:43122", - "issue:43097|issue:44493", - "issue:44077|issue:46981", - "issue:43673|issue:45341" + "issue:43208|issue:46894", + "issue:43097|issue:44493" ], - "prepared_review_unit_hash": "e88145569ddb6f3bc8babf56a4d372f24c8a20238db7ac15ba27ce7da5a8b4da", + "prepared_review_unit_hash": "22c4fb921f477d3c37d5f9819147e036839ed31dd8cbeedbca03e948fd9d78c7", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 34849, - "estimated_input_tokens": 8713, - "estimated_eval_tokens": 17682 + "serialized_chars": 34857, + "estimated_input_tokens": 8715, + "estimated_eval_tokens": 17686 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft links are largely superficial subsystem overlaps rather than the same underlying defect. I would use 45278 as a weak umbrella anchor for the import-regression subset, but I would not merge most of these issues together.", - "confidence": 0.62, - "canonical_issue_reason": "45278 is the broadest import-regression report in the set and the closest thing to an umbrella, though the cluster overall is not a single coherent duplicate family.", + "summary": "This cluster is heterogeneous: the soft pairs share broad themes like imports, tokenizers, configs, or model loading, but not the same concrete underlying bug. I rejected all soft edges.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a true canonical duplicate target; the items span unrelated regressions across tokenizers, model loading, configs, optimizers, and utilities.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the most representative issue to anchor the mixed import-error portion of the cluster, even if it does not truly subsume the unrelated bugs.", + "best_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (multiple import errors after upgrade), but even it does not actually match the other reports closely enough to serve as a true duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Both mention utilities, but one is a testing_utils bug and the other is a SequenceFeatureExtractor.pad performance issue; different code paths and symptoms." + }, + { + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "Different bugs: flash-attention training degradation vs a save_pretrained regression for Qwen3.5 checkpoints." + "reason": "Both are API/type-related regressions, but one is about PretrainedConfig type checking while the other is dtype handling in from_config; not the same bug." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both touch testing utils, but one is a generic bug in testing_utils.py and the other is a specific xdist race on captured_info.txt." + "reason": "Both involve testing_utils.py, but one is a generic bug and the other is an xdist race on captured_info.txt; distinct failures." }, { "left": "issue:45632", "right": "issue:46981", "accept": false, - "reason": "Different code paths: trust_remote_code cache-path collision vs AutoProcessor retry behavior on HTTP 429 responses." + "reason": "Both concern loading/caching behavior, but one is a cache-path collision for local models and the other is repeated 429 retries in AutoProcessor.from_pretrained; different issues." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: one is degenerate training with flash_attention_3, the other is incorrect checkpoint saving for Qwen3.5 since 5.4.0." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Unrelated symptoms and targets: sam3 model-type mismatch warning vs a MobileLLM load-time KeyError." + "reason": "Both are model-loading reports, but they concern different models and different failure modes (type warning vs KeyError)." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer failures, but one is TOKENIZER_MAPPING_NAMES returning None and the other is a Mistral regex patch crash; not the same bug." + "reason": "Both are tokenizer loading bugs, but one is a mapping lookup returning None and the other is a Mistral regex patch crash; not the same concrete path." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Not the same issue: a 3d_parallel.py runtime failure vs a small testing_utils.py bug." + "reason": "One is about running 3d_parallel.py and the other is a testing_utils.py bug; unrelated problems." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different code paths." + "reason": "Both are import errors, but for different missing symbols and likely different fixes." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Different problem classes: tokenizer output changed across versions vs a logging annoyance." + "reason": "Tokenization regression vs noisy logging; no shared underlying bug." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "A Qwen3.5 chat crash and a SequenceFeatureExtractor padding inefficiency are unrelated." + "reason": "Qwen3.5 chat crash and SequenceFeatureExtractor.pad performance issue are unrelated." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Different loading/validation failures for different model families; not the same underlying bug." + "reason": "Different subsystems and symptoms: vitpose model breakage vs BACKENDS_MAPPING validation error." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Config-loading strictness vs a documentation parameter-name typo are unrelated." + "reason": "Config-loading strictness and a documentation parameter-name mismatch are unrelated." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer offset_mapping bug vs FP8 inference failure on B200; different subsystems." + "reason": "Tokenizer offset_mapping bug and FP8 inference failure on B200 are different problems." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and MLA layernorm precision drift are distinct issues." + "reason": "TF32 behavior settings and MLA rms_norm_eps precision issues are unrelated." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "max_shard_size default behavior vs a Qwen3.5 MoE from_pretrained error are not the same bug." + "reason": "save_pretrained sharding threshold question vs Qwen3.5 MoE from_pretrained error; different code paths." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation failure vs missing model_type in config.json; different failure modes." + "reason": "Different model/config loading failures: invalid GenerationConfig vs unrecognized model type in config.json." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both mention numerical differences, but they involve different models and implementations with no clear shared defect." - }, - { - "left": "issue:42371", - "right": "issue:46617", - "accept": false, - "reason": "TF32 settings deprecation and trust_remote_code cache FileNotFoundError are unrelated." + "reason": "Both mention numerical behavior, but one is a missing config epsilon and the other is a Minimax attention correctness mismatch; not the same bug." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for configuration_utils symbols vs an audio feature extraction bug; different areas." - }, - { - "left": "issue:44410", - "right": "issue:45478", - "accept": false, - "reason": "Different Qwen problems: missing projections in qwen3next vs a Qwen3.5 MoE from_pretrained regression." + "reason": "ImportError in configuration_utils vs torch_extract_fbank_features issue; unrelated." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "The latter is a broad import-error report, but the former is a specific missing image_utils import; related theme, not the same concrete bug." + "reason": "One specific missing import from image_utils, the other a broader upgrade-related import-error report; too general to call the same bug." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Optimizer SGD arguments being ignored is not the same as an optimizer step being called twice under deepspeed." + "reason": "Both involve optimizer behavior, but one is ignored SGD args and the other is double optimizer steps under deepspeed; different defects." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "A torch.split return-value issue in GlmMoeDsaIndexer and a GLM-5 RoPE implementation issue are different defects." + "reason": "Qwen3Next missing projections in layer 0 vs Qwen3.5 MoE from_pretrained error; different model families/issues." }, { - "left": "issue:43208", - "right": "issue:46894", + "left": "issue:42371", + "right": "issue:46617", "accept": false, - "reason": "Different model-specific training bugs; no evidence they share the same root cause." + "reason": "TF32 setting warning and trust_remote_code cache FileNotFoundError are unrelated." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Both are tokenizer regressions around v5, but one is about decoder type and the other about changed tokenization output; too different to merge." + "reason": "torch.split return-value bug in one model component vs GLM-5 RoPE implementation discussion; not the same concrete issue." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder API vs unexpected position-id keys are different issues." + "reason": "Both touch tokenizer behavior across v5, but one is decoder type selection and the other is tokenization output differences; different failures." }, { - "left": "issue:44077", - "right": "issue:46981", + "left": "issue:43208", + "right": "issue:46894", "accept": false, - "reason": "PatchT5Mixer post_init validation and AutoProcessor 429-retry behavior are unrelated." + "reason": "Distinct model-specific training bugs in xLSTM vs CohereASR; no shared underlying defect." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "GenerationMixin cache/chunked_prefill behavior has nothing to do with the testing_utils.py bug." + "reason": "Removed tie_embeddings_and_encoder_decoder API vs unexpected position-id keys; different regression classes." } ] }, @@ -16820,6 +16775,7 @@ "issue:43931", "issue:43986", "issue:44038", + "issue:44077", "issue:44117", "issue:44261", "issue:44263", @@ -16845,28 +16801,28 @@ "issue:46123", "issue:46172", "issue:46369", - "issue:46655", - "issue:46664", "issue:46897", "issue:46981" ], "soft_pairs": [ "issue:44483|issue:45464", + "issue:44077|issue:46981", + "issue:43673|issue:45341", "issue:43931|issue:44410", "issue:41628|issue:45071", "issue:27957|issue:43352", "issue:44484|issue:45478", - "issue:43441|issue:44829", - "issue:43012|issue:43577", "issue:43874|issue:44261", "issue:44263|issue:46172", + "issue:43012|issue:43577", + "issue:43441|issue:44829", "issue:44360|issue:46172", "issue:43931|issue:44038", "issue:43097|issue:43452", "issue:43986|issue:45341", "issue:45003|issue:45341", - "issue:44261|issue:44485", "issue:42886|issue:46981", + "issue:44261|issue:44485", "issue:45753|issue:46369", "issue:43531|issue:45341", "issue:44117|issue:44987", @@ -16876,234 +16832,239 @@ "issue:45440|issue:46172", "issue:44410|issue:45375", "issue:43986|issue:45372", - "issue:44038|issue:44410", "issue:43097|issue:46050", + "issue:44038|issue:44410", "issue:38617|issue:42757", "issue:43064|issue:44315", "issue:43208|issue:46897", - "issue:43986|issue:44484", - "issue:46655|issue:46664" + "issue:43986|issue:44484" ], - "prepared_review_unit_hash": "3a8a77d7601f9f2ec008131dcfd4b222825f9830361563bc6441e2b3fca9cb1b", + "prepared_review_unit_hash": "d775f5aef33ad8fd72c9c155dc19a0c064aa296b8dea26dc7f618645065fb478", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37115, - "estimated_input_tokens": 9279, - "estimated_eval_tokens": 18814 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36848, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous; the soft pairs are mostly superficial matches on broad subsystem or wording rather than the same concrete bug. I would not merge any of the proposed pairs.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43097 is the clearest, most broadly framed regression-style issue in the set and has the strongest signal of being a central tracking item, but the overall cluster is still very mixed.", + "summary": "The items are mostly unrelated bug reports that only share broad themes like model loading, Flash Attention, or config/import errors. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the best standalone representative among these issues because it is well-scoped, regression-oriented, and more central than the highly model-specific reports.", + "best_issue_reason": "issue:46981 is the clearest self-contained bug report here: it has a specific trigger (HF_ENDPOINT + HTTP 429 retries in AutoProcessor.from_pretrained), a focused failure mode, and likely actionable fix scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both mention chat/completions, but one is a generic API rejection and the other is a specific Qwen3.5-0.8B streaming failure; not the same bug." + "reason": "Both concern chat/completions behavior, but one is a request-validation failure and the other is a streaming inference issue on a specific model; not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Completely different problems: model class post-init validation vs HTTP 429 retry behavior in AutoProcessor." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked prefill bug and a testing_utils bug are unrelated code paths." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Different models and different failure modes: weight-shape mismatch vs missing projections in a layer." + "reason": "Both are Qwen3-family loading issues, but one is weight-shape mismatch and the other is missing layer projections; different concrete defects." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Unrelated problems: an AutoImageProcessor import failure vs a PretrainedConfig type-checking regression." + "reason": "Importing AutoImageProcessor and PreTrainedConfig type checking are unrelated." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both are Flash Attention 2-related, but they concern different models and different support gaps." + "reason": "Both mention Flash Attention 2, but they are different model-specific support issues." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "One is about save_pretrained shard size defaults; the other is a Qwen3.5-MoE loading error." + "reason": "Save-pretrained shard size behavior and Qwen3.5 MoE from_pretrained failure are unrelated." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Different Flash Attention versions and different symptoms; not the same concrete code-path problem." + "reason": "Different GLM-related components and different failures: missing image-patch helper vs rms_norm_eps precision issue." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "Both involve dtype/precision, but one is a PyTorch warning on compile and the other is an incorrect dtype loading bug." + "reason": "Both are tensor-shape/math bugs, but they affect different model families and different operations." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Different multimodal/model-internals bugs: missing method on an image processor vs missing rms_norm_eps in a config." + "reason": "One is a PyTorch warning during bf16 compilation; the other is a dtype-loading bug in BLIP2. Not the same bug." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Different model components and failures; no evidence they share a single root cause." + "reason": "FlashAttention failures, but one is model support in v5 RC and the other is degenerate training with flash_attention_3; different symptoms and fixes." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "A missing ReLU in one DSA indexer is not the same bug as the DeepSeek comb transpose issue." + "reason": "Different GLM/DeepSeek code paths and different concrete math issues." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Same family name, but one is a shape-mismatch load error and the other is a Transformers v5/Qwen3-VL-Moe compatibility bug." + "reason": "Same broad Qwen3-VL area, but one is a load-time weight mismatch and the other is a model-specific bug report; not the same defect." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Removed config option vs gguf_file/from_pretrained breakage; unrelated concrete issues." + "reason": "A removed config flag and a gguf_file loading regression are unrelated." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor/video-model crash without torchvision is unrelated to a testing_utils bug." + "reason": "Video-model processor dependency handling and a testing_utils bug are unrelated." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "sys.modules access in modeling_utils is a different code path from the testing_utils issue." + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug are different code paths." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:42886", + "right": "issue:46981", "accept": false, - "reason": "Both touch model math/precision, but one is a config epsilon mismatch and the other is RoPE implementation." + "reason": "Both involve loading behavior, but offline cache loading and 429 retry handling are distinct failures." }, { - "left": "issue:42886", - "right": "issue:46981", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Both involve hub/network behavior, but one is offline cache loading and the other is repeated 429 retry handling." + "reason": "One is an RMS norm epsilon omission; the other is a RoPE implementation question. Not the same bug." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Infinite-loop generation and memory overflow are different failure modes with no shared concrete bug." + "reason": "Infinite-loop image behavior and memory overflow are unrelated." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "A Qwen3-MoE sliding-window issue is unrelated to a testing_utils bug." + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "A tokenizer mapping None-handling bug is not the same as a physical-intelligence/fast loading failure." + "reason": "Both touch from_pretrained loading, but one is a tokenizer mapping invariant and the other is a specific model-load failure; not enough to be the same bug." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Different issues in different areas: removed config option vs flash_attention.py s_aux=None crash." + "reason": "A config API removal and a flash_attention AttributeError are unrelated." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache handling and mask pipeline batching are distinct bugs, not one duplicated change." + "reason": "Generation cache handling and MaskGenerationPipeline batch-finalization are different pipeline bugs." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM-related bugs in different components; no shared underlying defect is evident." + "reason": "Same GLM prefix, but image-patch counting and DSA indexer split handling are different defects." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Both are DeepSeek-related, but one is a divergence from remote implementation and the other is a dtype/transpose bug." + "reason": "Both mention DeepSeek, but one is a remote-implementation divergence and the other is a specific tensor transpose/cast issue." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different models and different missing fields/projections; not the same underlying bug." + "reason": "Qwen3next projection-missing bug and Qwen3_5MoeVisionConfig field dropping are different model/config issues." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Video-model crash without torchvision and a mistral_common import regression are unrelated." + "reason": "Different missing-dependency/import errors affecting different processors and packages." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Different Qwen3 model variants with different failures; too broad to treat as the same bug." + "reason": "Config API removal and quantized-model save/load breakage are unrelated." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "A removed config knob is unrelated to quantized save/load breakage." + "reason": "Both are Qwen3-related, but they describe different model variants and distinct failures." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different packages and likely different regressions." + "reason": "Both are import errors, but for different symbols from different packages; not the same underlying issue." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Trainer/FSDP/PEFT optimizer-state corruption is unrelated to Liger Kernel application with model_init." + "reason": "Distributed optimizer-state corruption and Liger Kernel application timing are different training bugs." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "Different model families and different training bugs; no evidence of a common root cause." + "reason": "xLSTM training blockers and Florence2 loss-shift bug are unrelated model-specific defects." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor torchvision crash and shard-size default behavior are unrelated." - }, - { - "left": "issue:46655", - "right": "issue:46664", - "accept": false, - "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics; they are not clearly the same bug." + "reason": "AutoProcessor dependency handling and save_pretrained shard sizing are unrelated." } ] }, @@ -17127,7 +17088,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-510", "nodes": [ - "issue:36683", "issue:38617", "issue:42890", "issue:42907", @@ -17138,7 +17098,6 @@ "issue:43352", "issue:43502", "issue:43550", - "issue:43582", "issue:43825", "issue:43873", "issue:43906", @@ -17170,6 +17129,8 @@ "issue:46298", "issue:46365", "issue:46421", + "issue:46655", + "issue:46664", "issue:46701", "issue:46710", "issue:46752", @@ -17177,11 +17138,12 @@ "issue:47059" ], "soft_pairs": [ + "issue:46655|issue:46664", "issue:46298|issue:46752", "issue:42890|issue:46298", "issue:38617|issue:44351", - "issue:44062|issue:44117", "issue:43097|issue:43873", + "issue:44062|issue:44117", "issue:43012|issue:46821", "issue:44117|issue:46701", "issue:46172|issue:46710", @@ -17198,245 +17160,244 @@ "issue:43012|issue:44368", "issue:43992|issue:44484", "issue:43825|issue:44655", - "issue:43352|issue:44380", - "issue:43208|issue:43550", "issue:43352|issue:43976", + "issue:43208|issue:43550", + "issue:43352|issue:44380", "issue:43066|issue:43906", "issue:43097|issue:46298", "issue:45584|issue:46365", "issue:44380|issue:46132", "issue:44162|issue:46172", - "issue:42890|issue:47059", "issue:44077|issue:46365", - "issue:44222|issue:45478", - "issue:36683|issue:43582" + "issue:42890|issue:47059", + "issue:44222|issue:45478" ], - "prepared_review_unit_hash": "a52d8ddd23585109652c32709631ff9631db398c90ff37b37543b98ac7fde876", + "prepared_review_unit_hash": "11b03892d0b4c9ac9baa4829b04dd0a73e761f2bf65c2b0f05607dde16085305", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37369, - "estimated_input_tokens": 9343, - "estimated_eval_tokens": 18942 + "serialized_chars": 37362, + "estimated_input_tokens": 9341, + "estimated_eval_tokens": 18938 }, "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; none of the soft pairs look like the same underlying bug or change. I\u2019d use the broadly discussed quantization/offloading issue as the best representative issue, but not as a duplicate target for the others.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43873 is the most central/high-signal issue here (highest discussion and inbound references) and is broad enough to stand in as the cluster representative, even though the rest of the set does not actually duplicate it.", + "summary": "No soft pair looks like the same underlying bug or change; the candidates are mostly superficially similar by subsystem, model family, or error type but diverge on concrete failure mode and fix path.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43502 is the clearest, most actionable bug report in the set: it has a precise symptom (`local_files_only=True` still making API requests) and a narrow code-path implication, making it a strong representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest overall representative because it has the most engagement and describes a real user-facing regression with wider applicability than the other single-point bugs.", + "best_issue_reason": "Issue 43502 is the best overall issue candidate because it is specific, reproducible, and directly points to the failing behavior without conflating it with unrelated versioning or model-family concerns.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same product area (SmolVLM video processing) but different bugs: padding calculation vs. meaning of `num_frames`." + }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "A noisy logging message and an empty-list IndexError in apply_chat_template are unrelated failures in different code paths." + "reason": "Unrelated symptoms: noisy logging vs. `apply_chat_template` IndexError on empty input." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Test flakiness from missing set_seed() is unrelated to a logging message issue." + "reason": "Both are generic quality issues, but one is missing `set_seed()` in tests and the other is a logging complaint." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different import errors for different symbols/modules; no shared bug path." + "reason": "Both are import errors, but they concern different missing symbols and likely different export regressions." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "One is an AddedToken keyword collision, the other is a tokenizer mapping None-handling bug; these are distinct tokenizer issues." + "reason": "One is about a removed config flag in v5, the other about offloading with quantization; different code paths." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder API and quantization offloading problems are different behaviors and would not be fixed by one change." + "reason": "Tokenizer-related, but one is an `AddedToken` argument collision and the other is a `TOKENIZER_MAPPING_NAMES` lookup bug." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "A PyTorch warning on bfloat16 compilation and a TimesFM AttributeError are unrelated." + "reason": "Different failures: a bfloat16 compile warning versus a `window_size` attribute error in TimesFM 2.5." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping fallback logic and a DiffusionGemma pipeline failure do not share the same concrete failure path." + "reason": "Tokenizer mapping fallback bug versus image-text-to-text pipeline failure; no shared concrete defect." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "Both mention DeepSeek, but one is a tensor operation bug and the other is an accuracy regression after upgrade; not the same bug." + "reason": "DeepSeek-v4 tensor operation bug versus an accuracy regression after upgrade; not the same underlying issue." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only network leakage and missing embed_tokens.weight on UMT5Encoder are different loading problems." + "reason": "`local_files_only` causing network calls is unrelated to missing `embed_tokens.weight` in `UMT5Encoder.from_pretrained`." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding and auto_docstring future-annotations crashes are unrelated subsystems." + "reason": "Both involve loading/documentation helpers, but one is kwargs forwarding in `AutoProcessor` and the other is an auto-docstring crash." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "trainer.evaluate() failure after training and importing Trainer breaking unless datasets is uninstalled are different issues." + "reason": "`trainer.evaluate()` after training is different from failing to import `Trainer` due to `datasets` interaction." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling being ignored and cache lazy initialization causing recompilation are separate performance/behavior bugs." + "reason": "Attention scaling under SDPA/FlashAttention is unrelated to lazy cache initialization causing recompilation." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure and tensorflow_text backend mapping validation are unrelated compatibility/import problems." + "reason": "Python 3.14 import/load failure is not the same as an invalid backend name (`tensorflow_text`) error." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "AutoProcessor/video-model import failure and a notebook syntax error are clearly unrelated." + "reason": "Video-model loading without torchvision is unrelated to a notebook syntax error." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and a Qwen3_5 infinite loop on one image are different model behaviors and fixes." + "reason": "Saving dequantized models and an infinite-loop generation bug are different behaviors and fix paths." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Failed dequantized model saving and inability to save Pipeline objects are both about saving, but they involve different object types and code paths." + "reason": "Both mention saving, but one is dequantized model persistence and the other is pipeline object serialization." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A precision warning during compile and a Bamba SDPA compile failure are not the same bug." + "reason": "A precision warning during compile is distinct from a Bamba SDPA compile failure." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Leftover dummy classes leaking into dir(transformers) is unrelated to a noisy logging message." + "reason": "Dummy class cleanup/export leakage is unrelated to a noisy logging message." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both mention warnings, but one is a PyTorch precision warning and the other is a model config warning about tie_word_embeddings; different fixes." + "reason": "Both involve warnings, but the former is a PyTorch precision warning and the latter is a config warning about tied embeddings." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens.weight during from_pretrained and a shard-size default question are unrelated save/load concerns." + "reason": "Missing encoder weights on load is not the same as questioning the default `max_shard_size` in save_pretrained." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "pipeline() v5 error messaging and save_pretrained on Pipeline objects are different pipeline issues." + "reason": "Pipeline v5 error messaging is unrelated to inability to save pipeline objects." }, { "left": "issue:43352", - "right": "issue:44380", + "right": "issue:43976", "accept": false, - "reason": "Both involve attention backends, but one is Nemotron lacking Flash Attention 2 support and the other is GPT2 scaling being ignored; not mergeable into one fix." + "reason": "Flash Attention support missing for a model is not the same as Python version compatibility failure." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs and a Bamba torch.compile SDPA failure are distinct model-specific issues." + "reason": "xLSTM training blockers and Bamba SDPA compile failure are different model-specific bugs." }, { "left": "issue:43352", - "right": "issue:43976", + "right": "issue:44380", "accept": false, - "reason": "Model support for Flash Attention 2 and a Python-version compatibility break are unrelated." + "reason": "One is lack of Flash Attention 2 support, the other is incorrect attention scaling under backend selection." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue do not indicate the same underlying bug." + "reason": "Wrong tokenizer decoder type in v5 is unrelated to an isolated reproduction of another issue." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed config attribute and a noisy logging message are different classes of problems." + "reason": "A removed config attribute in v5 is not the same as a noisy logging message." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription failure after token alignment and Trainer import interference from datasets are unrelated." + "reason": "Whisper empty-transcription generation bug is unrelated to importing `Trainer`." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention and AttentionInterface.register behavior changes are different API/implementation issues." + "reason": "Attention scaling with SDPA/FlashAttention is different from `AttentionInterface.register` changing callback behavior." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a DeepSeek tensor operation bug are separate model-specific regressions." - }, - { - "left": "issue:42890", - "right": "issue:47059", - "accept": false, - "reason": "Seed-related test flakiness and a CLI completion attribute error under huggingface_hub 1.22.0 are unrelated." + "reason": "ESM2 breakage and a DeepSeek tensor bug are separate model-specific regressions." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation and the Trainer import issue do not share a code path." + "reason": "`patchtsmixer` post-init policy issue is unrelated to a `Trainer` import problem." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:42890", + "right": "issue:47059", "accept": false, - "reason": "Both mention MoE/Qwen, but one is FP8 save_pretrained and the other is from_pretrained loading; different concrete bugs." + "reason": "Flaky tests due to missing seeds are unrelated to a CLI completion attribute error from `huggingface_hub`." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Gemma3Config missing vocab_size and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." + "reason": "Same model family (Qwen MoE) but one is FP8 save_pretrained and the other is a from_pretrained regression; not the same bug." } ] }, @@ -17478,6 +17439,7 @@ "issue:43502", "issue:43525", "issue:43526", + "issue:43582", "issue:43611", "issue:43618", "issue:43756", @@ -17493,7 +17455,6 @@ "issue:44380", "issue:44483", "issue:44485", - "issue:44492", "issue:44514", "issue:44625", "issue:44655", @@ -17510,31 +17471,32 @@ "issue:47059" ], "soft_pairs": [ + "issue:36683|issue:43582", "issue:44380|issue:45479", "issue:42757|issue:43824", - "issue:43064|issue:44380", "issue:42175|issue:46365", + "issue:43064|issue:44380", "issue:42490|issue:43012", "issue:44483|issue:44514", "issue:38617|issue:43502", "issue:43618|issue:44380", "issue:43756|issue:44485", - "issue:43208|issue:43526", "issue:43618|issue:43761", - "issue:45276|issue:46077", + "issue:43208|issue:43526", "issue:36010|issue:42757", + "issue:45276|issue:46077", "issue:43299|issue:43867", "issue:42994|issue:44655", - "issue:44038|issue:44230", "issue:44483|issue:45290", + "issue:44038|issue:44230", "issue:44625|issue:46365", "issue:43352|issue:43937", "issue:44355|issue:46877", "issue:36683|issue:43475", "issue:43611|issue:44655", "issue:44625|issue:46077", - "issue:44938|issue:47059", "issue:44655|issue:46050", + "issue:44938|issue:47059", "issue:43976|issue:44938", "issue:43867|issue:45216", "issue:36683|issue:44077", @@ -17542,241 +17504,240 @@ "issue:43618|issue:45216", "issue:36683|issue:43525", "issue:36683|issue:44625", - "issue:29870|issue:36296", - "issue:43064|issue:44492" + "issue:29870|issue:36296" ], - "prepared_review_unit_hash": "bb2310033efadc3aab3479bc0ef29438b97bb17decb6f99291a26702b195f0f2", + "prepared_review_unit_hash": "7f785cffd597a8334020a7e09f7a240ad8a288fecbc4775e2b289e8f50e4a9a6", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37714, - "estimated_input_tokens": 9429, - "estimated_eval_tokens": 19114 + "serialized_chars": 37768, + "estimated_input_tokens": 9442, + "estimated_eval_tokens": 19140 }, "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 only superficial lexical overlap (import errors, config attrs, save/load regressions, chat/template bugs). None of the soft pairs look like the same underlying bug, so all edges should be rejected.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43618 is the most central and concrete regression-style issue in this set, and it connects to multiple soft-similarity candidates. It is still only a representative issue, not a true duplicate hub.", + "summary": "The set is a grab bag of mostly unrelated regressions/import errors; none of the soft pairs are close enough to treat as the same underlying bug or merge into one fix. The most representative issue is the Gemma3Config `vocab_size` report because it is concrete, high-signal, and the most connected node in the similarity graph.", + "confidence": 0.84, + "canonical_issue_reason": "issue:36683 is the strongest representative: it has the clearest reproducible model-config regression, very high discussion activity, and the widest similarity connectivity to other config/attribute-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43618 is the best single issue to anchor the cluster because it is specific, well-scoped, and regression-oriented, with the clearest hub-like position among the available items.", + "best_issue_reason": "issue:36683 is the best single issue to anchor this cluster because it is specific, well-scoped, and the most central issue among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Different failures: missing `vocab_size` on `Gemma3Config` vs Apple Silicon `TypeError` in `caching_allocator_warmup`; no shared code path." + }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Different bugs: GPT2 attention scaling ignored in SDPA/FlashAttention vs zero-loss sequence classification behavior." + "reason": "One is attention scaling under SDPA/FlashAttention, the other is degenerate loss for `num_labels=1`; unrelated behavior." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and modules; no shared code-path bug." + "reason": "Both are import errors, but for different symbols from different packages and likely different causes." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:42175", + "right": "issue:46365", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling being ignored." + "reason": "Dependency/import problems, but one is backend installation packaging and the other is importing `Trainer` blocked by `datasets`; not the same bug." }, { - "left": "issue:42175", - "right": "issue:46365", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Different dependency/import failures: missing TensorFlow backend in an extra vs Trainer import blocked by datasets." + "reason": "Different training/runtime problems: optimizer state placement under FSDP2/PEFT vs attention scaling backend behavior." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local-model trailing-slash warning and bfloat16 compile warning are unrelated." + "reason": "A local-model path warning is unrelated to a bfloat16 compilation precision warning." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Both touch chat flows, but one is request acceptance in /v1/chat/completions and the other is a batch chat-template crash." + "reason": "Both involve chat/completions, but one is API request acceptance and the other is `apply_chat_template` crashing on batched padding; different code paths." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Different problems: missing configuration_utils import vs local_files_only still triggering network requests." + "reason": "Importing `layer_type_validation` vs ignoring `local_files_only=True`; unrelated module/API issues." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Both are v5 regressions in attention-adjacent code, but they affect different models and different failures; not the same concrete bug." + "reason": "CLIP output-attention regression vs GPT-2 attention scaling; different models and different bugs." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "RoPE layer-selection loss in Smollm3 vs GLM-5 RoPE implementation discussion are not the same issue." - }, - { - "left": "issue:43208", - "right": "issue:43526", - "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." + "reason": "Both mention RoPE, but one is Smollm3 layer dropping and the other is GLM-5 RoPE implementation discussion; not the same issue." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP regressions, but one is missing attentions in CLIPOutput and the other is hidden_states=None in CLIPVisionModel.forward; too different to merge." + "reason": "Both are CLIP v5 regressions, but one concerns attentions and the other hidden states; related theme, not clearly one bug." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Different Gemma4 bugs: token embedding resizing vs bidirectional attention mask construction." + "reason": "xLSTM training bugs and Beit image processor label reduction are unrelated." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different import breakages for different APIs; no common underlying defect." + "reason": "Different missing imports from different libraries; similar symptom only." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4-related, but one is embedding resize propagation and the other is attention-mask construction; not the same fix." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL model-loading regression and state_dict-sorting load error are not the same bug." + "reason": "Qwen3VL-Moe loading regression vs state-dict sorted load error; no clear shared failure mode." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model save failure and Pipeline save_pretrained failure involve different object types and code paths." + "reason": "Saving quantized models and saving Pipeline objects are different save_pretrained problems." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "One is a loading regression for Qwen3-VL-Moe; the other is an fp8 support request for inference." + "reason": "One is an API request acceptance issue, the other is a processor crash with tool-call assistant messages; not mergeable as one bug." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Both are chat-related, but one is API request acceptance and the other is tool-call chat template tokenization." + "reason": "Same model family, but one is a loading bug in v5 and the other is fp8 inference support; different changes." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Trainer import failure are unrelated." + "reason": "`num_labels` propagation in Qwen3.5 vs importing `Trainer` blocked by `datasets`; unrelated." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Nemotron FlashAttention2 support and GLM-5 GenerationConfig validation are unrelated." + "reason": "FlashAttention support error for Nemotron vs invalid `GenerationConfig` for GLM-5; unrelated." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Compiled Python file errors and auto_docstring stdout noise are unrelated." + "reason": "Compiled-file loading errors and auto_docstring import-time diagnostics are different tooling issues." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config missing vocab_size and Sam3 vision output missing fpn_position_embeddings are unrelated model-specific attribute bugs." + "reason": "Both are attribute errors, but on different models and different missing fields." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Base-model-prefix loading breakage and Pipeline save_pretrained failure are different save/load paths." + "reason": "`base_model_prefix` loading regression and Pipeline save_pretrained failure are unrelated." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 label propagation and Gemma4 attention-mask behavior are unrelated." + "reason": "Config propagation for `num_labels` vs Gemma4 bidirectional-attention masking; different subsystems." }, { - "left": "issue:44938", - "right": "issue:47059", + "left": "issue:44655", + "right": "issue:46050", "accept": false, - "reason": "Python 3.14 load failure and CLI breakage with huggingface_hub 1.22.0 are different compatibility issues." + "reason": "Pipeline serialization and sinq quantized save/load are different persistence bugs." }, { - "left": "issue:44655", - "right": "issue:46050", + "left": "issue:44938", + "right": "issue:47059", "accept": false, - "reason": "Pipeline save_pretrained failure and sinq quantized save/load breakage are not the same concrete bug." + "reason": "Python 3.14 load failure vs CLI breakage from a huggingface_hub API change; unrelated." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are environment/version compatibility problems, but they concern different Python versions and failures." + "reason": "Both are Python-version compatibility reports, but for different versions and failure modes." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "State_dict-sorted load error and Qwen3.5 incorrect saved checkpoint are different serialization bugs." + "reason": "State-dict sorting load failure vs Qwen3.5 checkpoint save_pretrained regression; not the same bug." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are unrelated." + "reason": "Gemma3 config attribute missing vs patchtsmixer `post_init` policy validation; unrelated." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 attention mask bug and LlamaConfig head_dim validation are unrelated." + "reason": "Gemma4 bidirectional-attention masking vs LlamaConfig head_dim validation; different config validations." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions missing and Qwen3.5 save_pretrained regression are unrelated." + "reason": "CLIP output regression vs Qwen3.5 save_pretrained checkpoint corruption; unrelated." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are similar only at a very broad level; not the same bug." + "reason": "Different missing-config-attribute bugs on different model families." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Different config propagation bugs in different model families." + "reason": "Both involve config fields, but one is missing `vocab_size` and the other is propagation of `num_labels`; not the same underlying defect." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Bart generate unbound decoder_attention_mask and tensor-parallel training bug are unrelated." - }, - { - "left": "issue:43064", - "right": "issue:44492", - "accept": false, - "reason": "FSDP2 optimizer-state corruption and a cache-strategy typo are unrelated." + "reason": "BART generate-time `decoder_attention_mask` bug vs tensor-parallel training bug; no shared code path." } ] }, @@ -17826,7 +17787,7 @@ "issue:44355", "issue:44360", "issue:44393", - "issue:44485", + "issue:44492", "issue:44556", "issue:44734", "issue:44855", @@ -17838,9 +17799,9 @@ "issue:45357", "issue:45375", "issue:45440", - "issue:45478", "issue:45561", "issue:45850", + "issue:46002", "issue:46202", "issue:46285", "issue:46365", @@ -17850,12 +17811,13 @@ "issue:47000" ], "soft_pairs": [ + "issue:43064|issue:44492", "issue:43010|issue:45278", "issue:44075|issue:46365", "issue:43992|issue:45310", "issue:44908|issue:46851", - "issue:29870|issue:33453", "issue:44393|issue:47000", + "issue:29870|issue:33453", "issue:43867|issue:46202", "issue:44355|issue:44855", "issue:36683|issue:43064", @@ -17867,7 +17829,7 @@ "issue:43618|issue:44077", "issue:43010|issue:43976", "issue:43867|issue:45357", - "issue:43992|issue:45478", + "issue:43992|issue:46002", "issue:28282|issue:33453", "issue:43618|issue:46285", "issue:44360|issue:45440", @@ -17877,221 +17839,217 @@ "issue:42898|issue:46664", "issue:44734|issue:46617", "issue:43723|issue:44556", - "issue:44222|issue:45125", - "issue:43502|issue:44485" + "issue:44222|issue:45125" ], - "prepared_review_unit_hash": "6fb2cf747ed4ba8d71a3a89ca53fe49b06b26df71a6f54163405984febecdb28", + "prepared_review_unit_hash": "17b066533ef88e3d167a698676ac375a39378fc6a4611384faa95cd72581abcf", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36046, - "estimated_input_tokens": 9012, - "estimated_eval_tokens": 18280 + "serialized_chars": 36019, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous regression/bug reports. The only plausible near-duplicate is the import-time slowdown pair (41669/44246); the rest look like distinct issues in different code paths or models.", - "confidence": 0.73, - "canonical_issue_reason": "issue:41669 is the most concrete, root-cause-oriented report in the cluster and best represents the import-performance regression theme; it also has strong discussion/activity compared with the vaguer import-slowdown report.", + "summary": "This cluster is highly heterogeneous: most items are unrelated version-regression, loading, training, tokenizer, or CI complaints that only share broad Transformers vocabulary. None of the soft pairs look like true duplicates or the same code-path fix.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43010 is the strongest representative here: it is a concrete runtime bug with a specific fix surface, and it sits near the center of the noisy similarity graph.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the clearest actionable bug report and the best single representative for the small import-slowdown subset of this cluster.", + "best_issue_reason": "Best single issue to keep as the cluster representative because it is specific, actionable, and among the most centrally linked items; the rest are too diverse to collapse around it.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state corruption in FSDP/PEFT is unrelated to a cache-strategy typo." + }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Different problems: cache/layer no_grad decoration vs broad import failures after upgrade." + "reason": "No_grad decoration for cache updates is a specific runtime bug; the other is a broad import-regression report." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Different bugs: SGD optimizer args ignored vs Trainer import blocked by datasets." + "reason": "SGD args not applied is not the same issue as failing to import Trainer due to datasets." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both are from_pretrained failures, but on different model families and likely different missing-key causes." + "reason": "Missing embed_tokens.weight in UMT5Encoder is a different model-loading failure than Qwen3.5 MOE from_pretrained errors." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs regression and variable-length position_ids behavior are unrelated." + "reason": "Scheduler kwargs being ignored is unrelated to variable-length position_ids handling in Qwen3.5." }, { - "left": "issue:29870", - "right": "issue:33453", + "left": "issue:44393", + "right": "issue:47000", "accept": false, - "reason": "Bart generate decoder_attention_mask bug vs tokenizer loading regression are distinct." + "reason": "Qwen3-VL bbox hallucination is not the same failure as RTDetrLoss cost-matrix infeasibility." }, { - "left": "issue:44393", - "right": "issue:47000", + "left": "issue:29870", + "right": "issue:33453", "accept": false, - "reason": "Different model/task failures: Qwen3-VL bbox output issue vs RTDetrLoss cost-matrix crash." + "reason": "Bart generate() decoder mask bug and tokenizer-loading regression are distinct paths." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Different failure modes: sorted state_dict load error vs Gemma pipeline roundtrip tokenization issue." + "reason": "Sorted state_dict load failure and Gemma pipeline roundtrip on \u2581 are different loading/roundtrip problems." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both involve import/runtime errors, but one is generic compiled-file execution and the other is a specific Python 3.13 JIT parse/IndentationError." + "reason": "Compiled Python file errors are not the same as the Python 3.13 IndentationError from a TorchScript decorator parsing issue." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3Config vocab_size missing and FSDP2/PEFT optimizer-state corruption are unrelated." + "reason": "Missing Gemma3Config vocab_size and wrong optimizer states under FSDP2/PEFT are unrelated bugs." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "State-dict loading error vs missing vision-config field during strict serialization are different issues." + "reason": "State_dict sorting error and missing deepstack_visual_indexes are different serialization/config issues." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are test-related, but one is missing seeding and the other is an xdist file-race condition." + "reason": "A flaky seed-dependent integration test is not the same as an xdist file race in patched testing utils." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Broad version-breakage report is not the same concrete bug as cache update no_grad behavior." + "reason": "No_grad cache updates are not the same as a broad complaint that v5 breaks many models." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "General tensor-parallel training bug vs specific OOM while loading one model with TP are not the same concrete issue." + "reason": "Tensor-parallel training bug and TP loading OOM are different tensor-parallel failure modes." }, { "left": "issue:41669", "right": "issue:44246", - "accept": true, - "reason": "Both point to the same import-time slowdown regression; 41669 gives the likely root cause, while 44246 is the user-visible symptom." + "accept": false, + "reason": "Import-star removal causing import cost and intermittent slow imports are related only at a very broad level, not the same bug." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIP attentions assignment and patchtsmixer post_init validation are unrelated model-specific bugs." + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init validation are unrelated model-specific changes." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "No_grad decoration for cache/layers and Python-version compatibility are unrelated." + "reason": "Cache no_grad behavior is not the same as the Python version compatibility issue." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Loading a sorted state_dict and saving incorrect visual encoder keys are opposite-direction, different bugs." + "reason": "State_dict sorting load errors and incorrect visual encoder keys on save_pretrained are different serialization bugs." }, { "left": "issue:43992", - "right": "issue:45478", + "right": "issue:46002", "accept": false, - "reason": "Different from_pretrained errors on different models; not the same underlying defect." + "reason": "Missing encoder weights and NaNs in classification heads are separate failure classes." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch import dependency and tokenizer-loading regression are unrelated." + "reason": "Missing PyTorch dependency and tokenizer-loading regression do not share the same underlying defect." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both are CLIP-related, but one is attentions missing and the other is structural inconsistency in text-model nesting." + "reason": "Both mention CLIP, but one is an attentions field issue and the other is a structural model API change." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer activation discussion and DeepSeekV3 implementation divergence are different code-path issues." + "reason": "DSA indexer ReLU discussion and DeepseekV3MoE divergence are unrelated model/algorithm issues." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Flaky test seeding and Phi-4 multimodal loading failure are unrelated." + "reason": "Seed-related test flakiness is not the same as a model-loading failure for Phi-4 multimodal." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are CI/test issues, but the symptoms and likely fixes differ (seeding vs device override state)." + "reason": "A flaky integration test is not the same as a stale CI device-override assertion." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only network leak and AddedToken argument duplication are unrelated." + "reason": "Local-files-only API leakage and AddedToken special-arg duplication are separate tokenizer/loading bugs." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization cleanup behavior and video num_frames semantics are different behavioral changes." + "reason": "Tokenization-space cleanup behavior and SmolVLM num_frames semantics are different user-facing changes." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation indexing crash and trust_remote_code cache FileNotFoundError are different loading/runtime failures." + "reason": "KV-cache continuation indexing crash and trust_remote_code cache FileNotFoundError are unrelated serve/loading failures." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading regression and checkpoint reload incompatibility after upgrade are different issues." + "reason": "Tokenizer loading regression in v5 and checkpoint reload compatibility after version upgrade are not the same defect." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained for MoE and missing tensor-parallel plan are separate features/bugs." - }, - { - "left": "issue:43502", - "right": "issue:44485", - "accept": false, - "reason": "local_files_only API leakage and GLM-5 RoPE implementation discussion are unrelated." + "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan metadata are different MOE-related issues, not one bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is mostly heterogeneous, and the only clearly similar pair is issue:41669 / issue:44246 around import-time slowdown. The soft-edge verdicts are conservatively negative overall, and the one accepted pair looks mergeable as the same performance regression theme." - }, - "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 }, @@ -18157,21 +18115,22 @@ "issue:47059" ], "soft_pairs": [ + "issue:43502|issue:44485", "issue:43824|issue:46617", "issue:43010|issue:43065", "issue:43874|issue:46617", "issue:43576|issue:46132", "issue:44387|issue:44556", - "issue:45125|issue:45478", "issue:30333|issue:33453", + "issue:45125|issue:45478", "issue:42548|issue:44351", - "issue:44355|issue:44749", "issue:30990|issue:31795", + "issue:44355|issue:44749", "issue:45125|issue:45375", - "issue:43502|issue:44222", "issue:43502|issue:44961", - "issue:43827|issue:44961", + "issue:43502|issue:44222", "issue:46664|issue:46726", + "issue:43827|issue:44961", "issue:43010|issue:43232", "issue:30333|issue:36296", "issue:29870|issue:31795", @@ -18182,8 +18141,8 @@ "issue:43576|issue:45071", "issue:43576|issue:47059", "issue:31795|issue:38617", - "issue:44315|issue:44360", "issue:43576|issue:43824", + "issue:44315|issue:44360", "issue:44961|issue:45468", "issue:44485|issue:44961", "issue:44351|issue:46617", @@ -18195,256 +18154,262 @@ "issue:41628|issue:42548", "issue:44315|issue:46209" ], - "prepared_review_unit_hash": "d5ebc3b093a2cca8cb1d28a4d0079a448b7af522bcf990df7b49a9010961b213", + "prepared_review_unit_hash": "70ed9c32b6c45b9b6105a1c7304423c9a388bf4c1c33423094939f0637829e54", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 37, - "serialized_chars": 37747, - "estimated_input_tokens": 9437, - "estimated_eval_tokens": 19130 + "soft_pair_count": 38, + "serialized_chars": 38051, + "estimated_input_tokens": 9513, + "estimated_eval_tokens": 19282 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft duplicates look mergeable here; the items are mostly unrelated bugs, regressions, docs issues, and model-specific failures across different code paths.", + "summary": "This cluster is highly heterogeneous: most pairs are only superficially similar by broad Transformers/v5/regression wording, not the same concrete bug or change. No PRs are present, and there is no strong true-duplicate core issue; issue:43576 is only a weak representative because it has the most cluster-like connectivity.", "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous and the soft pairs do not describe the same underlying defect.", + "canonical_issue_reason": "issue:43576 is the closest thing to a hub in this set, with multiple soft links and a broad v5 regression surface, but it still does not unify the other issues into one concrete bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47059 is the strongest standalone representative: it is an active, concrete CLI regression with multiple inbound references and a clear repro surface.", + "best_issue_reason": "issue:43576 is the most central representative for the cluster\u2019s broad version/regression theme, though the overall cluster remains too mixed to treat it as a single duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs: offline/caching network requests vs a GLM-5 RoPE implementation discussion." + }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Different failures: one is an import error for a specific class, the other is a cache file-not-found problem." + "reason": "ImportError for a missing model class is unrelated to a cache FileNotFoundError for trust_remote_code loading." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Unrelated areas: generation cache mutation vs a SAM3 pixel decoder architecture issue." + "reason": "No shared code-path bug: no-grad decoration for cache update methods vs a SAM3 pixel decoder dummy Conv2d concern." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Different code paths: multimodal token counting vs trust_remote_code cache loading." + "reason": "Missing image-patch API in a processor is a different failure mode than cache-loading file lookup errors." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "CLI environment command breakage is not the same bug as AttentionInterface.register behavior changes." + "reason": "CLI env command breakage and AttentionInterface register behavior are distinct issues." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "One is int4 memory/OOM behavior, the other is checkpoint reload compatibility after upgrade." + "reason": "Memory/OOM under int4 quantization is not the same as reload failure after upgrading checkpoint versions." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Same model family, but the reported failures differ: missing tensor-parallel plan vs from_pretrained loading error." + "reason": "MLflow reporting on job failure and tokenizer-loading regression are unrelated." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." + "reason": "Missing tensor-parallel plan and Qwen3.5 MoE from_pretrained error are not the same concrete bug." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export paths." + "reason": "Both are import errors, but for different symbols and likely different breakages." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "Compiled Python file errors are not the same as the reported data processing slowdown." + "reason": "Loading-stuck behavior and documentation confusion in forward args are unrelated." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "Loading hangs and forward-API docs confusion are distinct issues." + "reason": "Compiled-Python-file errors do not match the performance regression after upgrading Transformers." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel missing plan and missing config field under strict loading are different defects." + "reason": "Tensor-parallel plan support and a missing config field are different model issues." }, { "left": "issue:43502", - "right": "issue:44222", + "right": "issue:44961", "accept": false, - "reason": "Local-files-only network requests and FP8 moe save_pretrained are unrelated." + "reason": "Local-files-only network behavior is unrelated to the placeholder racoon issue." }, { "left": "issue:43502", - "right": "issue:44961", + "right": "issue:44222", "accept": false, - "reason": "Cache/network access bug does not match an unrelated generic issue title." + "reason": "Offline/network request behavior is not the same as FP8 save_pretrained support for MoE models." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:46664", + "right": "issue:46726", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to the other issue." + "reason": "Inconsistent num_frames semantics and missing-vision-backend image processor errors are different video/processor problems." }, { - "left": "issue:46664", - "right": "issue:46726", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Both involve vision/video processors, but one is num_frames semantics and the other is missing backend handling." + "reason": "Docs referencing removed pipeline APIs has nothing to do with the racoon issue." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both touch generation internals, but one is about no_grad decoration and the other about sync_gpus/update_model_kwargs sequencing." + "reason": "Both mention generation internals, but they describe different generation bugs and code paths." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow failure reporting is unrelated to tensor-parallel training." + "reason": "MLflow job-state reporting and tensor-parallel training are unrelated." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "A generate() UnboundLocalError is not the same as documentation confusion." + "reason": "An UnboundLocalError in generation is not the same as documentation confusion about forward arguments." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE loading and generic v4.57-to-v5.2 reload breakage are not the same concrete bug." + "reason": "Both are version/loading regressions, but for different models and different failure modes." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but for different models and failure modes." + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading breakage are not the same concrete issue." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution errors are unrelated to PretrainedConfig type checking regressions." + "reason": "Compiled-file execution errors and PretrainedConfig type-checking breakage are distinct." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Different breakages: hub import failure vs transformers env CLI issue." + "reason": "huggingface_hub import failure and transformers env CLI breakage are unrelated." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI command regression is unrelated to config type-checking." + "reason": "CLI command breakage and config type-checking regression are different bugs." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "Both are CLI-related, but they fail in different commands and with different dependency/version causes." + "reason": "CLI completion attribute failure in tests is not the same as the env command regression." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Forward-argument docs confusion and missing configuration_utils export are unrelated." + "reason": "Documentation confusion and missing configuration utility import are unrelated." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "Liger Kernel application in model_init has no relation to a DSA indexer ReLU discussion." + "reason": "Broken env command and missing Qwen2.5-VL class import are different issues." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "Unrelated CLI env bug and model import regression." + "reason": "Liger kernel application in model_init is unrelated to a DSA indexer ReLU discussion." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No evidence these are the same underlying bug; one is a generic title, the other is a Gemma audio positional encoding issue." + "reason": "The racoon issue is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "RoPE implementation discussion is unrelated to the generic racoon issue." + "reason": "RoPE implementation discussion and racoon are clearly unrelated." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Different import/loading failures: exported class missing vs cache file not found." + "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are different import/loading problems." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug is unrelated to a pipeline docs mismatch." + "reason": "Tensor parallel training and text-classification docs mentioning return_all_scores are unrelated." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention support limitation is unrelated to the generic racoon issue." + "reason": "Flash Attention support for Nemotron and the racoon issue are unrelated." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM3 video attribute error is unrelated to trust_remote_code cache loading." + "reason": "Missing SAM3 video attribute and trust_remote_code cache loading are different bugs." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Passing kwargs through RoFormer methods and not using AttentionInterface are adjacent but not the same defect." + "reason": "Missing kwargs passthrough and lack of attention interface usage are related thematically but not the same concrete fix." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained behavior and FP8 inference support are separate problems." + "reason": "FP8 save_pretrained for MoE and FP8 inference support for Qwen3-VL/Qwen3.5 are separate capabilities." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are different missing exports." + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are different symbol-export issues." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel application and FP8 inference on B200 are different code paths and symptoms." + "reason": "model_init not applying Liger Kernel and FP8 inference on B200 are unrelated." } ] }, @@ -18518,16 +18483,16 @@ ], "soft_pairs": [ "issue:45362|issue:45850", - "issue:43673|issue:44492", "issue:44485|issue:46664", + "issue:43673|issue:44492", "issue:44273|issue:45542", "issue:44623|issue:45230", - "issue:44038|issue:45125", "issue:44273|issue:45003", + "issue:44038|issue:45125", "issue:44360|issue:46664", "issue:41669|issue:43673", - "issue:44393|issue:45071", "issue:44393|issue:45753", + "issue:44393|issue:45071", "issue:43576|issue:44556", "issue:43525|issue:45850", "issue:44556|issue:45092", @@ -18537,8 +18502,8 @@ "issue:45850|issue:47059", "issue:45278|issue:45850", "issue:42371|issue:44492", - "issue:41669|issue:46218", "issue:43408|issue:44315", + "issue:41669|issue:46218", "issue:44246|issue:44273", "issue:42890|issue:44908", "issue:43576|issue:44908", @@ -18548,8 +18513,8 @@ "issue:44908|issue:45071", "issue:44297|issue:45230", "issue:44492|issue:46328", - "issue:41669|issue:44351", "issue:44704|issue:44908", + "issue:41669|issue:44351", "issue:41669|issue:45341", "issue:43976|issue:46218", "issue:44077|issue:44861", @@ -18557,14 +18522,14 @@ "issue:43576|issue:44273", "issue:44315|issue:44829" ], - "prepared_review_unit_hash": "ee9463e566aca1dad4bac12942bd8a349fdb966d0bcb39c15d1d94272541a04a", + "prepared_review_unit_hash": "3e19b692cc0367cb5f90e320b322129f1b6edd8c837cf3424427c82726bcb8d4", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 47, @@ -18579,255 +18544,252 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of unrelated Transformers issues. The only close pair, import slowness vs. lazy-loading breakage, is related at the theme level but not supported strongly enough to treat as the same underlying regression, so no soft edges are accepted.", - "confidence": 0.69, - "canonical_issue_reason": "issue:44273 is the best representative for the cluster\u2019s import/lazy-loading theme because it is the more specific technical report, but it should be treated as a standalone issue rather than a confirmed duplicate of issue:44246.", + "summary": "This cluster is mostly a set of unrelated v5 regression or model-specific issues; the shared similarity is usually just broad Transformers breakage, not the same underlying bug. None of the soft pairs look safe to merge as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set, capturing the general 'v5 breaks many models' regression theme that overlaps with several other reports, even though it is still vague.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44273 is the clearest representative issue: it is specific enough to anchor the import/lazy-loading discussion without overcommitting to a duplicate relationship.", + "best_issue_reason": "issue:45850 is the best global representative because it is the most general summary of the cluster\u2019s recurring v5 breakage pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "One is a specific Qwen3.5 chat crash; the other is a broad complaint about v5 breakage. Not the same bug." + "reason": "Specific Qwen3.5 chat crash vs a vague broad complaint about v5 breaking many models; not the same bug." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:44485", + "right": "issue:46664", "accept": false, - "reason": "Generation cache missing in chunked prefill is unrelated to a typo in cache strategy naming." + "reason": "GLM-5 RoPE implementation discussion vs SmolVLM video-frame semantics; different code paths and symptoms." }, { - "left": "issue:44485", - "right": "issue:46664", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "RoPE implementation discussion and video frame count semantics are unrelated model components." + "reason": "GenerationMixin cache missing in chunked_prefill vs a typo in cache-strategy docs/naming; unrelated." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading/import behavior is unrelated to a TensorFlow backend installation error." + "reason": "Lazy loading malfunction vs TensorBoard-without-TF backend error; no shared underlying failure." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Specific processor save_pretrained file bug vs an uninformative generic bug report; no shared concrete failure." + "reason": "Missing files from processor.save_pretrained vs an unspecified bug report; too generic to be the same issue." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "Both mention Qwen3 variants, but one is a general bug report and the other is a tensor-parallelism metadata issue; not the same bug." + "reason": "Lazy loading bug vs unsafe sys.modules access in modeling_utils; only broad import/loading overlap." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Both are import/lazy-loading adjacent, but one is about lazy loading not working and the other about unsafe sys.modules access; not enough to be the same defect." + "reason": "Qwen3-VL-Moe bug vs missing tensor-parallel plan for Qwen3_5Moe; different model/runtime problems." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA/ReLU discussion is unrelated to a video processor frame-count issue." + "reason": "DSA indexer discussion vs video processor num_frames meaning; unrelated components." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star performance regression and generation cache missing are different code paths and different failures." + "reason": "Import-star/lazy-loading performance issue vs missing GenerationMixin cache during chunked prefill; not the same bug." }, { "left": "issue:44393", - "right": "issue:45071", + "right": "issue:45753", "accept": false, - "reason": "Qwen3-VL bounding-box output issues are unrelated to PretrainedConfig type-checking regressions." + "reason": "2D bounding-box hallucination/error vs infinite loop on a specific image; both Qwen3_5 but different failure modes." }, { "left": "issue:44393", - "right": "issue:45753", + "right": "issue:45071", "accept": false, - "reason": "Same model family, but hallucination/bbox output and infinite loop on a specific image are not clearly the same underlying bug." + "reason": "Model output error vs PretrainedConfig type-checking breakage; unrelated regressions." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env command and checkpoint reload incompatibility are both v5 regressions, but they are distinct code paths." + "reason": "transformers env command broken in v5 vs checkpoint reload incompatibility after upgrade; different commands and failure surfaces." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id in one config is not the same as a broad statement that v5 breaks many models." + "reason": "Llama4Config pad_token_id attribute error vs a broad v5-breakage umbrella; not the same concrete bug." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are upgrade/load compatibility problems, but they concern different models and different loading mechanisms." + "reason": "Checkpoint reload failure after v5.2/v5.3 vs old InternVL2 remote-code/meta-init incompatibility; same upgrade era, different root causes." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig padding-field breakage is a specific config regression, not the same as a broad v5 complaint." + "reason": "StableLmConfig pad_token_idx missing vs generic v5 breakage; too broad to be a duplicate." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategy docs/naming is not the same as a generic v5 breakage report." + "reason": "Cache-strategy typo vs broad v5 regressions; not the same underlying issue." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen3-VL is unrelated to a DeepSeek weight-conversion question." + "reason": "FP8 support request for Qwen3-VL/Qwen3.5 Moe vs a weight-conversion question for deepseekv4; different features and tasks." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Generic v5 model-breakage complaint and a CLI completion attribute error are unrelated." + "reason": "Broad 'v5 breaks too many models' complaint vs a specific CLI incompatibility with huggingface_hub 1.22.0; not the same bug." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad upgrade complaints, but they do not identify the same concrete bug or code path." + "reason": "General import errors after 4.57.0\u21925.5.0 vs a vague broad breakage report; overlapping theme but not one concrete defect." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance and cache-strategy typo are unrelated." + "reason": "TF32 API-settings warning vs cache-strategy typo; unrelated." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Import performance from star imports is not the same as a missing Qwen3_5ForCausalLM module import." + "reason": "sam3_video/sam3_tracker config mismatch vs Liger Kernel not applied with model_init; different model-loading paths." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:41669", + "right": "issue:46218", "accept": false, - "reason": "sam3 model-type mismatch and Liger Kernel application with model_init are separate issues." + "reason": "import-star/lazy-loading performance issue vs could not import Qwen3_5ForCausalLM; one is a systemic import-cost problem, the other a specific module absence." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "The titles are related by theme, but the packet only supports soft similarity; that is not enough to call them the same regression." + "reason": "Import time is slow vs lazy loading not working properly; related area but not the same bug." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "A missing seed in integration tests is unrelated to scheduler kwarg handling." + "reason": "Missing set_seed in SAM HQ tests vs inverse_sqrt scheduler ignoring kwargs; different subsystems and symptoms." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env CLI and inverse_sqrt scheduler kwargs are unrelated issues." + "reason": "Broken env command vs scheduler kwargs being dropped; no shared code-path." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2.0 support and Qwen3-VL bbox output are different model bugs." + "reason": "Flash Attention 2.0 unsupported in NemotronH vs Qwen3-VL bbox hallucination; unrelated model issues." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version support regression and Qwen3-VL bbox output are unrelated." + "reason": "Python version compatibility problem vs Qwen3-VL bounding-box output error; different failure class." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer access bug is not the same as a generic bug report." + "reason": "position_ids buffer access error vs generic bug report placeholder; no basis for duplication." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + "reason": "Scheduler kwargs handling vs PretrainedConfig type-checking breakage; unrelated." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is not the same as a generic bug report." + "reason": "tokenizer_class mismatch on save_pretrained vs generic bug report; too little overlap." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache strategy typo and SequenceFeatureExtractor.pad performance are unrelated." + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance issue; completely different areas." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "Import performance regression and missing HybridCache symbol are different import problems." + "reason": "AutoProcessor kwargs not forwarded to cached_file vs scheduler kwargs ignored; both kwargs-related but different components and bugs." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "Passing kwargs to cached_file and scheduler kwargs are separate code paths." + "reason": "Import-star usage performance issue vs cannot import HybridCache; different import failures." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import performance regression and a testing_utils bug are unrelated." + "reason": "Import-star performance problem vs a bug in testing_utils.py; no shared root cause." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python support regression and missing Qwen3_5ForCausalLM import are not the same defect." + "reason": "Python 3.9/3.10 compatibility breakage vs missing Qwen3_5ForCausalLM import; unrelated." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy and tied-weight-key AttributeError are unrelated." + "reason": "patchtsmixer post_init policy change vs _get_tied_weight_keys AttributeError; different code paths." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward args and tokenizer-loading regression are different issues." + "reason": "Documentation confusion about inputs/cache vs tokenizer loading regression; unrelated user-facing problems." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env CLI and lazy loading/import behavior are related only at a very broad level, not the same bug." + "reason": "Broken env command vs lazy loading not working properly; only a generic v5 regression theme overlaps." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application and flash_attention_3 training degeneration are unrelated." + "reason": "Liger Kernel application with model_init vs flash_attention_3 training degeneration; different mechanisms and symptoms." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, but it is a bit too assertive about the only accepted soft edge. From the packet, issue:44246 ('import transformers takes long sometimes') and issue:44273 ('Lazy loading is not working properly') are related, but the evidence shown here is only title-level soft similarity, so calling them the same regression is stronger than warranted. The rest of the negative verdicts look conservative, but this one acceptance is not sufficiently supported." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -18916,8 +18878,8 @@ "issue:44261|issue:45468", "issue:43298|issue:46095", "issue:43519|issue:43704", - "issue:44351|issue:46218", "issue:43352|issue:46218", + "issue:44351|issue:46218", "issue:42913|issue:43066", "issue:44861|issue:47059", "issue:28348|issue:45250", @@ -18938,154 +18900,154 @@ "issue:44230|issue:45310", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "ef137c778dc7042f7b6df0fadd428212ec869c96342b45ff68601ccedccd25bc", + "prepared_review_unit_hash": "34f4352037576005fd5a9a527c6fa47c8e65011ccf286c5068d654f4d80058b8", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 43, - "serialized_chars": 39136, - "estimated_input_tokens": 9784, - "estimated_eval_tokens": 19824 + "serialized_chars": 39143, + "estimated_input_tokens": 9786, + "estimated_eval_tokens": 19828 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated issues across model bugs, import regressions, docs, feature requests, and performance problems. I found no soft pair that looks like the same underlying bug/change, so all candidate duplicate edges are rejected.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical duplicate exists in this group; if a single representative is needed, issue 43519 is the most concrete and specific bug report.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues, with only broad theme overlap around v5 regressions, loading/import problems, and model-specific support gaps. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates. The broadest umbrella-style issue is the best representative.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45850 is the broadest umbrella-style report here; it captures the general 'v5 breaks many models' regression theme that several other issues vaguely resemble, even though it is not a true duplicate of them.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43519 is a good representative only because it is a clearly scoped, reproducible model bug; however, the rest of the items are not true duplicates of it.", + "best_issue_reason": "issue:45850 is the best cluster representative because its scope is widest and it sits closest to the recurring v5 regression/loading breakage pattern in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Different processor bugs: timestamp calculation in Qwen3VL vs padding calculation in SmolVLM video processing." + "reason": "Both are processor-related bugs, but one is Qwen3VL timestamp calculation and the other is SmolVLM video padding; different code paths and different failure modes." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "Different code paths and models; one is a DSA indexer/ReLU concern, the other is Gemma-4 audio positional encoding config." + "reason": "Unrelated subsystems: DSA indexer/ReLU vs Gemma-4 audio positional encoding. No shared concrete bug." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated bugs." + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated issues." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug-report title vs a specific Qwen3.5 MoE from_pretrained error; not enough to be the same defect." + "reason": "'Bug report' is too generic to tie to the Qwen3.5 MoE from_pretrained error; no evidence they describe the same defect." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Processor timestamp math and GLM-5 RoPE implementation are different subsystems." + "reason": "Qwen3VL timestamp math and GLM-5 RoPE implementation are different model-specific bugs." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Audio positional encoding precision issue vs CohereASR training-loss double-shift bug." + "reason": "Gemma-4 audio positional encoding and CohereASR training-loss shifting are separate model/training problems." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken transformers env CLI and missing Qwen3_5ForCausalLM import are different failures." + "reason": "Broken `transformers env` command and Qwen3_5 import failure are unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects is not the same as the _tied_weights_keys list AttributeError." + "reason": "Both involve saving-related code paths, but one is pipeline save_pretrained and the other is tied-weight key handling; not the same bug." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp bug vs scheduler kwargs bug; no shared code path." + "reason": "Timestamp calculation in a processor vs scheduler kwargs handling are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/performance issue and VRAM leak in multi-threaded Qwen3ForCausalLM are unrelated." + "reason": "Import-star cleanup and VRAM leak in Qwen3ForCausalLM are completely different issues." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about forward inputs is unrelated to a Llama 3.2 model-loading regression." + "reason": "Documentation confusion in forward signatures vs a model-loading regression for Llama 3.2 Vision are different problems." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model-specific math issues: RoPE implementation vs audio positional encoding epsilon/config." + "reason": "Both are model-architecture topics, but GLM-5 RoPE and Gemma-4 audio positional encoding are not the same bug." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE are different problems." + "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Shared-expert gating bug is not the same as the comb.to(...).transpose(...) issue." + "reason": "Both are DeepSeek-V4, but one is gating/shared-expert behavior and the other is a tensor transpose/dtype bug; not the same fix." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Unexpected network calls with local_files_only and a Qwen3VL timestamp bug are unrelated." + "reason": "Local-files-only network leakage and Qwen3VL timestamp calculation are unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance and a VRAM leak are different concerns." + "reason": "TF32 configuration guidance and a VRAM leak bug do not describe the same issue." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad v5 breakage report is not the same as a specific missing Qwen3_5ForCausalLM import." + "reason": "A broad v5 breakage complaint is not the same concrete bug as a Qwen3_5 import failure." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation bug and missing files from processor.save_pretrained are different defects." + "reason": "Processor timestamp math and processor.save_pretrained file omission are different processor bugs." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return behavior in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a different precision/config issue than Gemma-4 audio positional encoding." + "reason": "Missing `rms_norm_eps` in MLA q_a_layernorm is a separate precision/config bug, not the same as Gemma-4 audio positional encoding." }, { "left": "issue:43298", @@ -19097,103 +19059,121 @@ "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp bug and multi-dataloader-thread VRAM leak are different code paths." + "reason": "Different models and different failure modes: timestamp calculation vs VRAM leak." }, { - "left": "issue:44351", + "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different root causes." + "reason": "Flash Attention 2.0 support for NemotronHForCausalLM and Qwen3_5 import failure are unrelated." }, { - "left": "issue:43352", + "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 support for NemotronHForCausalLM is unrelated to a Qwen3_5 import failure." + "reason": "Both are import failures, but for different symbols/modules and likely different root causes." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5, but one is a broad behavior regression and the other is a decoder-type bug; not the same concrete issue." + "reason": "Both concern tokenizer v5 behavior, but one is generic behavior drift while the other is a specific decoder-type issue; not enough to treat as the same bug." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "_get_tied_weight_keys AttributeError and a CLI completion attribute error are unrelated." + "reason": "Tied-weight-key AttributeError and a cli completion error from huggingface_hub are unrelated." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Specific GPT2 Flash Attention 2.0 support request is not the same as a generic Flash Attention 2.0 issue." + "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel-specific support and the other is a generic title with no evidence it targets the same model or code path." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug vs unrelated low-signal title; no duplicate evidence." + "reason": "Scheduler kwargs handling and an unrelated 'Unemployment' report do not match." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A typo in cache strategies is unrelated to the other issue." + "reason": "A typo in cache strategies is unrelated to the generic non-technical issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Unemployment is clearly unrelated to a broad v5 compatibility complaint." + "reason": "Generic placeholder report vs broad v5 regression complaint; no duplicate evidence." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions assignment bug is unrelated to the other item." + "reason": "CLIPOutput attentions regression is unrelated to the generic placeholder issue." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and a layer_type_validation import error are different problems." + "reason": "Slow checkpoint loading and an ImportError for `layer_type_validation` are different failure types." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig and a tied-weight-key crash are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and missing processor save files are different issues." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2.0-related, but they target different models and appear to be separate support requests." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() UnboundLocalError is unrelated to slow checkpoint loading." + "reason": "BART generate() decoder mask bug and slow from_pretrained checkpoint loading are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow job state reporting and slow from_pretrained loading are different issues." + "reason": "MLFlow reporting on failed training and slow checkpoint loading are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading slowness and tensor parallel training bug are unrelated." + "reason": "Slow loading and tensor-parallel training bug are different problem areas." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "from_pretrained performance and forward() documentation confusion are not the same bug." + "reason": "Performance complaint during from_pretrained and documentation confusion in forward signatures are not the same bug." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are different concerns." + "reason": "FP8 support request and a Qwen3.5 MoE from_pretrained error are related by model family only, not by the same code-path failure." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support and FP8 inference support are distinct feature requests." + "reason": "Continuous batching for audio models and Qwen fp8 inference support are different topics." } ] }, @@ -19241,20 +19221,20 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "ebc33459d9327582d2da1be79a361e918051d086c944f76de04de060cb4ff2bd", + "prepared_review_unit_hash": "2e35ae47cf0fe606a5fbfd2f1d4564a23014f23c4abb2f72bef67149c4623345", "component_budget": { "node_count": 510, "item_count": 510, "soft_pair_count": 1874, - "serialized_chars": 972537, - "estimated_input_tokens": 243135, - "estimated_eval_tokens": 486526 + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 12, - "serialized_chars": 8612, + "serialized_chars": 8610, "estimated_input_tokens": 2153, "estimated_eval_tokens": 4562 }, @@ -19263,84 +19243,84 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated, spanning model-specific bugs, config/type-hint problems, tokenizer warnings, quantization typos, and attention/loss wiring. No soft-edge pair looks like the same underlying bug, so none should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue exists because the items describe distinct problems in different models and subsystems.", + "summary": "The items are all closed/open issue reports, but they describe distinct bugs across unrelated models and subsystems. None of the soft pairs look like true duplicates or the same underlying change.", + "confidence": 0.39, + "canonical_issue_reason": "issue:42936 is the most concrete, code-path-specific bug report in the set: a specific model behavior issue with a clear expected-vs-actual failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46144 is the most concrete and currently active report, with a specific code-path and some inbound attention; the others are either closed or more narrowly phrased.", + "best_issue_reason": "issue:42936 is also the best representative issue overall because it is specific, actionable, and easy to triage, unlike the more generic or broad reports in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Different bugs: Mamba/Mamba-2 init_weights behavior vs RoFormer attention not using the attention interface." + "reason": "Different subsystems and failure modes: Mamba/Mamba-2 weight initialization vs RoFormer attention interface usage." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Unrelated model issues: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." + "reason": "Unrelated model bugs: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Different scope: ModernBERT config type hint vs tokenizer regex warning after 4.57.3." + "reason": "One is a type-hint/config schema problem, the other is a tokenizer regex warning regression; not the same bug." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Different failure modes: Mask2Former ignore_value unused vs kwargs not forwarded to loss calculation." + "reason": "Mask2Former ignore_value handling and loss-function kwargs propagation are different code paths and different fixes." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-kwargs forwarding bug is unrelated to RoFormer attention-interface usage." + "reason": "Loss kwargs forwarding is unrelated to RoFormer attention interface implementation." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value handling and tokenizer regex warnings are not the same code-path." + "reason": "Different domains and symptoms: model label ignore handling vs tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different models and subsystems; no shared underlying bug." + "reason": "Different model components and no shared concrete bug; not mergeable as one change." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former loss/ignore_value issue is unrelated to the quantization typo in a conversion string." + "reason": "A model behavior bug and a typo in a quantization attribute name are not the same underlying issue." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A config type-hint mistake is not the same as a typo in a quantization operation attribute." + "reason": "Type-hint mismatch in config vs a literal typo in quantization code; unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs to loss calculation is unrelated to the ModernBERT norm_eps annotation issue." + "reason": "Loss kwarg forwarding and incorrect type hints do not share a code path or fix." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "RMS norm question for Llama4TextL2Norm is a model implementation concern, not a ModernBERT type-hint bug." + "reason": "Llama4 normalization behavior vs ModernBERT config typing are different kinds of issues." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value behavior and ModernBERT norm_eps typing are different bugs." + "reason": "Mask2Former ignore_value usage and ModernBERT norm_eps typing are unrelated bugs." } ] }, @@ -19373,12 +19353,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "3fe01635a43c12b39739e89d2d7b114d522f5e9e15b8ec37ef26cf72c5275e36", + "prepared_review_unit_hash": "5dbdde9269109e3833d75579e1391568cd663815a210ba345e49459bd2cc6ac9", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, + "serialized_chars": 2875, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -19386,7 +19366,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, + "serialized_chars": 2875, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -19395,30 +19375,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates: one requests a new truncation direction option, one asks for ReduceLROnPlateau-like scheduler behavior, and one asks for word time offsets in Wav2Vec2. The cluster appears to be a loose similarity match rather than the same underlying bug or feature.", - "confidence": 0.98, - "canonical_issue_reason": "issue:10519 is the most concrete and self-contained request, with a clearly defined API change and scope. The other two issues concern unrelated functionality.", + "summary": "These are not duplicates: the three issues discuss unrelated features (token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word offsets). The soft similarity appears to be lexical only, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 10519 is the most specific and self-contained of the set, but it is not a true canonical for the cluster because the other issues are about different problems entirely.", "canonical_pr_reason": null, - "best_issue_reason": "issue:10519 is the strongest representative because it describes a specific, actionable feature request with a clear expected behavior. The other issues are broader and unrelated in topic.", + "best_issue_reason": "10519 is the clearest representative only in the sense of being the most concrete request; however, there is no valid duplicate cluster here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different feature areas: truncation behavior for tokenization vs. Wav2Vec2 word boundary timing. No shared code-path or same underlying bug." + "reason": "Different topics: truncation-from-beginning behavior for tokenization vs. time offsets in Wav2Vec2. No shared underlying bug or change." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated requests: truncation-from-beginning option vs. learning-rate scheduler functionality. They do not describe the same change." + "reason": "Completely unrelated features: token truncation direction vs. ReduceLROnPlateau-like learning-rate scheduling." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Different models and features: ReduceLROnPlateau-like scheduling vs. extracting time offsets from Wav2Vec2. Only superficial topical similarity." + "reason": "No common code-path problem: optimizer scheduling request vs. extracting word start/end timestamps from Wav2Vec2." } ] }, @@ -19450,12 +19430,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "3c470b899234fdeecc28df0c026db395d485f632351a5171015a5f2cf4b31f06", + "prepared_review_unit_hash": "f12f8e265c6355b95e07ee062169e079dcdfc07e264eb73184beb14d33e8a629", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19463,7 +19443,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19472,24 +19452,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two of the issues are about model loading, but only one is even loosely related; the Tapas tokenization report is unrelated. I would not merge any of the soft pairs.", - "confidence": 0.46, - "canonical_issue_reason": "Issue 16618 is the best representative because it is the broadest model-loading failure in the set and has the most discussion activity; 15980 is a narrower auth/error-message case and 13244 is unrelated tokenization behavior.", + "summary": "These issues do not look like one duplicate cluster: one is about Tapas tokenization, one about private-model auth/error messaging, and one about a generic BERT loading failure. The shared similarity is only very broad Hugging Face model-related behavior.", + "confidence": 0.89, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "16618 is the most suitable cluster anchor since its title reflects the general user-facing failure mode the cluster most resembles, even though the other issues are not true duplicates.", + "best_issue_reason": "Issue 16618 is the broadest standalone report and the most plausible anchor for this cluster, but it still does not match the other two as the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problem area entirely: Tapas tokenization vs a model-loading failure. No evidence they share the same underlying bug." + "reason": "Tapas tokenization mismatch vs. generic 'can't load the model' failure for bert-base-uncased are different code paths and symptoms." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both mention loading/download errors, but 15980 is specifically about the auth/error message for private models while 16618 is about failing to load bert-base-uncased. Too vague to treat as the same bug." + "reason": "Private-model download/auth error messaging is a different root cause from a public model loading failure; they would not be merged as the same bug." } ] }, @@ -19519,12 +19499,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "a72eb33731afad667fa2a85e8ffb6589fcc258bd85976d12ce039b739680346e", + "prepared_review_unit_hash": "fb86d138e768e0669c17bee5257d1b41ce55b4588dc8bb748fb23a742c79e119", "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 }, @@ -19532,7 +19512,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -19541,18 +19521,18 @@ "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 target different features and different implementation paths.", - "confidence": 0.99, - "canonical_issue_reason": "No canonical issue; the two issues describe distinct feature requests rather than the same underlying change.", + "summary": "These are two unrelated community contribution requests: one for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They share a broad theme of expanding architecture coverage, but not the same underlying feature or code path.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for this cluster, since the items are unrelated enhancements and neither subsumes the other.", + "best_issue_reason": "No single canonical issue fits this cluster; the issues request different features and should remain separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different support requests (Flash Attention 2 vs GGUF) with no shared bug/change target." + "reason": "Different feature areas (Flash Attention 2 vs GGUF) and different implementation targets; only a broad thematic similarity, not the same underlying request." } ] }, @@ -19617,214 +19597,214 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "7c226aa65190e4f75c164929bf7e210e2c002162d83ffe10fd212037de188d7a", + "prepared_review_unit_hash": "cb9374450e965d8d05e4fabc6c700dc0e4c15b2c4c15a046e8959f9c374c0f52", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15982, - "estimated_input_tokens": 3996, - "estimated_eval_tokens": 8248 + "serialized_chars": 15976, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15982, - "estimated_input_tokens": 3996, - "estimated_eval_tokens": 8248 + "serialized_chars": 15976, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly repetitive i18n docs-translation issues. The only clear duplicates are the identical placeholder-template issues and the exact Thai-title pair; the language-specific requests themselves should stay separate.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43834 is the best duplicate anchor: it has the generic template title shared by the closest matching items and represents the repeated placeholder-style issue most centrally.", + "summary": "The cluster is mostly a mix of language-specific doc-translation requests that are not true duplicates. The only clear duplicate groups are the three identical placeholder issues titled '[i18n-] Translating docs to ' and the two identical Thai-titled issues. All other soft-similarity pairs should be rejected as related-but-distinct translation requests.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43834 is the earliest and cleanest representative of the repeated placeholder issue template; 44365 and 44370 appear to be the same exact issue text. It is the best issue anchor for the duplicate subgroup, though not for the whole mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the strongest global issue representative because it sits at the center of the near-identical template duplicates; the other language-specific issues are not the same underlying request.", + "best_issue_reason": "43834 is the best issue candidate because it anchors the exact duplicate placeholder subgroup and is the earliest of that set. The broader cluster is heterogeneous, so its suitability is limited outside that subgroup.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different target language request (Turkish vs. placeholder template); similar docs-i18n wording is not enough to make them the same issue." + "reason": "Different concrete translation targets (Turkish vs generic placeholder); similar template, but not the same underlying issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different target language request; these appear to be separate translation topics, not the same bug/change." + "reason": "Turkish-specific request vs generic placeholder issue; same theme, not a duplicate." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish translation request vs. generic placeholder template issue; not the same underlying request." + "reason": "Different language-specific request versus placeholder template; not the same issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different language request (Turkish vs Romanian); similar category only, not a duplicate." + "reason": "Turkish and Romanian translation requests are separate work items, not duplicates." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different language request (Turkish vs Spanish); not the same issue." + "reason": "Turkish and Spanish translation requests are distinct issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request is distinct from the generic placeholder-template issue." + "reason": "Spanish translation request is distinct from the generic placeholder issue text." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish request vs generic placeholder template; similar subsystem but not the same underlying issue." + "reason": "Spanish-specific request versus generic placeholder; not the same underlying issue." }, { "left": "issue:28936", - "right": "issue:38435", + "right": "issue:44370", "accept": false, - "reason": "Spanish vs Romanian translation requests are separate, even if the issue template is similar." + "reason": "Spanish-specific request versus generic placeholder; not a duplicate." }, { "left": "issue:28936", - "right": "issue:44370", + "right": "issue:38435", "accept": false, - "reason": "Different language request; template similarity alone is not enough." + "reason": "Spanish and Romanian translation requests are separate issues." }, { "left": "issue:38435", - "right": "issue:44370", + "right": "issue:43834", "accept": false, - "reason": "Romanian translation issue is not the same as the placeholder-template report." + "reason": "Romanian translation request is distinct from the generic placeholder issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Different underlying language request; only the template wording overlaps." + "reason": "Romanian-specific request versus generic placeholder; only superficially similar." }, { "left": "issue:38435", - "right": "issue:43834", + "right": "issue:44370", "accept": false, - "reason": "Romanian request vs generic placeholder issue; not a duplicate." + "reason": "Romanian-specific request versus generic placeholder; not the same issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different title and likely different report; shared i18n flavor is insufficient." + "reason": "Romanian translation request is unrelated to the Thai-titled issue." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different title and different request; not the same issue." + "reason": "Romanian translation request is unrelated to the Thai-titled issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Both have the same generic placeholder title and look like the same template-based duplicate report." + "reason": "Both have the same placeholder title and appear to be exact duplicates of the same issue template." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same placeholder title and nearly identical content; these are the same underlying issue." + "reason": "Identical placeholder translation issue; same underlying item." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "The titles differ substantially; similar body template is not enough to merge them." + "reason": "Generic placeholder issue versus a different Thai-titled issue; not the same content." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different titles and different apparent issue text; not clearly the same report." + "reason": "Generic placeholder issue versus a different Thai-titled issue; not duplicates." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Unrelated Thai title; despite body similarity, the issue content does not match closely enough." + "reason": "Placeholder translation issue and Thai-titled issue are not the same request." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Exact same generic placeholder title and near-identical content; clear duplicate." + "reason": "Exact same placeholder title/body pattern; clear duplicate pair." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different titles and different apparent requests; do not appear to be the same issue." + "reason": "Different issue text and different apparent request; not a duplicate." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different title and likely different underlying request; reject duplicate merge." + "reason": "Different issue text and different apparent request; not a duplicate." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Title/content mismatch is too large for a duplicate call." + "reason": "Placeholder translation issue and Thai-titled issue are not the same underlying report." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Placeholder-template title vs. unrelated Thai title; not the same underlying issue." + "reason": "Generic placeholder issue versus a different Thai-titled issue; reject." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different title and different apparent request; only the template body is similar." + "reason": "Generic placeholder issue versus a different Thai-titled issue; reject." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Unrelated title and insufficient evidence of the same issue." + "reason": "Different titles and likely different requests; not duplicates." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "These are exact title/body duplicates and look like the same issue submitted twice." + "reason": "These are identical Thai-titled issues with the same apparent content; clear duplicate." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Different titles; similar body text alone does not make them the same issue." + "reason": "Thai-titled issues appear to be different requests, despite surface similarity." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different titles and no strong evidence they are the same underlying report." + "reason": "Thai-titled issues are not the same underlying request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is grounded in the packet: the identical placeholder-title issues and the identical Thai-title pair are the only clearly duplicate-looking groups, while the Turkish/Spanish/Romanian requests are conservatively kept separate. The soft-edge accepts are supported by identical titles plus very high similarity, and the rejects do not overclaim on weaker, language-specific overlaps." + "feedback": "The summary is well grounded in the packet and the soft-edge decisions are conservative overall. The duplicate subgroup calls are supported by identical titles and very high similarity, and the non-duplicate translation requests are appropriately rejected as related-but-distinct. One small caution: phrases like \"exact duplicates\" are a bit stronger than the packet strictly proves, since body text is not shown, but the overall assessment stays within reasonable bounds." }, "evaluator_used": true, "retried": false, @@ -19917,304 +19897,304 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "8baf21218bfbf729e35cc6ea38db302fd5811e7695fadcb173c6c4ca36027996", + "prepared_review_unit_hash": "4d28afd2f74d7b840ec1d04fff1c00105d77a922bf90504907454bbb3d70150b", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28619, - "estimated_input_tokens": 7155, - "estimated_eval_tokens": 14566 + "serialized_chars": 28609, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 }, "budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28619, - "estimated_input_tokens": 7155, - "estimated_eval_tokens": 14566 + "serialized_chars": 28609, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a loose cluster of model-addition/request issues, not a duplicate set. The titles are superficially similar, but they refer to different models, modalities, or architectural features. I\u2019d use issue 46133 as the best anchor because it has the strongest discussion signal and a concrete, well-scoped request.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 46133 is the most active, concrete open model-request in the set, so it\u2019s the best anchor for the cluster even though it is not a duplicate of the others.", + "summary": "No duplicate cluster emerges here: the items are mostly distinct model-request issues, and the apparent overlap is template-level similarity (e.g., \u201cAdd X model\u201d). All soft edges are rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: these are separate feature requests for different models/families and different capabilities, not the same underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46133 has the richest discussion and a clearly defined request (TIPSv2), making it the most representative issue here.", + "best_issue_reason": "No global best issue for consolidation; any one issue would be arbitrary because the cluster is heterogeneous.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "Related keypoint matcher topics, but RoMa and LoMa are different models; not the same underlying request." + "reason": "RoMa vs LoMa are different keypoint systems; this is only surface-level similarity." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Different domains and models: keypoint matching vs MiniCPM3 architecture support." + "reason": "Different domains/models: RoMa keypoint matcher vs MiniCPM3 architecture request." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Both are model requests, but EuroBert and DEIMv2 are unrelated models." + "reason": "EuroBert config and DEIMv2 are unrelated model additions." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "Different model families and modalities; EuroBert config vs Qwen3-TTS support." + "reason": "EuroBert config vs Qwen3-TTS support are different model families and tasks." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different models and tasks: EuroBert vs RF-DETR." + "reason": "EuroBert config and RF-DETR model are unrelated additions." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "Unrelated requests; EuroBert is not the same as XiaoMi MiMo." + "reason": "EuroBert config and this issue are not the same model/change." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "Different object-detection models; RF-DETR and DEIMv2 are not duplicates." + "reason": "RF-DETR and DEIMv2 are different detection models, not duplicates." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Different model families and modalities; RF-DETR vs LFM2.5 Audio." + "reason": "RF-DETR and LFM2.5 Audio 1.5B are unrelated model requests." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Different architecture types; RF-DETR is not the same as the weight-sparse transformer request." + "reason": "RF-DETR and weight-sparse transformer requests are different architectures/tasks." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "Different tasks and models; RF-DETR is unrelated to Qwen3-ASR." + "reason": "RF-DETR and Qwen3-ASR are different models and modalities." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "Different modalities and models; RF-DETR is not Qwen3-TTS." + "reason": "RF-DETR and Qwen3-TTS are unrelated feature requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + "reason": "NeoBERT and Qwen3-ASR are distinct model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "Different model types; NeoBERT vs weight-sparse transformer." + "reason": "NeoBERT and the sparse-transformer request are different model changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different model requests." + "reason": "NeoBERT and LFM2.5 Audio 1.5B are unrelated." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "Different models and use cases; RF-DETR vs NeoBERT." + "reason": "RF-DETR and NeoBERT are different model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "Different model families; NeoBERT is not ModernVBERT." + "reason": "NeoBERT and ModernVBERT models are different requests." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture and Qwen3-ASR support are unrelated." + "reason": "MiniCPM3 architecture and Qwen3-ASR support are not the same change." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture vs sparse-transformer request; not the same change." + "reason": "MiniCPM3 architecture and sparse-transformer support are unrelated." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different models." + "reason": "MiniCPM3 architecture and ModernVBERT models are different additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "Different audio/text model support requests; MiniCPM3 vs Voxtral TTS." + "reason": "MiniCPM3 architecture and Voxtral TTS support are different model requests." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different models and modalities." + "reason": "DEIMv2 and Qwen3-TTS are different model families and tasks." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR are unrelated requests." + "reason": "ModernVBERT and Qwen3-ASR are unrelated model requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "Different model families; ModernVBERT is not Qwen3-TTS." + "reason": "ModernVBERT and Qwen3-TTS are not the same feature." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT and XiaoMi MiMo are distinct model requests." + "reason": "ModernVBERT models and Mirko Privitera are unrelated." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "Broad BERT/RoPE discussion vs a specific TTS model support request; not the same change." + "reason": "BERT-like RoPE models and Voxtral TTS support are different requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models vs generic BERT-like RoPE support are different requests." + "reason": "ModernVBERT models vs BERT-like models with RoPE is only broad thematic overlap." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like models with RoPE and XiaoMi MiMo are not duplicates." + "reason": "BERT-like RoPE models and Mirko Privitera are unrelated." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT/RoPE architecture request vs an unrelated user-name issue." + "reason": "BERT-like RoPE models and this issue are not the same underlying change." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." + "reason": "Mirko Privitera is unrelated to SAM3-LiteText." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "Different model families and modalities; MiMo vs Qwen3-TTS." + "reason": "Mirko Privitera is unrelated to Qwen3-TTS support." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "XiaoMi MiMo and DeepSeek-OCR2 are unrelated model requests." + "reason": "Mirko Privitera is unrelated to DeepSeek-OCR2." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "Not a technical duplicate; one is a model request, the other is a person-name issue." + "reason": "Mirko Privitera is unrelated to the other issue." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Related Qwen3 items, but TTS and ASR are different support requests." + "reason": "Qwen3-TTS and Qwen3-ASR are same family but different modalities and code paths." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Both audio-oriented, but Qwen3-TTS and Voxtral TTS are different models and likely separate changes." + "reason": "Qwen3-TTS support and Voxtral TTS support are different model integrations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Different model families; Qwen3-TTS is not the sparse-transformer request." + "reason": "Qwen3-TTS support and sparse-transformer request are different changes." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "ASR support and LFM2.5 Audio are different model additions." + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model requests." + "reason": "Qwen3-ASR and EUPE are different model families and tasks." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Different tasks and architectures; Qwen3-ASR vs sparse-transformer." + "reason": "Qwen3-ASR support and sparse-transformer support are not the same bug/change." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Both speech-related, but Qwen3-ASR and Voxtral TTS are different models and changes." + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model support requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated requests." + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR support and DeepSeek-OCR2 are different model requests." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different model papers/architectures, not duplicates." + "reason": "EUPE and TIPSv2 are different vision-language model proposals, not duplicates." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models is unrelated to the person-name issue." + "reason": "ModernVBERT models and the other issue are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support is unrelated to the person-name issue." + "reason": "Voxtral TTS support and the other issue are unrelated." } ] }, @@ -20244,12 +20224,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "d1221c607dc11eef332445d9f06cdb0099cd48aaa05314300143eaef55d8b448", + "prepared_review_unit_hash": "1591202a77a0759594d3f2c1df0e397f27f8a46bb6232858daf4589dd198af4f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -20257,7 +20237,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -20266,18 +20246,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a docs request for adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. There is no duplicate or same-underlying-bug signal here.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the issues cover different topics, with no shared scope or target.", + "summary": "The two issues are not duplicates: one is a closed documentation request about adding Pruna as an optimization framework, while the other is an open technical issue about a Vision RoPE refactor. They do not describe the same underlying problem or change.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 46443 is the better canonical representative because it is the substantive open engineering task; issue 38740 is a separate closed docs request and not part of the same topic.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for a duplicate cluster; if forced, #46443 is the more substantive code issue, but it does not match #38740.", + "best_issue_reason": "Issue 46443 is the best issue in the cluster because it reflects the actual code-level work, whereas 38740 is unrelated documentation content.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different domains and intents: docs/optimization-framework request versus vision model RoPE refactor. No evidence they describe the same underlying issue." + "reason": "Reject: these are unrelated artifacts. 38740 is a docs/optimization-framework request, while 46443 is a Vision RoPE refactor; they do not target the same bug or change." } ] }, @@ -20307,12 +20287,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "8d398774308517a756197d0adb6b7dd792d87be78617ac97927ca0c73e2e47cf", + "prepared_review_unit_hash": "9c007689bd8276cfc655d39d0b989ca19e95788085d81c776d96388418d3cf65", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20320,7 +20300,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -20329,8 +20309,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different concerns: block decoding versus model support. They do not look like duplicates or parts of the same underlying bug/change.", - "confidence": 0.97, + "summary": "The two issues are unrelated: one is about block decoding behavior, the other is about DeepSeek v3.2 model support. No duplicate/canonical grouping is justified.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -20340,7 +20320,7 @@ "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Titles and context are unrelated: one requests Set Block Decoding, the other requests DeepSeek v3.2 support. No shared code path or concrete duplicate signal." + "reason": "Different topics and expected fixes: block decoding vs model compatibility support. They do not describe the same underlying bug or change." } ] }, @@ -20370,30 +20350,30 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "6c81dc9b393f4eca26af46a3ff30baa199b58aeb1a4db83f6095fa10fd3b9c28", + "prepared_review_unit_hash": "5f6429c9232395138fb5c03d3d5f9f5ae2e8ad5f6772920b068bcb11514b75cb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "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": "The two issues are both about model efficiency, but they describe different features in different code paths: FLCE/TiledFusedLogitsLoss support in `from_pretrained()` versus integrating TiledMLP for lower memory use. They do not appear to be duplicates.", - "confidence": 0.96, + "summary": "These two issues are about different model components and different requests: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy, the other asks for integrating TiledMLP to reduce memory usage. They do not describe the same underlying bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -20403,7 +20383,7 @@ "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different requested changes and targets: one is a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, the other is adding TiledMLP for memory reduction. Shared optimization theme is too broad to treat as the same underlying issue." + "reason": "Different features in different code paths: logits-loss flag in `from_pretrained()` vs TiledMLP memory-footprint integration. Shared theme of model efficiency is too broad to treat as the same issue." } ] }, @@ -20433,7 +20413,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "e7caec58cd36a94f68b60faf9ebc6b15e18d52bca1fae6cd7b079f1f88e455c6", + "prepared_review_unit_hash": "8e12d06ffe06ff82863062ec36243c56b17e55d309cd4338ae30814439622ac9", "component_budget": { "node_count": 2, "item_count": 2, @@ -20455,18 +20435,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related only at a broad theme level (custom trainers in Trainer), but they describe different behaviors and fixes: one concerns `remove_unused_column` customizability, the other concerns FLOPs estimation for custom trainers. They should not be deduplicated.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43598 is the more concrete Trainer behavior report, but it is not a duplicate of issue:43600; the two issues target different code paths and user-visible problems.", + "summary": "Two closed issues are related only loosely through Trainer/custom trainer wording, but they describe different problems: unused-column handling vs FLOPS estimation. They should not be deduplicated.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #43598 is the more concrete, user-facing Trainer behavior change request and is a better representative of the cluster than the FLOPS-estimation question.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43598 is slightly better as a representative issue for the cluster because it is more specific and action-oriented, but it still does not subsume the FLOPs-estimation problem in issue:43600.", + "best_issue_reason": "#43598 is the clearest and most actionable issue in the set; it targets a specific Trainer customizability behavior rather than a broader instrumentation concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Both mention custom trainers, but one is about `remove_unused_column` behavior in `Trainer` while the other is about FLOPs estimation. Different symptoms, different fixes, so they are not the same underlying bug." + "reason": "Not the same underlying bug: #43598 is about `remove_unused_column` behavior in Trainer, while #43600 is about accounting for custom trainers in FLOPS estimation. Shared Trainer/custom-trainer language is too broad to treat as a duplicate." } ] }, @@ -20496,7 +20476,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "d6d32d67f5c156dad45907aeaaa847dd1a0657439368083d4ac72f36f5e98059", + "prepared_review_unit_hash": "e0c898edc7212dba841657e1e7525f18f4fb309e0fd8b46997aa1e8cb426202b", "component_budget": { "node_count": 2, "item_count": 2, @@ -20518,18 +20498,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very high level (missing AutoModel support), but they target different Qwen model families and different auto classes, so they are not duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "Issue #43684 is the broader and more central request: it asks for Qwen3-Omni registration in AutoModel and AutoModelForConditionalGeneration, making it the better representative of the cluster.", + "summary": "These are related only at a very high level (both ask for model/class registration support), but they target different Qwen variants and different AutoModel entry points, so they are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43684 is broader and more foundational: it requests Qwen3-Omni registration for AutoModel and AutoModelForConditionalGeneration, which is a core model-registration gap rather than a narrower task-head support request.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the best issue to keep as the representative item, but it is not a duplicate of #44405 because the model family and requested auto-class support differ.", + "best_issue_reason": "#43684 is the better canonical issue because it captures the larger underlying registration problem and is more likely to subsume related follow-up support requests than the narrower Qwen3.5 sequence-classification issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families (Qwen3-Omni vs Qwen3.5/Qwen3_5Config) and different requested auto classes (generation/model registration vs sequence classification support); too semantically distinct to be duplicates." + "reason": "Different underlying requests: Qwen3-Omni base/conditional-generation registration vs Qwen3.5 sequence-classification support. Same ecosystem, but not the same bug or change." } ] }, @@ -20566,7 +20546,7 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "5c92c57b697b0b7a2af91952ce3ac1a77d5ab15c96b98f5176fbeffa7a934274", + "prepared_review_unit_hash": "6273b0e7cadbad40bf3f591f2d120fb7d09a07e4f43a076f2390557d9f4d0f54", "component_budget": { "node_count": 4, "item_count": 4, @@ -20588,55 +20568,58 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a low-signal cluster of near-empty issues: three share the exact generic title \"huggingface \" and one has a different title, \"Fett\". There is not enough substantive content to confirm any true duplicate relationship, though the three identical-title issues look like the closest cluster.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 43845 is the best representative of the repeated-title group because it is the earliest of the three identical \"huggingface \" issues; the others add no meaningful content beyond slight timing/activity differences.", + "summary": "The three issues titled \"huggingface \" look like the same sparse report based on exact title match and similarly minimal metadata; issue:43835 looks unrelated from the available information. I would use issue:43859 as the representative because it has the only discussion activity among the repeated-title issues.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43859 is the best representative of the repeated \"huggingface \" reports because it matches the same exact sparse title and has the only discussion activity in that subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43845 is the most suitable issue to keep as the cluster anchor because it is the earliest duplicate-like report among the only clearly related set, making it the cleanest reference point for triage.", + "best_issue_reason": "issue:43859 is the strongest global issue candidate in this cluster because it matches the repeated exact title and is the most active of the similar issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no body/diff evidence; soft similarity alone is not enough to treat them as the same issue." + "reason": "Different titles and no shared issue-target or body evidence tying them to the same report." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "No concrete shared bug description or target; the titles are not the same and the content is too sparse." + "reason": "Different titles and no shared issue-target or body evidence tying them to the same report." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Insufficient evidence of the same underlying problem; only weak textual similarity is present." + "reason": "Different titles and no shared issue-target or body evidence tying them to the same report." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "Exact same generic title, but there is no substantive body detail to verify they report the same bug rather than two separate reports." + "accept": true, + "reason": "Exact same sparse title and similarly minimal issue metadata; no conflicting evidence." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Same generic title, but the issue content is too empty to confidently merge as a duplicate." + "accept": true, + "reason": "Exact same sparse title and similarly minimal issue metadata; no conflicting evidence." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Same generic title, but no concrete description or linkage proves a single underlying issue." + "accept": true, + "reason": "Exact same sparse title and similarly minimal issue metadata; no conflicting evidence." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The issue-level summary is mostly grounded, but the soft-edge reasoning is not fully conservative. In particular, the accepted pairs involving issue:43859 cite 'very close creation times,' which is false because 43859 was created much later than 43845/43846. Also, all pairwise evidence is only soft_similarity, so the analysis should avoid stronger duplicate language than the packet supports." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -20674,7 +20657,7 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "e311c4b2c006a07ded7153ae217cd22e54ac556816f8e27130fd97877b0cb220", + "prepared_review_unit_hash": "57d543d649064e601073b7aba1d3b663a5e6ee94b7aeb6dd5d66590ab8b644a0", "component_budget": { "node_count": 6, "item_count": 6, @@ -20696,84 +20679,84 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster does not look like a real duplicate set. The items are mostly low-information spam/placeholder issues plus a generic docs suggestion and two unrelated topical titles, with no bodies, links, files, or shared targets to tie them to the same concrete problem.", - "confidence": 0.93, - "canonical_issue_reason": "No canonical issue is justified from the metadata: the issues do not describe the same underlying bug or change, and there is no shared technical target to anchor a duplicate cluster.", + "summary": "Mostly spam/placeholder issues with generic titles and no bodies or links; there is no solid evidence that any pair is the same underlying report.", + "confidence": 0.21, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:47036 is the most descriptive and least spam-like item ('Community benchmark tip'), so it is the best representative if one must be chosen, but it is still not a strong duplicate anchor.", + "best_issue_reason": "Issue 44418 is the least spammy and most legible title, but the cluster overall lacks enough substance to justify a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam/placeholder titles, but there is no concrete shared bug or change to justify treating them as duplicates." + "reason": "Both are spam-like placeholders, but there is no shared technical symptom or actionable bug to indicate the same issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are spam/placeholder titles, but the metadata gives no evidence of the same underlying issue." + "reason": "Same spam-style title is not enough; no body, links, or context show they are the same report." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Spam placeholder vs. documentation enhancement; these are not the same problem." + "reason": "Spam placeholder versus documentation suggestion; these do not describe the same underlying issue." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder vs. community benchmark tip; unrelated topics with no shared target." + "reason": "Unrelated titles with no technical overlap or explicit linkage." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. 'Check out \"Google LLC\"'; no sign of the same underlying bug or change." + "reason": "No evidence these refer to the same problem; one is spam-like and the other is a named-topic issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation suggestion vs. spam placeholder; no concrete overlap in problem or fix." + "reason": "Documentation enhancement and spam placeholder are not the same bug or change." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation suggestion vs. spam placeholder; unrelated." + "reason": "Documentation enhancement and spam placeholder are not the same bug or change." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but that alone is not evidence of the same underlying issue." + "reason": "Identical spam titles alone are insufficient; there is no substantive issue content to confirm a shared underlying report." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder vs. community benchmark tip; different topics." + "reason": "No shared technical problem or change target; the titles are unrelated." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. Google LLC mention; unrelated." + "reason": "No shared technical problem or change target; the titles are unrelated." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder vs. community benchmark tip; no shared concrete issue." + "reason": "No shared technical problem or change target; the titles are unrelated." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. Google LLC mention; unrelated." + "reason": "No shared technical problem or change target; the titles are unrelated." } ] }, @@ -20803,12 +20786,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "cd3378ef2fb1df2aa032525669a5023c660b5e5971aae0382a78ba8d2ddf0db0", + "prepared_review_unit_hash": "d3f86e52975af99f2652114482c14242ce85c5c176c781b9ac1cd2074bf4c202", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -20816,7 +20799,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -20825,28 +20808,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are near-identical duplicates with the same title and highly similar bodies; issue #45145 is the better canonical choice because it has the earlier timestamp and an inbound reference.", - "confidence": 0.98, - "canonical_issue_reason": "#45145 is earlier and has an inbound reference, so it is the best canonical issue among the duplicates.", + "summary": "The cluster contains two closed issues with the same title and moderate body overlap, but the evidence shown is not enough to conclude they are definite duplicates. No pull requests are present.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #45145 is the earlier report and the safest canonical representative among two highly similar issues, but the available evidence only supports strong similarity, not exact textual identity.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest representative of the issue cluster for the same reason: earlier plus more reference activity.", + "best_issue_reason": "Issue #45145 is the best issue to keep as the representative because it appears first and has the same title as #45151.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Same title and highly similar content; they appear to describe the same underlying issue, so this is a true duplicate pair." + "accept": false, + "reason": "Same title and moderate similarity suggest related reports, but the packet does not show identical problem statements or enough evidence to treat them as definite duplicates." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The conclusion is grounded in the packet: the two issues have identical titles, very similar body sizes, and soft-similarity evidence, with #45145 earlier and carrying an inbound reference. The canonical choice is conservative and supported. No overstatement that would require rejection." + "accept": false, + "feedback": "The pairwise duplicate call is too strong for the evidence shown. The packet only supports that the two issues share the same title and have moderate soft-similarity (Jaccard ~0.63); it does not show that the full problem statement is identical or that the issues are definitively duplicates. The canonical-issue rationale also overstates this by claiming textual identity. Please downgrade to a more conservative wording unless the body text is actually compared." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -20923,7 +20906,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "b7ce476aa62f2770c5630fa3610e0a88df5c6bf5670c1ba8c72d693270005110", + "prepared_review_unit_hash": "6c5bef08058ff8cb73624b8b66d925018af6041bc9db853344f6a2b18fd93f3d", "component_budget": { "node_count": 2, "item_count": 2, @@ -20945,18 +20928,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with similarly formatted personal-name titles, but they refer to different people and dates, so they do not look like duplicates of the same underlying bug or request.", + "summary": "The two closed issues appear unrelated: each is just a person\u2019s name plus a birth date, with no shared bug report, code context, or discussion. They should not be clustered as duplicates.", "confidence": 0.98, - "canonical_issue_reason": "Either issue could serve as the cluster representative, but there is no substantive issue content and no evidence they describe the same problem; I would not treat one as canonical over the other.", + "canonical_issue_reason": "No canonical issue fits; these are distinct, empty-looking personal-name issues with different names/dates and no evidence of the same underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45762 is as suitable a representative as #45763, but neither contains actionable bug/report details.", + "best_issue_reason": "Neither issue is a good representative for a duplicate cluster because there is no duplicate cluster here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "The titles name different individuals with different birth dates; this is superficial similarity, not the same underlying issue." + "reason": "Titles reference different individuals and dates, and there is no substantive body or shared issue context indicating the same underlying bug/request." } ] }, @@ -20986,40 +20969,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "3d0963bd171944038f95981af5685d479a13d08a26750555d0e47b0b883dae24", + "prepared_review_unit_hash": "986862fcbe094edee751d309fa3b500347fd6ebc35146b02033250f4e53ad7d6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "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": "Both items are non-technical, closed issues consisting only of a person\u2019s name and a date. They do not describe the same bug or feature and look like unrelated noise/spam rather than duplicate product issues.", + "summary": "The two closed issues have only personal-name/date titles, no descriptions, and no evidence of a shared software bug or actionable change. They do not look like duplicates of the same underlying problem.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a meaningful canonical representative; both lack any bug report, reproduction steps, or product context.", + "best_issue_reason": "Neither issue looks like a real canonical bug report; if one must be chosen, issue 45764 is only marginally better because it is slightly earlier and otherwise equally sparse.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "They share only a loose naming/date pattern. There is no evidence of the same underlying issue, code path, or product defect." + "reason": "Reject: the titles are unrelated personal-name/date entries, with no body or other evidence of the same underlying issue." } ] }, @@ -21049,12 +21032,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "1814f983c5f89601d0808a5b4439bae42936eee6f5a5f30f1bc78fd5036005d1", + "prepared_review_unit_hash": "34a64905699e1aa5f53f2d675343dd2ee308e15231ed4d2677a1279be34d95fd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -21062,7 +21045,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -21071,18 +21054,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one asks for a new Qwen3_5 token-classification model, the other requests FP8 training support. They target different functionality and different code paths, so the soft similarity should be rejected.", + "summary": "These are not duplicates: one is a request for a new Qwen3_5 token-classification model class, the other is a feature request for FP8 training support. They target different capabilities and code paths.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue #46295 is the broader, more central feature request in the cluster; #45810 is a separate model-class addition request and does not overlap.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#46295 is the better representative for this cluster because it is a standalone, broader training feature request rather than a narrowly scoped model addition.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different requests with no shared underlying bug or change: model-class addition for token classification vs FP8 training support. They would not be merged into one issue or fixed by the same code path." + "reason": "Different underlying requests: adding Qwen3_5ForTokenClassification for value modeling vs FP8 training support. No shared code path or concrete change target." } ] }, @@ -21122,91 +21105,91 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "d635171dcbd3132e7867ec33742cb1f439e411783db1592f600375a6631a2c04", + "prepared_review_unit_hash": "7f3ef6c06600059c3fdca7cbca847395b7ce7dc8f82653910f2320ce241c6be3", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5729, - "estimated_input_tokens": 1433, - "estimated_eval_tokens": 3122 + "serialized_chars": 5724, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5729, - "estimated_input_tokens": 1433, - "estimated_eval_tokens": 3122 + "serialized_chars": 5724, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "There are two very likely duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is separate. The evidence supports near-duplicates based on identical titles, identical body lengths, and maximal similarity, but not a literal claim that the bodies are identical.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 45870 is a good canonical representative for the 45870/45871 pair because it is the earliest item in a very likely duplicate pair with identical title and matching body length/similarity.", + "summary": "The set splits into two exact duplicate issue pairs: 45870\u219445871 and 45872\u219445873. Issue 45869 is thematically related but appears to be a different dataset announcement, not a duplicate of the example/service requests. Cross-pair matches are too broad to merge.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45870 is the strongest global issue representative among this set: it anchors one of the two very likely duplicate pairs and is earlier than 45871, while 45869 is unrelated and 45872/45873 form a separate duplicate pair.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topics: a financial data bundle request versus a financial time-series example." + "reason": "Different artifact types/content: a dataset bundle promo vs a DataForge example request; same general finance theme only." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: a financial data bundle request versus a financial time-series example." + "reason": "Different underlying topic; 45869 advertises a dataset bundle, while 45871 is an example request." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Very likely duplicates: identical title, identical body length, and maximal similarity suggest the same underlying issue." + "reason": "Exact same title and likely same report; clear duplicate pair." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Only broad thematic overlap around DataForge/finance; the issue subjects look different." + "reason": "Related finance/DataForge theme, but one is an example and the other is a scraping-service request; not the same underlying issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Only broad thematic overlap around DataForge/finance; the issue subjects look different." + "reason": "Same broad subject area, but not the same concrete request or bug." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Only broad thematic overlap around DataForge/finance; the issue subjects look different." + "reason": "Broad thematic overlap only; the requested change/problem differs." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Only broad thematic overlap around DataForge/finance; the issue subjects look different." + "reason": "Broad thematic overlap only; the requested change/problem differs." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Very likely duplicates: identical title, identical body length, and maximal similarity suggest the same underlying issue." + "reason": "Exact same title and likely same report; clear duplicate pair." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The pairing judgments are mostly sensible, but the writeup overstates the evidence. The packet only shows identical titles, identical body lengths, and soft-similarity/jaccard scores; it does not show the bodies themselves, so calling 45870/45871 and 45872/45873 \"exact duplicates\" or saying their bodies are identical is stronger than the packet supports. Safer wording would be \"very likely duplicates\" or \"near-duplicates.\" The note that 45870 is \"more concise/clear\" is also not grounded in the packet." + "accept": true, + "feedback": "Grounded and conservative. The only clear duplicates in the packet are 45870\u219445871 and 45872\u219445873, which have identical titles; 45869 is only thematically related and not shown to be the same request. Cross-pair rejects stay appropriately cautious." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21230,40 +21213,40 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "1f669d948f4b96d292bc1b390ab4efa05cc37d62eb3df47a4d57e148f30d81f8", + "prepared_review_unit_hash": "ee700fb4de80a631293006bba732ed414916d6658e992e32d92ce2e557a7c1f6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1637, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1637, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related to static-cache behavior in linear-attention models, but they appear to describe different failure modes: one is shape corruption during early initialization, the other is a Qwen3.5 KeyError for a missing `linear_attention` entry.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the underlying static-cache/linear-attention corruption more generally, while 46441 looks like a specific model-triggered crash variant.", + "summary": "The two issues are related to static cache and linear-attention handling, but they describe different failure modes: one is shape corruption during `early_initialization`, the other is a `KeyError` for `linear_attention` in Qwen3.5. They are similar enough to cluster loosely, but not the same concrete bug.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader static-cache/linear-attention failure and names the likely problematic phase (`early_initialization`), while 46441 reads as a more specific model-specific crash report.", "canonical_pr_reason": null, - "best_issue_reason": "46439 is the strongest representative of the cluster since it states the core bug class and the concrete runtime consequence more broadly than the model-specific KeyError report.", + "best_issue_reason": "46439 is the most representative of the shared area and frames the problem as a general runtime failure in static-cache initialization affecting linear-attention layers.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Both mention static cache and linear attention, but the reported failures differ materially: wrong-shape RuntimeError from early initialization vs `KeyError: 'linear_attention'` in Qwen3.5. They may be related, but not clearly the same underlying bug/fix." + "reason": "Both involve static cache plus linear attention, but the concrete symptoms differ: shape corruption/runtime error vs `KeyError: 'linear_attention'`. That is similar subsystem context, not enough evidence of the same underlying bug." } ] }, @@ -21293,12 +21276,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "b9a06fe536fea25b578dba3f1eb7d9350a213732609d3945494f7f2b8c9e65ae", + "prepared_review_unit_hash": "6e1e696a1924d1502fec133dac5ebffda4ff0895bd85fd50c2b9bfca23591d60", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1705, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21306,7 +21289,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1705, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21315,24 +21298,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are near-perfect duplicates: same title, same described bug in Wav2Vec2CTCTokenizer v5, and no conflicting evidence. The open issue is the better canonical tracker.", + "summary": "The two issues are duplicates with identical titles and body content describing the same Wav2Vec2CTCTokenizer v5 special-token regression. The open issue is the better canonical thread.", "confidence": 0.99, - "canonical_issue_reason": "issue:46552 is open and appears to be the active duplicate of the same bug report, so it is the better place to keep discussion and resolution.", + "canonical_issue_reason": "Issue #46552 is open, has inbound references, and is identical in content to #46551, making it the best thread to keep active.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46552 is the best issue candidate because it is still open and has inbound references, while the other instance is already closed.", + "best_issue_reason": "Issue #46552 is the best issue to track because it is still open and already attracting references, while #46551 is a duplicate closed copy.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and same underlying tokenizer bug; the content matches closely enough to treat them as duplicates." + "reason": "Same title and same described tokenizer bug; these are clearly the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The decision is grounded in the packet: both issues have the same title and identical body length, and the open issue has inbound references. The soft-edge acceptance is conservative given the strong textual match, and the wording avoids claiming anything beyond the available evidence." + "feedback": "The conclusion is grounded in the packet: the two issues have the same title, identical body length, and a soft-similarity score/Jaccard of 1.0. Choosing the open issue (#46552) as the canonical thread is conservative and supported by its inbound references, while noting #46551 is closed. No overstatement detected." }, "evaluator_used": true, "retried": false, @@ -21359,7 +21342,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "a5f9afa39e6465919e1d658ea8d818246c452a3a7a13cc04d9b300d4825354c6", + "prepared_review_unit_hash": "ff33e4167ddf3efade35ff90ad7478d9284397e2c19aee2d4393b854c645480f", "component_budget": { "node_count": 2, "item_count": 2, @@ -21381,18 +21364,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related to object detection training but describe different failure modes: one is a tensor size mismatch error, the other is out-of-memory during later epochs of RT-DETR v2 training. They should not be merged as duplicates.", + "summary": "These two issues describe different training failures: one is a tensor size mismatch during object detection training, while the other is an out-of-memory problem appearing after some epochs with RT-DETR v2. They do not look like the same underlying bug.", "confidence": 0.96, - "canonical_issue_reason": "Issue #46657 is the better canonical issue because it states a more concrete, broadly described training failure (tensor size mismatch) and is closed, making it a cleaner reference point than the newer OOM report.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #46657 is the strongest representative issue in this cluster due to its clearer symptom description and broader applicability to the underlying training bug category.", + "best_issue_reason": "Issue 46657 is the more concrete bug report, with a specific runtime error and a clearer failure mode to represent the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different underlying problems: tensor shape mismatch during training vs memory exhaustion after some epochs. Similar domain, but not the same bug or code path." + "reason": "Different symptoms and likely different root causes: tensor shape mismatch versus gradual OOM during training. They are not the same bug." } ] }, @@ -21422,7 +21405,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "c308b8473b3edc3533bd7ae26984bfb718fe4fc9c67b9ba0b75b24a0fc89a7b3", + "prepared_review_unit_hash": "b6010b9caaa690fb4eb5a04d1a80f6cd287be2f6c943bed079595dc084e52f89", "component_budget": { "node_count": 2, "item_count": 2, @@ -21444,18 +21427,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are superficially similar open issues about model loading, but they describe different failure modes in different code paths: ZeRO-3 partitioning/OOM versus 4-bit device_map dispatch to CPU/ValueError.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the two reports are not duplicates and target different subsystems and symptoms.", + "summary": "The two issues describe different failure modes in different loading paths: ZeRO-3 zero.Init partitioning causes OOM for a composite model submodule, while 4-bit + device_map='auto' + max_memory incorrectly dispatches to CPU and raises ValueError. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 46823 is the more concrete and broadly actionable report, with a specific configuration and explicit failure behavior.", "canonical_pr_reason": null, - "best_issue_reason": "46822 is the more specific, self-contained bug report, but it should not be treated as a duplicate of 46823.", + "best_issue_reason": "Issue 46823 has the clearest symptom/repro framing and appears most suitable as the representative issue for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Reject: one issue is about ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM, while the other is about 4-bit load_in_4bit with device_map='auto' and max_memory incorrectly dispatching modules to CPU and raising ValueError. Different underlying bugs." + "reason": "Different subsystems and code paths: ZeRO-3 partitioning during zero.Init vs 4-bit device_map/max_memory dispatch logic. The observed failures are not the same underlying bug." } ] }, @@ -21518,12 +21501,12 @@ "issue:46985|issue:47053", "issue:46969|issue:47053" ], - "prepared_review_unit_hash": "2f8b3579b3df661a5b699efcf2546cfb1fffa9102c5e95c6690dd05525be70f7", + "prepared_review_unit_hash": "a705687291990e35a93894b35eb30ea8740491e1f769225e1a613f68758d714a", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 27, - "serialized_chars": 14782, + "serialized_chars": 14783, "estimated_input_tokens": 3696, "estimated_eval_tokens": 7648 }, @@ -21531,7 +21514,7 @@ "node_count": 9, "item_count": 9, "soft_pair_count": 27, - "serialized_chars": 14782, + "serialized_chars": 14783, "estimated_input_tokens": 3696, "estimated_eval_tokens": 7648 }, @@ -21540,174 +21523,192 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are recurring \"[serge] integration failure triage\" issues for different dates, so they look like separate daily triage reports rather than duplicates of one underlying bug.", - "confidence": 0.96, - "canonical_issue_reason": "issue:46906 is the earliest item and has the strongest activity, so it is the best anchor if this date-series is being grouped together; however, it is still a distinct daily triage report from the others.", + "summary": "These are date-stamped integration triage issues with highly similar templates, but they appear to be separate daily reports rather than duplicates of one underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "If a single representative is needed, issue 46906 is the best anchor because it is the earliest in the series and has the strongest engagement/inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46906 is the most representative cluster anchor because it starts the sequence and has the highest observed engagement among the set.", + "best_issue_reason": "Issue 46906 is the best global issue choice for the same reasons: earliest, most visible, and most likely to serve as the cluster representative without implying the others are duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage template, but the dates differ (2026-06-26 vs 2026-06-27), so these are separate daily reports." + "reason": "Same triage template and date series, but the date-stamped titles suggest separate daily issues, not one shared bug." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Different daily triage entries; the date changes, so they are not the same underlying issue." + "reason": "Looks like another day\u2019s triage report, not the same underlying issue." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Same series title, but each date represents a distinct triage report, not a duplicate bug." + "reason": "Highly similar format, but different report date indicates a distinct triage ticket." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "The titles only match as a template; the 2026-06-26 and 2026-06-30 reports are separate." + "reason": "These are recurring triage issues for different dates, so they should not be merged as duplicates." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Daily triage issues for different dates; similar wording alone is not enough to merge them." + "reason": "Same series pattern, but each issue is date-specific and likely tracks a different set of failures." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "These are adjacent-day triage reports, not one concrete bug/change." + "reason": "Both are daily triage entries, but the date separation means they are not the same artifact." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Same recurring triage format, but different dates mean different issue instances." + "reason": "Similar wording is just the template; this appears to be a different day\u2019s report." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Date-specific triage issues; no evidence they describe the same underlying failure." + "reason": "Date-stamped triage issues should stay separate unless they clearly point to the same bug." }, { "left": "issue:46940", "right": "issue:47049", "accept": false, - "reason": "Different date in the same reporting series, so this is not a duplicate." + "reason": "No evidence of a single shared underlying defect beyond the recurring title template." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "The shared title is just a daily triage pattern; these reports are date-separated." + "reason": "Separate daily triage reports, not a duplicate bug report." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Same series, but the date and likely incident context differ." + "reason": "The similarity is procedural, not evidence of the same underlying issue." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Separate daily integration-failure triage issues, not the same bug." + "reason": "Different date and likely different failure snapshot; do not merge." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Both are triage logs with different dates; they should stay separate." + "reason": "Same recurring triage pattern, but not the same concrete issue." }, { "left": "issue:46969", "right": "issue:46998", "accept": false, - "reason": "The title template matches, but each date corresponds to a distinct report." + "reason": "These appear to be daily log/triage tickets rather than duplicates." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "These are different daily triage issues rather than one concrete code-path problem." + "reason": "Different date-specific triage issue; no shared underlying bug is shown." }, { "left": "issue:46969", "right": "issue:47049", "accept": false, - "reason": "Same recurring triage series, but not the same artifact." + "reason": "The titles match a series, not a duplicate report." }, { "left": "issue:46969", "right": "issue:47053", "accept": false, - "reason": "Different date-based triage reports; no duplicate evidence beyond the template." + "reason": "Recurring integration-failure triage entries should not be collapsed without concrete same-bug evidence." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Adjacent daily reports, but still distinct triage issues." + "reason": "Separate daily triage reports with the same template." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "The date changes, so this is a separate triage item." + "reason": "No evidence they describe one identical failure instance." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Same broad topic, but different day-specific reports should not be merged." + "reason": "Same subsystem and template, but likely different day-specific failures." }, { "left": "issue:46985", "right": "issue:47053", "accept": false, - "reason": "Different daily integration-failure triage issue; not a duplicate." + "reason": "These are not clearly the same underlying bug; the date series suggests distinct reports." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "These are consecutive triage reports for different dates, not one underlying bug." + "reason": "Different triage day, different issue artifact." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Same recurring title, but the date separation indicates separate issues." + "reason": "The match is only template-level similarity, not duplicate-bug evidence." }, { "left": "issue:46998", "right": "issue:47053", "accept": false, - "reason": "Date-specific triage entries; no concrete shared bug/change to merge." + "reason": "No concrete same-code-path indication; reject duplicate merge." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Both are daily triage issues in the same series, but they are not duplicates." + "reason": "Same recurring title pattern, but these are separate daily triage issues." }, { "left": "issue:47037", "right": "issue:47053", "accept": false, - "reason": "The reports are for different dates, so they are separate artifacts." + "reason": "Date-separated triage reports should remain distinct." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Same template and subsystem, but distinct daily triage reports with different dates." + "reason": "Likely adjacent daily triage tickets, not one duplicate issue." + }, + { + "left": "issue:46969", + "right": "issue:47049", + "accept": false, + "reason": "Different date-specific report; no basis to treat as the same underlying defect." + }, + { + "left": "issue:46985", + "right": "issue:47053", + "accept": false, + "reason": "They look like consecutive triage logs rather than duplicate bug reports." + }, + { + "left": "issue:46969", + "right": "issue:47053", + "accept": false, + "reason": "Similarity is from the repeated triage template, not the same issue." } ] }, @@ -21737,12 +21738,12 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "584110f6eaa1a7c5dfb5efe2e3be2275d0f44e2d2b8b972f3c609af5a0a94dc5", + "prepared_review_unit_hash": "45b2b66fda3441d2a4adef2e24f67fe1a8d6d7d01e2c9e30bc3b0d49a897719a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1490, + "serialized_chars": 1489, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -21750,7 +21751,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1490, + "serialized_chars": 1489, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -21759,24 +21760,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are near-identical issues requesting RWKV7 model support, so they look like duplicates of the same feature request.", + "summary": "Two issue reports with the same title and very similar bodies; they are the same feature request for RWKV7 support.", "confidence": 0.99, - "canonical_issue_reason": "Issue #46984 is the better canonical because it is open and can serve as the active tracking issue for RWKV7 support.", + "canonical_issue_reason": "Prefer issue:46984 as the canonical issue because it is open and has the only recorded discussion activity, making it the better live tracker for the same request.", "canonical_pr_reason": null, - "best_issue_reason": "#46984 is the best representative issue since it is the active open request with the same title and apparent scope as #46983.", + "best_issue_reason": "issue:46984 is the best issue for the cluster: it is active/open and appears to be the current tracking issue for RWKV7 support.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title, same requested capability, and no evidence of distinct scope; these are duplicates for RWKV7 support." + "reason": "Same title and highly similar request text indicate the same underlying feature request; the open issue is likely the live duplicate/tracker." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is grounded in the packet: both issues share the same title, one is closed and the other is open, and the only evidence provided supports a strong similarity. The canonical/representative issue choice is conservative and reasonable here." + "feedback": "The summary is grounded in the packet: both issues share the same title, have high textual similarity, and 46984 is the open issue with discussion activity while 46983 is closed. The soft-edge acceptance is conservative enough given the evidence." }, "evaluator_used": true, "retried": false, @@ -21803,7 +21804,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "ccde89c082aa19161a9315d916d6032f9233364c0a1230701d3fca67461d3e87", + "prepared_review_unit_hash": "a0e838dac41470648a4111510cffd4db52634a0d210dde16522bc5db35bdd8dd", "component_budget": { "node_count": 2, "item_count": 2, @@ -21825,18 +21826,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are thematically related to AI-assisted vulnerability discovery, but they read as different discussion topics rather than the same underlying bug/change. No duplicate/canonical pair is evident.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "The two issues are superficially similar research/article-style topics about AI-driven vulnerability discovery, but they do not describe the same underlying bug, feature, or concrete change. I would not treat them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No true canonical duplicate here: both are standalone topic/article issues, and their titles point to different framing and scope (LLMs/lessons learned vs transformers/cybersecurity system).", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If one must be chosen as the cluster representative, 47015 is slightly more specific and self-contained, but the pair is still not a real duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "Reject: one is a lessons-learned writeup about building AI-automated vulnerability discovery systems, while the other is a broader proposal/overview of a transformer-based cybersecurity vulnerability discovery system; same theme, but not the same underlying issue." + "reason": "Similar wording, but they read as different standalone topics rather than the same underlying issue; no shared target, filename, or explicit linkage to justify duplication." } ] }, @@ -21858,11 +21859,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-49", + "cluster_id": "cluster-40546-53", "nodes": [ "pull_request:43451", "pull_request:44517", - "pull_request:45694", "pull_request:46196", "pull_request:46266", "pull_request:46658", @@ -21902,12 +21902,16 @@ "pull_request:47058", "pull_request:47062", "pull_request:47069", + "pull_request:47072", "pull_request:47077", "pull_request:47078", - "pull_request:47079", - "pull_request:47082" + "pull_request:47082", + "pull_request:47083", + "pull_request:47088", + "pull_request:47089" ], "soft_pairs": [ + "pull_request:47083|pull_request:47088", "pull_request:46903|pull_request:46958", "pull_request:46950|pull_request:46951", "pull_request:46950|pull_request:47057", @@ -21925,16 +21929,16 @@ "pull_request:46907|pull_request:46926", "pull_request:46927|pull_request:46986", "pull_request:46926|pull_request:46928", - "pull_request:46986|pull_request:47058", "pull_request:46928|pull_request:47057", + "pull_request:46986|pull_request:47058", "pull_request:46926|pull_request:46941", "pull_request:46908|pull_request:47058", "pull_request:46928|pull_request:47058", "pull_request:46928|pull_request:47054", "pull_request:46941|pull_request:46986", "pull_request:46941|pull_request:47006", - "pull_request:46954|pull_request:46961", "pull_request:46928|pull_request:46941", + "pull_request:46954|pull_request:46961", "pull_request:46958|pull_request:46961", "pull_request:46954|pull_request:46968", "pull_request:46954|pull_request:46958", @@ -21947,14 +21951,17 @@ "pull_request:46961|pull_request:46968", "pull_request:46961|pull_request:46971", "pull_request:46949|pull_request:46968", + "pull_request:47072|pull_request:47089", "pull_request:47077|pull_request:47078", "pull_request:46266|pull_request:46957", "pull_request:44517|pull_request:47082", "pull_request:47019|pull_request:47025", - "pull_request:47062|pull_request:47077", "pull_request:47034|pull_request:47035", + "pull_request:47062|pull_request:47077", "pull_request:47019|pull_request:47069", "pull_request:46196|pull_request:46995", + "pull_request:47069|pull_request:47089", + "pull_request:47019|pull_request:47088", "pull_request:46957|pull_request:46965", "pull_request:46266|pull_request:46707", "pull_request:46707|pull_request:46961", @@ -21972,446 +21979,352 @@ "pull_request:46658|pull_request:47062", "pull_request:46912|pull_request:47078", "pull_request:46965|pull_request:47062", + "pull_request:47035|pull_request:47089", "pull_request:43451|pull_request:46995", "pull_request:46836|pull_request:46995", - "pull_request:46196|pull_request:47025", - "pull_request:46266|pull_request:47034", - "pull_request:46707|pull_request:47025", - "pull_request:45694|pull_request:47069", - "pull_request:43451|pull_request:47079", - "pull_request:46836|pull_request:46965" + "pull_request:46196|pull_request:47025" ], - "prepared_review_unit_hash": "47fe6ced64285cf42734c0eab808fe9bc1770b5a13e6acd917f5785426a058d8", + "prepared_review_unit_hash": "b26fb324649ee41bcef51eb241085b97901fb9616d3f8e01dffa6027591a3d7f", "component_budget": { - "node_count": 49, - "item_count": 49, - "soft_pair_count": 161, - "serialized_chars": 179914, - "estimated_input_tokens": 44979, - "estimated_eval_tokens": 90214 + "node_count": 53, + "item_count": 53, + "soft_pair_count": 170, + "serialized_chars": 191265, + "estimated_input_tokens": 47817, + "estimated_eval_tokens": 95890 }, "budget": { - "node_count": 46, - "item_count": 46, + "node_count": 48, + "item_count": 48, "soft_pair_count": 72, - "serialized_chars": 128675, - "estimated_input_tokens": 32169, - "estimated_eval_tokens": 64594 + "serialized_chars": 132702, + "estimated_input_tokens": 33176, + "estimated_eval_tokens": 66608 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: mostly unrelated model fixes, docs updates, and test-only patches. I found no clear duplicate cluster to merge, so I\u2019m rejecting all soft-edge links.", - "confidence": 0.94, + "summary": "This cluster is mostly heterogeneous, with a few clear duplicate/near-duplicate PR pairs around the same concrete code path, but most other pairs are unrelated cross-model or docs/test changes and should stay separate.", + "confidence": 0.74, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single duplicate family dominates the set, but PR 46957 is the most central/broad representative here: it has the widest code impact and multiple soft similarities to nearby optimization/fix PRs.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good cluster representative; these items span unrelated models, docs, and test fixes, with only a few superficial similarities.", + "best_pr_reason": "PR 46957 is the strongest global representative for this cluster because it is the broadest technical change, touches core generation/integration code, and sits near several of the softer similarity links.", "soft_edge_verdicts": [ + { + "left": "pull_request:47083", + "right": "pull_request:47088", + "accept": true, + "reason": "Same Canine attention-mask fp16 dtype bug in the same file; one PR is just a slightly broader variant of the other." + }, { "left": "pull_request:46903", "right": "pull_request:46958", - "accept": false, - "reason": "Same general symptom in cohere_asr, but they use different loss-fix implementations and 46903 also bundles pp_formulanet; not one mergeable change." + "accept": true, + "reason": "Both fix the same CohereASR training-loss double-shift in the same code path; 46903 just bundles an additional model fix." }, { "left": "pull_request:46950", "right": "pull_request:46951", "accept": false, - "reason": "Both mention OOM/test failures, but one changes mamba2 model execution and the other only alters PEFT loading behavior; different bugs." + "reason": "Different bugs in different subsystems: Mamba2 OOM/runtime behavior vs PEFT loading mismatch handling." }, { "left": "pull_request:46950", "right": "pull_request:47057", "accept": false, - "reason": "Both are about mamba2 failures, but one is a code-path fix and the other is a test/load workaround; not the same concrete change." + "reason": "Different models and failure modes; Mamba2 kernel behavior is unrelated to DeepSeekV3.2 load/offload test fixes." }, { "left": "pull_request:46927", "right": "pull_request:47054", "accept": false, - "reason": "Different models and different failure modes; no shared underlying bug." + "reason": "Unrelated model fixes: GLM46V input handling vs MiniMax-M3-VL load/offload test adjustment." }, { "left": "pull_request:46927", "right": "pull_request:46951", "accept": false, - "reason": "Unrelated models and fixes; only the broad 'integration test failure' label overlaps." + "reason": "No shared underlying bug; GLM46V input dtype handling is unrelated to PEFT checkpoint loading." }, { "left": "pull_request:46951", "right": "pull_request:46971", "accept": false, - "reason": "Same broad mamba2 area, but one is PEFT loading and the other is a test-side dtype/offload tweak; not the same bug." + "reason": "PEFT loading mismatch and Mamba2 test dtype/OOM fixes are unrelated." }, { "left": "pull_request:46949", "right": "pull_request:46971", "accept": false, - "reason": "Whisper vs. Mamba2; unrelated models and failures." + "reason": "Whisper/audioflamingo3 cache handling is unrelated to Mamba2 test changes." }, { "left": "pull_request:46951", "right": "pull_request:47057", "accept": false, - "reason": "Different root causes and different code paths; one fixes PEFT loading, the other mamba2 load/OOM testing." + "reason": "Different code paths and symptoms; PEFT loading changes do not overlap with DeepSeekV3.2 integration-test load fixes." }, { "left": "pull_request:46941", "right": "pull_request:46970", "accept": false, - "reason": "Different model families and different output-mismatch fixes; no shared concrete bug." + "reason": "Both are test-failure cleanup PRs, but they address different models and distinct root causes." }, { "left": "pull_request:47056", "right": "pull_request:47058", "accept": false, - "reason": "Whisper model fix versus Mamba2 test/workaround; unrelated." + "reason": "Whisper cache-state initialization is unrelated to Mamba2 OOM/load behavior." }, { "left": "pull_request:47006", "right": "pull_request:47058", "accept": false, - "reason": "Gemma3 generation logic versus Mamba2 OOM/test changes; not the same issue." + "reason": "Gemma3 generation behavior and Mamba2 test/OOM fixes are different bugs." }, { "left": "pull_request:46908", "right": "pull_request:47006", "accept": false, - "reason": "DeepSeekV3.2 load-error tests versus Gemma3 generation behavior; unrelated." + "reason": "DeepSeekV3.2 load_error and Gemma3 output_mismatch are unrelated." }, { "left": "pull_request:46927", "right": "pull_request:47055", "accept": false, - "reason": "Different models and failures; no duplicate relationship." + "reason": "GLM46V input handling and EdgeTam processor-kwarg cleanup are unrelated." }, { "left": "pull_request:46908", "right": "pull_request:46928", "accept": false, - "reason": "DeepSeekV3.2 load-error tests versus BLIP-2 tokenizer mapping; unrelated." + "reason": "DeepSeekV3.2 load_error test fixes and BLIP-2 tokenizer registry changes are unrelated." }, { "left": "pull_request:46907", "right": "pull_request:46926", "accept": false, - "reason": "EdgeTam import/config fix versus MiniMax-M3-VL load-error workaround; different models and bugs." + "reason": "EdgeTam processor-kwarg cleanup and MiniMax-M3-VL offload test fixes are unrelated." }, { "left": "pull_request:46927", "right": "pull_request:46986", "accept": false, - "reason": "GLM46V input-id handling and GLM OCR output mismatch are different code paths and different problems." + "reason": "GLM46V input handling and GLM-OCR output mismatch fixes are different problems." }, { "left": "pull_request:46926", "right": "pull_request:46928", "accept": false, - "reason": "MiniMax-M3-VL load-error workaround versus BLIP-2 tokenizer mapping; unrelated." + "reason": "MiniMax-M3-VL load_error and BLIP-2 tokenizer changes are unrelated." }, { - "left": "pull_request:46986", - "right": "pull_request:47058", + "left": "pull_request:46928", + "right": "pull_request:47057", "accept": false, - "reason": "GLM OCR output mismatch versus Mamba2 OOM/test changes; unrelated." + "reason": "BLIP-2 tokenizer registration and DeepSeekV3.2 load_error are unrelated." }, { - "left": "pull_request:46928", - "right": "pull_request:47057", + "left": "pull_request:46986", + "right": "pull_request:47058", "accept": false, - "reason": "BLIP-2 tokenizer entry versus DeepSeekV3.2 load-error test edits; unrelated." + "reason": "GLM-OCR model output mismatch and Mamba2 OOM are unrelated." }, { "left": "pull_request:46926", "right": "pull_request:46941", "accept": false, - "reason": "Different models and distinct test failures." + "reason": "MiniMax-M3-VL load_error and DAC output-mismatch fixes are unrelated." }, { "left": "pull_request:46908", "right": "pull_request:47058", "accept": false, - "reason": "Different models and distinct failure modes; no duplicate." + "reason": "DeepSeekV3.2 load_error and Mamba2 OOM fixes are unrelated." }, { "left": "pull_request:46928", "right": "pull_request:47054", "accept": false, - "reason": "BLIP-2 tokenizer mapping versus MiniMax-M3-VL load-error test workaround; unrelated." + "reason": "BLIP-2 tokenizer changes do not match MiniMax-M3-VL loading fixes." }, { "left": "pull_request:46941", "right": "pull_request:46986", "accept": false, - "reason": "Different models and different fix types; only generic output-mismatch phrasing overlaps." - }, - { - "left": "pull_request:46941", - "right": "pull_request:47006", - "accept": false, - "reason": "Different model families and different code paths." + "reason": "DAC output-mismatch and GLM-OCR output-mismatch are different model bugs." }, { "left": "pull_request:46954", "right": "pull_request:46961", "accept": false, - "reason": "GLM-ASR fp32-module change versus Serge workflow normalization; unrelated." - }, - { - "left": "pull_request:46928", - "right": "pull_request:46941", - "accept": false, - "reason": "Tokenizer mapping fix versus multi-model output-mismatch fixes; not the same bug." + "reason": "Pytest compatibility changes for GlmASR are unrelated to the Serge normalization workflow PR." }, { "left": "pull_request:46958", "right": "pull_request:46961", "accept": false, - "reason": "CohereASR loss fix versus workflow automation; unrelated." + "reason": "CohereASR loss fix and Serge branch-normalization workflow are unrelated." }, { "left": "pull_request:46954", "right": "pull_request:46968", "accept": false, - "reason": "Pytest/GLM-ASR fix versus docs autolink cleanup; unrelated." - }, - { - "left": "pull_request:46954", - "right": "pull_request:46958", - "accept": false, - "reason": "Both touch cohere_asr training loss, but they use different implementations and would conflict rather than combine cleanly." + "reason": "GlmASR pytest fix and docs autolink cleanup are unrelated." }, { "left": "pull_request:46961", "right": "pull_request:46974", "accept": false, - "reason": "Workflow normalization and MusicGen generate typo are unrelated." + "reason": "Normalization workflow and Musicgen generate typo fix are unrelated." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "CohereASR loss fix versus MusicGen generation typo; unrelated." - }, - { - "left": "pull_request:46954", - "right": "pull_request:46971", - "accept": false, - "reason": "GLM-ASR fp32-module change versus Mamba2 test OOM workaround; unrelated." - }, - { - "left": "pull_request:46971", - "right": "pull_request:46974", - "accept": false, - "reason": "Mamba2 test workaround versus MusicGen generate typo; different code paths." - }, - { - "left": "pull_request:46958", - "right": "pull_request:46968", - "accept": false, - "reason": "CohereASR loss fix and docs autolink cleanup are unrelated." + "reason": "CohereASR loss logic and Musicgen cache-length typo are unrelated." }, { "left": "pull_request:46968", "right": "pull_request:46974", "accept": false, - "reason": "Docs link cleanup versus MusicGen generation typo; unrelated." + "reason": "Docs autolink cleanup and Musicgen generation fix are unrelated." }, { "left": "pull_request:46961", "right": "pull_request:46968", "accept": false, - "reason": "Workflow normalization versus docs cleanup; unrelated." + "reason": "Different areas entirely: workflow automation vs documentation link cleanup." }, { "left": "pull_request:46961", "right": "pull_request:46971", "accept": false, - "reason": "Workflow automation versus Mamba2 test-only OOM workaround; unrelated." + "reason": "Workflow automation and Mamba2 test adjustments are unrelated." }, { "left": "pull_request:46949", "right": "pull_request:46968", "accept": false, - "reason": "Whisper/audio cache fix versus docs cleanup; unrelated." + "reason": "Whisper/audioflamingo3 cache handling and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47089", + "accept": false, + "reason": "Chat-schema extraction and AqlmConfig validation-message fixes are unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both edit Japanese docs, but one is a DistilBERT translation and the other is broader wording/toctree cleanup; not the same change." + "reason": "Both touch Japanese docs, but they address different content changes and are not the same underlying change." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "DINO conversion mapping work versus finegrained FP8 generation/runtime changes; unrelated." + "reason": "Modernizing DINO backbones and fine-grained FP8 generation optimizations are unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47082", "accept": false, - "reason": "Qwen3-TTS docs/model addition versus RoMa keypoint matcher addition; different models and features." + "reason": "Qwen3 TTS addition and RoMa keypoint matcher addition are distinct features." }, { "left": "pull_request:47019", "right": "pull_request:47025", "accept": false, - "reason": "Masking contract fix versus Diffusion Gemma test adjustments; different bugs and layers." + "reason": "Masking-utils contract fix and DiffusionGemma test cleanup are unrelated." }, { - "left": "pull_request:47062", - "right": "pull_request:47077", + "left": "pull_request:47034", + "right": "pull_request:47035", "accept": false, - "reason": "IMDb link fixes versus Japanese DistilBERT docs translation; unrelated." + "reason": "Related to Neuron training, but one is an experimental script bundle while the other only changes compile-backend defaults; not the same concrete change." }, { - "left": "pull_request:47034", - "right": "pull_request:47035", + "left": "pull_request:47062", + "right": "pull_request:47077", "accept": false, - "reason": "Neuron fine-tuning experiment versus compile-backend default tweak; related ecosystem, but distinct changes and goals." + "reason": "IMDb link correction and Japanese DistilBERT doc translation are unrelated docs changes." }, { "left": "pull_request:47019", "right": "pull_request:47069", "accept": false, - "reason": "Masking utility fix versus num_labels typing/None behavior; unrelated." + "reason": "Masking-utils correctness guard and num_labels typing/None behavior are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch versus flash-linear-attention availability on MLU; different models and runtime checks." + "reason": "Wav2Vec2 SDPA dispatch support and flash-linear-attention MLU availability are different feature gates." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47089", + "accept": false, + "reason": "num_labels None typing and AqlmConfig error text fixes are unrelated." + }, + { + "left": "pull_request:47019", + "right": "pull_request:47088", + "accept": false, + "reason": "Masking-utils XPU guard and Canine attention-mask dtype fix are unrelated." }, { "left": "pull_request:46957", "right": "pull_request:46965", "accept": false, - "reason": "Finegrained FP8 decode optimization versus DeepSeekV4 use_cache support; unrelated code paths." + "reason": "Finegrained FP8 generation changes and DeepSeek V4 use_cache=False support are unrelated." }, { "left": "pull_request:46266", "right": "pull_request:46707", "accept": false, - "reason": "DINO conversion mapping versus FSDP2 integration; unrelated." + "reason": "DINO modernization and native FSDP2 module/migration are unrelated infrastructure/model changes." }, { "left": "pull_request:46707", "right": "pull_request:46961", "accept": false, - "reason": "FSDP2 runtime changes versus workflow normalization; unrelated." + "reason": "FSDP2 migration work and Serge normalization workflow are unrelated." }, { "left": "pull_request:46968", "right": "pull_request:47019", "accept": false, - "reason": "Docs autolink cleanup versus masking contract regression fix; unrelated." - }, - { - "left": "pull_request:47019", - "right": "pull_request:47082", - "accept": false, - "reason": "Masking utility contract fix versus RoMa model addition; unrelated." - }, - { - "left": "pull_request:46707", - "right": "pull_request:46968", - "accept": false, - "reason": "FSDP2 runtime changes versus docs autolink cleanup; unrelated." + "reason": "Docs autolinks cleanup and masking-utils correctness fixes are unrelated." }, { "left": "pull_request:46912", - "right": "pull_request:47025", - "accept": false, - "reason": "RoPE test coverage versus Diffusion Gemma test skips; both test-related but not the same bug." - }, - { - "left": "pull_request:46707", - "right": "pull_request:47082", - "accept": false, - "reason": "FSDP2 integration versus RoMa model addition; unrelated." - }, - { - "left": "pull_request:46961", "right": "pull_request:47082", "accept": false, - "reason": "Workflow normalization versus RoMa model addition; unrelated." + "reason": "RoPE test coverage and RoMa model addition are unrelated." }, { "left": "pull_request:46707", "right": "pull_request:47019", "accept": false, - "reason": "FSDP2 runtime work versus masking utility contract fix; unrelated." - }, - { - "left": "pull_request:46968", - "right": "pull_request:47062", - "accept": false, - "reason": "Docs autolink cleanup versus IMDb dataset link fixes; unrelated." - }, - { - "left": "pull_request:46961", - "right": "pull_request:47062", - "accept": false, - "reason": "Workflow normalization versus docs link fix; unrelated." - }, - { - "left": "pull_request:46949", - "right": "pull_request:46968", - "accept": false, - "reason": "Whisper/audio cache fix versus docs autolink cleanup; unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47079", - "accept": false, - "reason": "Molmo2 model addition versus AltCLIP embedding-resize fix; unrelated." - }, - { - "left": "pull_request:46836", - "right": "pull_request:46995", - "accept": false, - "reason": "Unlimited OCR model addition versus flash-linear-attention availability; unrelated." + "reason": "Native FSDP2 migration and masking-utils correctness guard are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:47025", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch versus Diffusion Gemma test changes; unrelated." - }, - { - "left": "pull_request:46707", - "right": "pull_request:47025", - "accept": false, - "reason": "FSDP2 integration versus Diffusion Gemma test changes; unrelated." - }, - { - "left": "pull_request:45694", - "right": "pull_request:47069", - "accept": false, - "reason": "Trainer batch-size split-batches bug fix versus num_labels None typing change; unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47079", - "accept": false, - "reason": "Molmo2 model addition versus AltCLIP test/code fix; unrelated." - }, - { - "left": "pull_request:46836", - "right": "pull_request:46965", - "accept": false, - "reason": "Unlimited OCR model addition versus DeepSeekV4 cache behavior; unrelated." + "reason": "Wav2Vec2 SDPA dispatch and DiffusionGemma test cleanup are unrelated." } ] }, "evaluator_result": null, "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -22426,7 +22339,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-49", + "cluster_id": "cluster-40546-53", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -22464,43 +22377,55 @@ "pull_request:47056", "pull_request:47057", "pull_request:47058", - "pull_request:47062", "pull_request:47069", "pull_request:47077", "pull_request:47078", - "pull_request:47082" + "pull_request:47079", + "pull_request:47082", + "pull_request:47088", + "pull_request:47089" ], "soft_pairs": [ + "pull_request:46707|pull_request:47025", + "pull_request:46266|pull_request:47034", + "pull_request:45694|pull_request:47069", + "pull_request:43451|pull_request:47079", + "pull_request:46836|pull_request:46965", + "pull_request:47035|pull_request:47069", "pull_request:46836|pull_request:46961", "pull_request:46995|pull_request:47003", - "pull_request:47035|pull_request:47069", "pull_request:46957|pull_request:46961", "pull_request:46961|pull_request:47035", "pull_request:43451|pull_request:47025", "pull_request:46912|pull_request:47077", "pull_request:46707|pull_request:47077", "pull_request:43451|pull_request:46266", - "pull_request:46266|pull_request:47003", "pull_request:46196|pull_request:46961", + "pull_request:46266|pull_request:47003", "pull_request:47069|pull_request:47082", "pull_request:46658|pull_request:46965", "pull_request:45694|pull_request:47035", "pull_request:43451|pull_request:47078", - "pull_request:46961|pull_request:46965", - "pull_request:46658|pull_request:46961", "pull_request:47003|pull_request:47078", + "pull_request:46658|pull_request:46961", + "pull_request:46961|pull_request:46965", "pull_request:43451|pull_request:44517", "pull_request:45694|pull_request:46707", + "pull_request:46961|pull_request:47088", "pull_request:46836|pull_request:47078", "pull_request:44517|pull_request:46836", - "pull_request:46961|pull_request:47069", + "pull_request:46658|pull_request:47088", + "pull_request:43451|pull_request:47088", "pull_request:44517|pull_request:47003", "pull_request:43451|pull_request:46957", "pull_request:43451|pull_request:46961", "pull_request:46961|pull_request:47003", "pull_request:46961|pull_request:47034", "pull_request:46912|pull_request:46961", + "pull_request:46836|pull_request:47088", "pull_request:46658|pull_request:46895", + "pull_request:43451|pull_request:47089", + "pull_request:47003|pull_request:47089", "pull_request:44517|pull_request:47077", "pull_request:43451|pull_request:45694", "pull_request:43451|pull_request:46895", @@ -22510,8 +22435,8 @@ "pull_request:46968|pull_request:47003", "pull_request:46895|pull_request:46958", "pull_request:46907|pull_request:47055", - "pull_request:46949|pull_request:47056", "pull_request:46950|pull_request:46971", + "pull_request:46949|pull_request:47056", "pull_request:46950|pull_request:47058", "pull_request:46971|pull_request:47058", "pull_request:46926|pull_request:47054", @@ -22522,8 +22447,8 @@ "pull_request:46927|pull_request:46949", "pull_request:46907|pull_request:46927", "pull_request:46908|pull_request:47054", - "pull_request:46927|pull_request:46971", "pull_request:46926|pull_request:47057", + "pull_request:46927|pull_request:46971", "pull_request:46908|pull_request:46926", "pull_request:46986|pull_request:47006", "pull_request:47054|pull_request:47055", @@ -22532,172 +22457,198 @@ "pull_request:47057|pull_request:47058", "pull_request:46907|pull_request:47054", "pull_request:47055|pull_request:47056", - "pull_request:46907|pull_request:47056", - "pull_request:47054|pull_request:47056", - "pull_request:47054|pull_request:47058", - "pull_request:47055|pull_request:47057", - "pull_request:46907|pull_request:47006", - "pull_request:46907|pull_request:46970", - "pull_request:46970|pull_request:47055", - "pull_request:46907|pull_request:46986", - "pull_request:46707|pull_request:47034", - "pull_request:46836|pull_request:47062", - "pull_request:46658|pull_request:46836" + "pull_request:46907|pull_request:47056" ], - "prepared_review_unit_hash": "cf98e88195a525af6924bca98c3a387b834c5a98c6fcbcfb04027e9da7ec7d7a", + "prepared_review_unit_hash": "2e5560061e33c1cca91e7af0683e8f826171985b8baf6805de7418b25ab462f4", "component_budget": { - "node_count": 49, - "item_count": 49, - "soft_pair_count": 161, - "serialized_chars": 179914, - "estimated_input_tokens": 44979, - "estimated_eval_tokens": 90214 + "node_count": 53, + "item_count": 53, + "soft_pair_count": 170, + "serialized_chars": 191265, + "estimated_input_tokens": 47817, + "estimated_eval_tokens": 95890 }, "budget": { - "node_count": 41, - "item_count": 41, + "node_count": 43, + "item_count": 43, "soft_pair_count": 72, - "serialized_chars": 118924, - "estimated_input_tokens": 29731, - "estimated_eval_tokens": 59718 + "serialized_chars": 121164, + "estimated_input_tokens": 30291, + "estimated_eval_tokens": 60838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated PRs; only a few soft edges are true duplicates within the same concrete fix area. The clearest duplicate groups are CohereASR loss handling, EdgeTam kwarg filtering, Whisper cache-state initialization, and two test-load fixes for MiniMax-M3-VL and DeepSeekV32.", - "confidence": 0.79, + "summary": "This cluster is mostly heterogeneous: many PRs are unrelated docs, model-addition, or infra changes that only look similar at the surface. The true duplicate pairs are the narrowly-scoped bugfix twins around CohereASR, EdgeTam, Whisper, DeepSeekV3.2, MiniMax-M3-VL, and the Mamba2 test-only OOM workaround.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46895 is the strongest canonical candidate: it makes a concrete code-path fix for CohereASR, has an explicit issue target, and has a near-identical follow-up duplicate (#46958) in the same files.", + "canonical_pr_reason": "No single issue spans the whole cluster. 46895 is the cleanest canonical PR because it has an explicit issue target and a narrowly scoped, self-contained fix in the same concrete code path as its twin.", "best_issue_reason": null, - "best_pr_reason": "PR #46895 is the best overall representative because it addresses a real runtime bug in model loss computation rather than a test-only or documentation-only change, and its duplicate pair is the cleanest same-fix match in the set.", + "best_pr_reason": "46895 is the best representative PR in this set: it is a focused bugfix with direct issue linkage, unlike the many unrelated or broad-scoped PRs in the cluster.", "soft_edge_verdicts": [ { - "left": "pull_request:46836", - "right": "pull_request:46961", + "left": "pull_request:46707", + "right": "pull_request:47025", "accept": false, - "reason": "Unlimited OCR model addition and a CI workflow for cleaning Serge patches are unrelated changes." + "reason": "Different subsystems: native FSDP2 infrastructure vs DiffusionGemma test skips/annotations." }, { - "left": "pull_request:46995", - "right": "pull_request:47003", + "left": "pull_request:46266", + "right": "pull_request:47034", + "accept": false, + "reason": "DINO conversion/mapping work is unrelated to the Neuron SFT experiment scripts and trainer changes." + }, + { + "left": "pull_request:45694", + "right": "pull_request:47069", + "accept": false, + "reason": "One fixes split_batches behavior in TrainingArguments; the other only changes the num_labels property docs/type." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47079", + "accept": false, + "reason": "Molmo2 model addition is unrelated to AltCLIP embedding-resize behavior." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46965", "accept": false, - "reason": "MLU support for flash linear attention and the OpenVINO exporter are different features in different subsystems." + "reason": "Unlimited OCR model addition and DeepSeek V4 cache handling are unrelated changes." }, { "left": "pull_request:47035", "right": "pull_request:47069", "accept": false, - "reason": "Torch compile backend defaults for Neuron and a num_labels type/doc fix are unrelated." + "reason": "Torch-compile backend defaulting to neuron is unrelated to num_labels returning None." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46961", + "accept": false, + "reason": "Unlimited OCR model addition and Serge patch normalization workflow are unrelated." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47003", + "accept": false, + "reason": "Flash-attention availability and OpenVINO exporter support are unrelated changes." }, { "left": "pull_request:46957", "right": "pull_request:46961", "accept": false, - "reason": "Finegrained FP8 generation optimization and Serge branch normalization are unrelated." + "reason": "Finegrained FP8 generation changes are unrelated to Serge branch normalization workflow." }, { "left": "pull_request:46961", "right": "pull_request:47035", "accept": false, - "reason": "Branch normalization workflow and Neuron compile backend default are unrelated." + "reason": "Workflow normalization and torch-compile backend defaults are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47025", "accept": false, - "reason": "Molmo2 model addition and Diffusion Gemma test cleanup are unrelated." + "reason": "Molmo2 model addition is unrelated to DiffusionGemma test case fixes." }, { "left": "pull_request:46912", "right": "pull_request:47077", "accept": false, - "reason": "RoPE test improvements and Japanese DistilBERT docs translation are unrelated." + "reason": "RoPE test/model work is unrelated to the Japanese DistilBERT docs translation." }, { "left": "pull_request:46707", "right": "pull_request:47077", "accept": false, - "reason": "Native FSDP2 migration and Japanese DistilBERT docs translation are unrelated." + "reason": "FSDP2 infra changes are unrelated to Japanese docs translation work." }, { "left": "pull_request:43451", "right": "pull_request:46266", "accept": false, - "reason": "Molmo2 model addition and DINO modernization are unrelated model additions/fixes." + "reason": "Molmo2 model addition and DINO conversion mapping are unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:47003", + "left": "pull_request:46196", + "right": "pull_request:46961", "accept": false, - "reason": "DINO conversion/modernization and OpenVINO exporter are unrelated." + "reason": "Wav2vec2 SDPA dispatch support is unrelated to Serge branch normalization workflow." }, { - "left": "pull_request:46196", - "right": "pull_request:46961", + "left": "pull_request:46266", + "right": "pull_request:47003", "accept": false, - "reason": "Wav2Vec2 SDPA support and Serge workflow normalization are unrelated." + "reason": "DINO conversion mapping and OpenVINO exporter support are unrelated." }, { "left": "pull_request:47069", "right": "pull_request:47082", "accept": false, - "reason": "num_labels property typing and RoMa keypoint matcher addition are unrelated." + "reason": "A config property type/doc change is unrelated to adding the RoMa model." }, { "left": "pull_request:46658", "right": "pull_request:46965", "accept": false, - "reason": "Step 3.7 Flash checkpoint work and DeepSeek V4 use_cache support are unrelated." + "reason": "Step 3.7 Flash model/script work is unrelated to DeepSeek V4 cache handling." }, { "left": "pull_request:45694", "right": "pull_request:47035", "accept": false, - "reason": "Trainer batch-size fix and Neuron compile backend default are unrelated." + "reason": "TrainingArguments formatting/split-batch fix and torch-compile backend defaulting are different issues." }, { "left": "pull_request:43451", "right": "pull_request:47078", "accept": false, - "reason": "Molmo2 model addition and Japanese docs wording tweaks are unrelated." + "reason": "Molmo2 model addition is unrelated to Japanese wording/doc translation cleanup." }, { - "left": "pull_request:46961", - "right": "pull_request:46965", + "left": "pull_request:47003", + "right": "pull_request:47078", "accept": false, - "reason": "Workflow normalization and DeepSeek V4 cache behavior are unrelated." + "reason": "OpenVINO exporter support and Japanese doc wording changes are unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46961", "accept": false, - "reason": "Step 3.7 Flash checkpoint work and Serge workflow normalization are unrelated." + "reason": "Step 3.7 Flash work is unrelated to Serge workflow normalization." }, { - "left": "pull_request:47003", - "right": "pull_request:47078", + "left": "pull_request:46961", + "right": "pull_request:46965", "accept": false, - "reason": "OpenVINO exporter and Japanese documentation wording tweaks are unrelated." + "reason": "Workflow normalization is unrelated to DeepSeek V4 use_cache support." }, { "left": "pull_request:43451", "right": "pull_request:44517", "accept": false, - "reason": "Molmo2 and Qwen3-TTS are different model additions." + "reason": "Molmo2 and Qwen3-TTS are separate model additions, not the same change." }, { "left": "pull_request:45694", "right": "pull_request:46707", "accept": false, - "reason": "Trainer batch-size fix and native FSDP2 migration are unrelated." + "reason": "TrainingArguments batch-size fix and FSDP2 module migration are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:47088", + "accept": false, + "reason": "Serge workflow normalization is unrelated to CANINE fp16 attention-mask fixes." }, { "left": "pull_request:46836", "right": "pull_request:47078", "accept": false, - "reason": "Unlimited OCR model addition and Japanese docs wording tweaks are unrelated." + "reason": "Unlimited OCR and Japanese wording/docs edits are unrelated." }, { "left": "pull_request:44517", @@ -22706,82 +22657,106 @@ "reason": "Qwen3-TTS and Unlimited OCR are separate model additions." }, { - "left": "pull_request:46961", - "right": "pull_request:47069", + "left": "pull_request:46658", + "right": "pull_request:47088", + "accept": false, + "reason": "Step 3.7 Flash work is unrelated to CANINE attention-mask dtype fixes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47088", "accept": false, - "reason": "Workflow normalization and num_labels typing are unrelated." + "reason": "Molmo2 model addition is unrelated to CANINE attention-mask fixes." }, { "left": "pull_request:44517", "right": "pull_request:47003", "accept": false, - "reason": "Qwen3-TTS and OpenVINO exporter are unrelated." + "reason": "Qwen3-TTS and OpenVINO exporter support are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46957", "accept": false, - "reason": "Molmo2 model addition and finegrained FP8 generation work are unrelated." + "reason": "Molmo2 model addition is unrelated to finegrained FP8/generation infrastructure." }, { "left": "pull_request:43451", "right": "pull_request:46961", "accept": false, - "reason": "Molmo2 model addition and Serge workflow normalization are unrelated." + "reason": "Molmo2 model addition and Serge normalization workflow are unrelated." }, { "left": "pull_request:46961", "right": "pull_request:47003", "accept": false, - "reason": "Workflow normalization and OpenVINO exporter are unrelated." + "reason": "Workflow normalization is unrelated to OpenVINO exporter support." }, { "left": "pull_request:46961", "right": "pull_request:47034", "accept": false, - "reason": "Workflow normalization and Neuron SFT experiment code are unrelated." + "reason": "Workflow normalization is unrelated to the Neuron SFT experiment work." }, { - "left": "pull_request:46912", - "right": "pull_request:46961", + "left": "pull_request:46961", + "right": "pull_request:46912", + "accept": false, + "reason": "Workflow normalization is unrelated to the RoPE tests/model changes." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47088", "accept": false, - "reason": "RoPE tests and Serge workflow normalization are unrelated." + "reason": "Unlimited OCR and CANINE attention-mask fixes are unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46895", "accept": false, - "reason": "Step 3.7 Flash model work and CohereASR loss fix are unrelated." + "reason": "Step 3.7 Flash work is unrelated to CohereASR loss shifting." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47089", + "accept": false, + "reason": "Molmo2 model addition is unrelated to AqlmConfig error-message cleanup." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47089", + "accept": false, + "reason": "OpenVINO exporter support is unrelated to AqlmConfig validation messages." }, { "left": "pull_request:44517", "right": "pull_request:47077", "accept": false, - "reason": "Qwen3-TTS model docs and Japanese DistilBERT docs are unrelated." + "reason": "Qwen3-TTS model/docs work is unrelated to Japanese DistilBERT docs translation." }, { "left": "pull_request:43451", "right": "pull_request:45694", "accept": false, - "reason": "Molmo2 model addition and trainer batch-size fix are unrelated." + "reason": "Molmo2 model addition is unrelated to TrainingArguments split-batch behavior." }, { "left": "pull_request:43451", "right": "pull_request:46895", "accept": false, - "reason": "Molmo2 model addition and CohereASR loss fix are unrelated." + "reason": "Molmo2 model addition is unrelated to CohereASR loss-shift behavior." }, { "left": "pull_request:45694", "right": "pull_request:47003", "accept": false, - "reason": "Trainer batch-size fix and OpenVINO exporter are unrelated." + "reason": "TrainingArguments split-batch fix and OpenVINO exporter support are unrelated." }, { "left": "pull_request:46895", "right": "pull_request:47003", "accept": false, - "reason": "CohereASR loss fix and OpenVINO exporter are unrelated." + "reason": "CohereASR loss fix and OpenVINO exporter support are unrelated." }, { "left": "pull_request:46836", @@ -22793,157 +22768,109 @@ "left": "pull_request:46968", "right": "pull_request:47003", "accept": false, - "reason": "Docs autolink cleanup and OpenVINO exporter are unrelated." + "reason": "Autolink doc cleanup is unrelated to OpenVINO exporter support." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Both PRs fix the same CohereASR training-loss double-shift bug in the same model code path; they only differ in implementation style." + "reason": "Same CohereASR training-loss double-shift bug; both patch the forward loss path, with only the loss implementation differing." }, { "left": "pull_request:46907", "right": "pull_request:47055", "accept": true, - "reason": "Both PRs fix the same EdgeTam issue where post-processing-only kwargs leak into the backbone forward path." - }, - { - "left": "pull_request:46949", - "right": "pull_request:47056", - "accept": true, - "reason": "Both PRs address the same Whisper cache-state initialization bug by setting the missing is_updated default." + "reason": "Same EdgeTam bug: both remove post-processing-only kwargs before calling the backbone." }, { "left": "pull_request:46950", "right": "pull_request:46971", "accept": false, - "reason": "Same model area, but one changes runtime behavior to address OOM while the other only adjusts test loading arguments; not the same concrete fix." + "reason": "46950 changes Mamba2 runtime behavior to avoid OOM; 46971 only tweaks the integration test loading call." + }, + { + "left": "pull_request:46949", + "right": "pull_request:47056", + "accept": true, + "reason": "Same Whisper attention-state initialization fix; 46949 also bundles an AudioFlamingo3 tweak, but the Whisper change is the same bug." }, { "left": "pull_request:46950", "right": "pull_request:47058", "accept": false, - "reason": "Both relate to Mamba2 test failures, but one changes model kernel selection and the other only adjusts tests; not the same underlying fix." + "reason": "Model-kernel OOM fix vs test-only loader/cache adjustments are different underlying problems." }, { "left": "pull_request:46971", "right": "pull_request:47058", - "accept": false, - "reason": "Both are test-only Mamba2 changes, but they target different adjustments rather than one shared concrete bug." + "accept": true, + "reason": "Both are the same Mamba2 integration-test OOM workaround, just with slightly different test-environment tweaks." }, { "left": "pull_request:46926", "right": "pull_request:47054", "accept": true, - "reason": "Both PRs add the same offload_folder workaround to the same MiniMax-M3-VL integration test loader." + "reason": "Same MiniMax-M3-VL load_error test fix: both add an offload folder to the same loader path." }, { "left": "pull_request:46908", "right": "pull_request:47057", "accept": true, - "reason": "Both PRs make the same DeepSeekV32 test loader fix by adding offload_folder in the same test file." + "reason": "Same DeepSeekV3.2 load_error test fix: both add a temporary offload folder to the same loading calls." }, { "left": "pull_request:46949", "right": "pull_request:46950", "accept": false, - "reason": "Whisper cache-state fix and Mamba2 OOM fix are unrelated." - }, - { - "left": "pull_request:47054", - "right": "pull_request:47057", - "accept": false, - "reason": "MiniMax-M3-VL and DeepSeekV32 are different test failures in different models." - }, - { - "left": "pull_request:46949", - "right": "pull_request:46951", - "accept": false, - "reason": "Whisper model fix and PEFT integration change are unrelated." - }, - { - "left": "pull_request:46927", - "right": "pull_request:46949", - "accept": false, - "reason": "GLM46V input-id handling and Whisper cache-state initialization are unrelated." + "reason": "Whisper/AudioFlamingo3 cache-state init and Mamba2 OOM behavior are unrelated bugs." }, { "left": "pull_request:46907", "right": "pull_request:47054", - "accept": false, - "reason": "EdgeTam kwargs filtering and MiniMax-M3-VL test load workaround are unrelated." - }, - { - "left": "pull_request:46908", - "right": "pull_request:47054", - "accept": false, - "reason": "DeepSeekV32 test loader fix and MiniMax-M3-VL test loader fix are different model-specific issues." - }, - { - "left": "pull_request:47055", - "right": "pull_request:47057", - "accept": false, - "reason": "EdgeTam kwargs filtering and DeepSeekV32 test loader fix are unrelated." - }, - { - "left": "pull_request:46907", - "right": "pull_request:47056", - "accept": false, - "reason": "EdgeTam kwargs filtering and Whisper cache-state initialization are unrelated." + "accept": true, + "reason": "Same EdgeTam kwarg-cleanup bug; 47054 is just a slightly expanded version of the same fix." }, { - "left": "pull_request:47054", - "right": "pull_request:47056", + "left": "pull_request:46986", + "right": "pull_request:47006", "accept": false, - "reason": "MiniMax-M3-VL test workaround and Whisper cache-state fix are unrelated." + "reason": "These target different models and different failures: glm_ocr output mismatch vs gemma3 generation behavior." }, { "left": "pull_request:47054", - "right": "pull_request:47058", - "accept": false, - "reason": "MiniMax-M3-VL test workaround and Mamba2 test OOM workaround are unrelated." - }, - { - "left": "pull_request:47055", - "right": "pull_request:47057", - "accept": false, - "reason": "EdgeTam kwargs filtering and DeepSeekV32 test workaround are unrelated." + "right": "pull_request:47055", + "accept": true, + "reason": "Same EdgeTam post-processing-kwargs bug; both patches clean the backbone call site." }, { - "left": "pull_request:46907", + "left": "pull_request:46970", "right": "pull_request:47006", "accept": false, - "reason": "EdgeTam kwargs filtering and Gemma3 generation tweaks are unrelated." - }, - { - "left": "pull_request:46907", - "right": "pull_request:46970", - "accept": false, - "reason": "EdgeTam kwargs filtering and MusicGen Melody test/output fix are unrelated." + "reason": "MusicGen Melody output-mismatch fixes and Gemma3 generation-utils changes are unrelated." }, { - "left": "pull_request:46907", + "left": "pull_request:46970", "right": "pull_request:46986", "accept": false, - "reason": "EdgeTam kwargs filtering and GLM-OCR test/output fix are unrelated." + "reason": "MusicGen Melody and glm_ocr are different model/test failures, not the same change." }, { - "left": "pull_request:46707", - "right": "pull_request:47034", + "left": "pull_request:47057", + "right": "pull_request:47058", "accept": false, - "reason": "FSDP2 migration and Neuron SFT experiment code are unrelated." + "reason": "DeepSeekV3.2 load_error tests and Mamba2 OOM test fixes are unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:47062", + "left": "pull_request:46957", + "right": "pull_request:47003", "accept": false, - "reason": "Unlimited OCR model addition and IMDb link documentation fix are unrelated." + "reason": "Finegrained FP8/generation changes are unrelated to OpenVINO exporter support." }, { - "left": "pull_request:46658", - "right": "pull_request:46836", + "left": "pull_request:47055", + "right": "pull_request:47056", "accept": false, - "reason": "Step 3.7 Flash model work and Unlimited OCR model addition are unrelated." + "reason": "EdgeTam kwarg cleanup and Whisper attention-state init are different model bugs." } ] }, @@ -22965,7 +22892,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-49", + "cluster_id": "cluster-40546-53", "nodes": [ "pull_request:40546", "pull_request:43451", @@ -22973,17 +22900,36 @@ "pull_request:46658", "pull_request:46707", "pull_request:46836", + "pull_request:46907", "pull_request:46912", + "pull_request:46970", + "pull_request:46986", "pull_request:47003", + "pull_request:47006", "pull_request:47034", "pull_request:47035", + "pull_request:47054", + "pull_request:47055", + "pull_request:47056", + "pull_request:47057", + "pull_request:47058", + "pull_request:47062", "pull_request:47077" ], "soft_pairs": [ + "pull_request:47054|pull_request:47056", + "pull_request:47054|pull_request:47058", + "pull_request:47055|pull_request:47057", + "pull_request:46907|pull_request:47006", + "pull_request:46907|pull_request:46970", + "pull_request:46970|pull_request:47055", + "pull_request:46907|pull_request:46986", + "pull_request:46707|pull_request:47034", + "pull_request:46836|pull_request:47062", + "pull_request:46658|pull_request:46836", "pull_request:43451|pull_request:46836", "pull_request:43451|pull_request:47077", "pull_request:46836|pull_request:47003", - "pull_request:46707|pull_request:46836", "pull_request:40546|pull_request:43451", "pull_request:43451|pull_request:46196", "pull_request:46196|pull_request:47003", @@ -22998,130 +22944,184 @@ "pull_request:46912|pull_request:47003", "pull_request:43451|pull_request:46707" ], - "prepared_review_unit_hash": "a8c0e50a31796fa5235dd72bc76ed562c97dbfbde4f405edf1078c5a504ee29b", + "prepared_review_unit_hash": "d625a770c19e21290858b4df8231996f712efa30830d045e5cbe55fea4ed6aad", "component_budget": { - "node_count": 49, - "item_count": 49, - "soft_pair_count": 161, - "serialized_chars": 179914, - "estimated_input_tokens": 44979, - "estimated_eval_tokens": 90214 + "node_count": 53, + "item_count": 53, + "soft_pair_count": 170, + "serialized_chars": 191265, + "estimated_input_tokens": 47817, + "estimated_eval_tokens": 95890 }, "budget": { - "node_count": 11, - "item_count": 11, - "soft_pair_count": 17, - "serialized_chars": 36694, - "estimated_input_tokens": 9174, - "estimated_eval_tokens": 18604 + "node_count": 21, + "item_count": 21, + "soft_pair_count": 26, + "serialized_chars": 62026, + "estimated_input_tokens": 15507, + "estimated_eval_tokens": 31270 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft edges are mostly false positives from broad Transformers scaffolding similarity (docs, auto mappings, model integrations, exporters, and training tweaks). None of the PR pairs look like the same underlying change or bug fix.", - "confidence": 0.96, + "summary": "These PRs are mostly unrelated model additions, docs updates, exporter work, and test-specific fixes that only share broad lexical similarity. None of the soft edges looks like the same concrete bug/change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the set is heterogeneous, spanning unrelated model additions, exporter work, distributed/FSDP, Neuron, RoPE testing, and docs translation.", + "canonical_pr_reason": "PR 43451 is the most central hub in the similarity graph, but the cluster is heterogeneous and not a true duplicate set; it is only the broadest model-addition representative.", "best_issue_reason": null, - "best_pr_reason": "No PR is a good global duplicate target; 43451 is the most connected, but its links are driven by generic model-integration similarity rather than the same concrete code change.", + "best_pr_reason": "PR 43451 is the most connected representative by overlap with several other model-addition PRs, but it should not be treated as a duplicate anchor because the paired PRs address different models and changes.", "soft_edge_verdicts": [ { - "left": "pull_request:43451", - "right": "pull_request:46836", + "left": "pull_request:47054", + "right": "pull_request:47056", "accept": false, - "reason": "Molmo2 integration vs Unlimited OCR integration: both touch shared auto/docs plumbing, but they are different model additions and not the same change." + "reason": "Different models and failures: MiniMax-M3-VL load_error vs Whisper output mismatch." }, { - "left": "pull_request:43451", - "right": "pull_request:47077", + "left": "pull_request:47054", + "right": "pull_request:47058", "accept": false, - "reason": "Molmo2 model integration vs Japanese DistilBERT documentation translation; completely different scope." + "reason": "Different models and root causes: MiniMax-M3-VL load_error vs Mamba2 OOM." }, { - "left": "pull_request:46836", - "right": "pull_request:47003", + "left": "pull_request:47055", + "right": "pull_request:47057", + "accept": false, + "reason": "Different models and test failures: EdgeTam import_or_config vs DeepSeekV32 load_error." + }, + { + "left": "pull_request:46907", + "right": "pull_request:47006", + "accept": false, + "reason": "EdgeTam test import fix is unrelated to Gemma3 generation/cache behavior." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46970", "accept": false, - "reason": "Unlimited OCR model integration vs OpenVINO exporter support; unrelated features and code paths." + "reason": "EdgeTam processor-kwarg cleanup is unrelated to MusicGen-Melody output mismatch." + }, + { + "left": "pull_request:46970", + "right": "pull_request:47055", + "accept": false, + "reason": "MusicGen-Melody output mismatch and EdgeTam import_or_config are different issues." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46986", + "accept": false, + "reason": "EdgeTam post-processing kwarg handling is unrelated to GLM-OCR list-output mismatch." }, { "left": "pull_request:46707", + "right": "pull_request:47034", + "accept": false, + "reason": "FSDP2 migration work and Neuron SFT scripts are different feature areas despite both touching trainer code." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47062", + "accept": false, + "reason": "Unlimited OCR model integration is unrelated to an IMDb documentation link fix." + }, + { + "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Native FSDP2 migration vs Unlimited OCR model addition; no shared underlying bug or feature." + "reason": "Step-3.7 Flash conversion/model work is unrelated to Unlimited OCR integration." }, { - "left": "pull_request:40546", - "right": "pull_request:43451", + "left": "pull_request:43451", + "right": "pull_request:46836", "accept": false, - "reason": "VibeVoice and Molmo2 are distinct model additions with different implementations; similarity is only superficial model-doc/auto boilerplate." + "reason": "Molmo2 and Unlimited OCR are separate model integrations with different codepaths." }, { "left": "pull_request:43451", - "right": "pull_request:46196", + "right": "pull_request:47077", "accept": false, - "reason": "Molmo2 addition vs wav2vec2 SDPA dispatch support; different model families and different problems." + "reason": "Molmo2 integration is unrelated to Japanese DistilBERT documentation translation." }, { - "left": "pull_request:46196", + "left": "pull_request:46836", "right": "pull_request:47003", "accept": false, - "reason": "wav2vec2 attention dispatch change vs OpenVINO exporter addition; different code paths and goals." + "reason": "Unlimited OCR integration and OpenVINO exporter support are different changes." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice and Molmo2 are distinct model additions with no shared bug or change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46196", + "accept": false, + "reason": "Molmo2 integration and wav2vec2 SDPA dispatch are unrelated model changes." }, { "left": "pull_request:43451", "right": "pull_request:46658", "accept": false, - "reason": "Molmo2 integration vs Step-3.7-Flash implementation; separate model support work, not a duplicate." + "reason": "Molmo2 integration is unrelated to Step-3.7 Flash conversion/model scaffolding." }, { "left": "pull_request:46658", "right": "pull_request:47003", "accept": false, - "reason": "Step-3.7-Flash model conversion/support vs OpenVINO exporter support; unrelated changes." + "reason": "Step-3.7 Flash model conversion and OpenVINO exporter work are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 model support and OpenVINO exporter support are different features with no shared concrete bug." + "reason": "Molmo2 model integration is unrelated to OpenVINO exporter support." }, { "left": "pull_request:43451", "right": "pull_request:47034", "accept": false, - "reason": "Molmo2 model addition vs Neuron LoRA finetuning experiment; unrelated." + "reason": "Molmo2 model integration is unrelated to Neuron SFT training scripts." }, { "left": "pull_request:43451", "right": "pull_request:47035", "accept": false, - "reason": "Molmo2 integration vs torch_compile backend defaulting to neuron; different area and purpose." + "reason": "Molmo2 integration is unrelated to the torch-compile Neuron backend default." }, { "left": "pull_request:43451", "right": "pull_request:46912", "accept": false, - "reason": "Molmo2 support vs RoPE test expansion; not the same underlying code change." + "reason": "Molmo2 model integration is unrelated to RoPE test coverage changes." }, { "left": "pull_request:47003", "right": "pull_request:47034", "accept": false, - "reason": "OpenVINO exporter work vs Neuron SFT experiment; different accelerator stacks and code paths." + "reason": "OpenVINO exporter support and Neuron SFT work are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47035", "accept": false, - "reason": "OpenVINO exporter vs neuron torch-compile backend default; unrelated changes." + "reason": "OpenVINO exporter support is unrelated to torch-compile Neuron backend selection." }, { "left": "pull_request:46912", "right": "pull_request:47003", "accept": false, - "reason": "RoPE test coverage changes vs OpenVINO exporter addition; only broad framework overlap, no duplicate change." + "reason": "RoPE tests and OpenVINO exporter support are unrelated changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46707", + "accept": false, + "reason": "Molmo2 integration is unrelated to native FSDP2 migration work." } ] }, @@ -23151,7 +23151,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "75805a904b40bfb70d8349bf3d67b7763cd5d1ec651ffaa2cf2ae3797190574f", + "prepared_review_unit_hash": "8e69a6a80f8b67bb2d588c96ca1d30baf6b89778ea15cf37a0b0c266b74212d6", "component_budget": { "node_count": 2, "item_count": 2, @@ -23173,18 +23173,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two open PRs are not duplicates: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. The overlap is only that both are model feature additions.", + "summary": "These two PRs are unrelated feature additions in different subsystems, so they should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR; the two PRs target different models, code paths, and user-facing features.", + "canonical_pr_reason": "No single canonical PR for the cluster: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for deduplication here, because the changes are unrelated and should remain separate.", + "best_pr_reason": "#41224 is the more self-contained PR, with a narrowly scoped model capability addition and focused file changes.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families and different functionality: TimesFM forecasting with covariates vs. DINOv3 image classification support. They do not fix the same underlying problem and would not plausibly merge into one PR." + "reason": "Different models and code paths: TimesFM covariate regression versus DINOv3 image classification. They are not the same underlying change." } ] }, @@ -23305,12 +23305,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "e5c2a315b4121a1e29512da26b5e40eb26ad49cc5b521465eb457644e8e31893", + "prepared_review_unit_hash": "3aea998798abf6206fbe55d75be9b589db6fdf3ab6c36578764a4ae70ef4e96d", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34783, + "serialized_chars": 34784, "estimated_input_tokens": 8696, "estimated_eval_tokens": 17648 }, @@ -23318,7 +23318,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34783, + "serialized_chars": 34784, "estimated_input_tokens": 8696, "estimated_eval_tokens": 17648 }, @@ -23327,126 +23327,126 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated PRs that only look similar at a high level. The only true duplicate/same-change pair is the two `fixed_cross_entropy` PRs (#43251 and #43254), which both patch the same function in the same file to forward supported `cross_entropy` kwargs. Everything else targets different models, docs, tests, or subsystems and should not be merged as duplicates.", - "confidence": 0.97, + "summary": "Mostly unrelated PRs grouped by soft similarity only; the only true duplicate-like pair is the fixed_cross_entropy kwargs change (43251/43254).", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#43254 is the cleaner canonical PR for the duplicate pair: it directly adds supported kwargs to `fixed_cross_entropy` in one place and the title matches the actual change without the issue-specific framing.", + "canonical_pr_reason": "If a representative is needed, 43254 is the cleanest exemplar of the only real duplicate pair; otherwise the cluster is too heterogeneous to have a single canonical PR.", "best_issue_reason": null, - "best_pr_reason": "#43254 is the best PR to represent the duplicate change because it is the narrower, clearer implementation of the same `fixed_cross_entropy` fix and cleanly subsumes #43251.", + "best_pr_reason": "43254 is the best overall representative because it cleanly captures the concrete fixed_cross_entropy kwargs fix, while the other PRs are about unrelated subsystems.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Both mention tokenizer/export-style functionality, but they change different code paths and different features; not the same bug or change." + "reason": "Tokenizer method additions vs Executorch dynamic-shape export tests; unrelated changes." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer method additions and MobileLLM model addition are unrelated." + "reason": "Mistral tokenizer API additions vs adding MobileLLM; different models and code paths." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both touch processor/model-loading plumbing, but one is a processor auto-loading fix and the other is a new model implementation; not the same fix." + "reason": "Processor auto-loading robustness vs new MobileLLM model support; not the same bug or change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy loss kwargs vs. adding a new model are completely different changes." + "reason": "Loss utility kwargs forwarding vs adding MobileLLM; unrelated functionality." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss helper kwargs fix and Mistral4 test/model updates are unrelated code paths." + "reason": "Cross-entropy kwargs handling vs Mistral4 test fixes; different concrete problems." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export dynamic-shape testing and Mistral4 fixes are not the same underlying change." + "reason": "Executorch export test coverage vs Mistral4 test fixes; not duplicate work." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Export test coverage and MobileLLM model addition are unrelated." + "reason": "Executorch dynamic-shape test vs MobileLLM model addition; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model support and config-resolution ordering fix do not address the same issue." + "reason": "New MobileLLM model support vs config resolution order fix; different code paths." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-interface refactor are different model-specific changes." + "reason": "Adding MobileLLM vs Falcon output-interface refactor; not the same change." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon forward refactor and the model-creation skill are unrelated." + "reason": "Falcon model refactor vs model-creation skill/doc tooling; unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output collection refactor and Mistral4 test fixes are different model subsystems." + "reason": "Falcon output collection refactor vs Mistral4 test fixes; different model code." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and `layrnorm`->`layernorm` renaming are different changes, even if both are model-related." + "reason": "Mistral4 test/model wiring vs layrnorm->layernorm rename across CLIP-like models; separate issues." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 fixes and chat parsing updates are unrelated." + "reason": "Mistral4 fixes vs chat parsing/serve updates; unrelated subsystems." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes and TDT loss kernel integration are different concrete code paths." + "reason": "Mistral4 test fixes vs TDT loss kernel integration; different concrete code paths." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 changes and config-resolution ordering fix are unrelated." + "reason": "Mistral4 test fixes vs config resolution order fix; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "A model-specific fix and a repository-wide model-creation skill are not the same change." + "reason": "Mistral4 test fixes vs new-model skill scaffolding; not a duplicate." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New model support and the model-creation skill are not duplicates; one adds a model, the other adds tooling/docs for creating models." + "reason": "MobileLLM model addition vs model-creation skill/docs; the latter is tooling, not the same feature." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to forward supported `nn.functional.cross_entropy` kwargs for the same fixed-cross-entropy bug, and they could plausibly be merged into one change." + "reason": "Both patch the same fixed_cross_entropy path to support kwargs (weight/label_smoothing) and target the same underlying issue 43240; they are plausibly mergeable into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted duplicate pair (#43251/#43254) is clearly mergeable into one PR for the same `fixed_cross_entropy` bugfix. The other soft-edge rejections are conservative and do not overstate similarity." + "feedback": "The summary is grounded in the packet and stays conservative. The only mergeable duplicate-like pair is indeed 43251/43254: both touch src/transformers/loss/loss_utils.py, share issue target 43240, and make the same fixed_cross_entropy kwargs change. The remaining pairwise rejections are supported by the differing files/titles and do not overclaim duplication." }, "evaluator_used": true, "retried": false, @@ -23473,7 +23473,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "30beb12277af8bbf922206caa8542b193b8b3f9d17b314decb8489c3d367e0f6", + "prepared_review_unit_hash": "60601cb7e7101e7c657ff26ff580304d64077359925772feac58e667dcfa780e", "component_budget": { "node_count": 2, "item_count": 2, @@ -23495,18 +23495,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate maintenance PRs that both update GitHub Actions, but they target different action families and workflows. They overlap in files because several workflows need dependency bumps, not because they fix the same underlying change.", - "confidence": 0.84, + "summary": "Two workflow-dependency upgrade PRs overlap in files but address different action families and different upgrade goals; they should not be treated as duplicates.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42976 is the better canonical representative because it is the broader umbrella upgrade and its title matches the shared theme of updating workflow actions across multiple files.", + "canonical_pr_reason": "pull_request:42975 is the better canonical representative because it is the broader workflow-actions compatibility upgrade focused on Node 24, while pull_request:42976 is a narrower Docker action version bump.", "best_issue_reason": null, - "best_pr_reason": "PR #42976 is the best PR for the cluster since it is the most generic and central of the two action-upgrade changes, covering a wider set of workflow maintenance updates.", + "best_pr_reason": "pull_request:42975 is the strongest overall representative of the cluster\u2019s theme due to its wider scope across many workflow files and clearer compatibility-driven intent.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: these are different upgrades. #42975 bumps checkout/cache/upload-artifact for Node 24 compatibility, while #42976 bumps docker/build-push-action and related workflow actions. Shared workflow filenames alone do not indicate the same code-path problem or a single mergeable PR." + "reason": "Both are CI/workflow dependency bumps, but they touch different actions and different problems: Node 24 compatibility for GitHub actions versus upgrading docker/build-push-action and related workflow versions. Shared workflow files alone is not enough to treat them as the same underlying change." } ] }, @@ -23541,12 +23541,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "08cfc751da8ee5a19a849299746aefbe74e820b6f56e1d0d8b85044ea1706a81", + "prepared_review_unit_hash": "3a2a222d1004a1143572b48b5c7db28cc76ff12522a70d934cba75114ad239ca", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13046, + "serialized_chars": 13047, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -23554,7 +23554,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13046, + "serialized_chars": 13047, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -23563,36 +23563,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are separate model-addition PRs, not duplicates: they each introduce a different model family and only overlap on shared Transformers boilerplate, auto-mapping, docs, and test scaffolding.", - "confidence": 0.98, + "summary": "All four artifacts are separate model-addition PRs for different architectures, not duplicates. The similarity is mostly from shared framework files like auto-mappings, docs TOC, and repo checks, which is expected for new model integrations.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR for deduplication: each PR introduces a different model family and fixes/implements different code paths, so they should not be merged as one change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 45490 is the closest representative only in the sense that it is a substantial standalone model addition with broad integration work, but it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo); shared files are generic registry/docs changes, not the same underlying fix." + "reason": "ViT NEPA and Molmo are unrelated model implementations; overlap is limited to shared scaffolding in auto/docs files, not the same code-path change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions (ViT NEPA vs CTSM) with only broad auto/docs overlap." + "reason": "ViT NEPA and CTSM add different models for different tasks; shared auto-registration files are expected and do not indicate the same bug or fix." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model implementations; overlap is limited to common integration files." + "reason": "Molmo and CTSM are distinct model additions with different filenames, configs, and tests; they are not plausibly a single merged PR." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step 3.7 Flash target different model code paths; similar framework plumbing is insufficient to treat them as duplicates." + "reason": "CTSM and Step3p7 touch some of the same auto/docs infrastructure, but they implement different models and do not share a concrete underlying change." } ] }, @@ -23641,130 +23641,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "90a9a2612edc13d3d8fb1222db3f89edfa981a4c562080e4dab29e96b50eb9b0", + "prepared_review_unit_hash": "2bbb71e87183a5d0301c9e48631e127e0243db7ab98278018c58fad5d16ddcbe", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19594, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19604, - "estimated_input_tokens": 4901, - "estimated_eval_tokens": 10058 + "serialized_chars": 19594, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated fix PRs spanning different models/subsystems and test-only changes; only the two YOLOS PRs target the same device-mismatch issue and overlap on the same file/issue.", - "confidence": 0.97, + "summary": "This cluster is mostly heterogeneous and not duplicate-heavy: most PRs are unrelated test, infra, or subsystem fixes. The only clear overlap is the YOLOS device-mismatch pair (#46886/#46922).", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the strongest representative of the only true duplicate pair: it fixes the YOLOS device-mismatch path directly and also includes the no-split-module adjustment, making it the more complete version of the shared change.", + "canonical_pr_reason": "PR #46922 is the best representative of the only true duplicate pair: it directly fixes the YOLOS device-mismatch path and includes the supporting model-splitting change, whereas the rest of the cluster is unrelated.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the best single representative for the cluster because it contains the most complete YOLOS fix; the other PRs are separate fixes in unrelated areas or test scaffolding.", + "best_pr_reason": "PR #46922 is the strongest standalone PR here: it is focused, has an explicit issue target, and fixes a concrete runtime bug in YOLOS rather than test or infrastructure noise.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-related, but they affect different models and different codepaths; they do not look like the same underlying bug or change." + "reason": "Both are test-only PRs, but they target different models and different test failures; no shared underlying bug or code path." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenization/test changes and FP8 dequant/loading changes are unrelated subsystems and problems." + "reason": "Whisper tokenizer/test cleanup and FP8 dequant loading changes are unrelated changes to different subsystems." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper decoding changes and generation watermarking validation are different features/bugs." + "reason": "Whisper decode/test work does not match generation-config watermark validation; different bug classes and code paths." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenizer fixes and YOLOS device-mismatch fixes are unrelated." + "reason": "Whisper tokenization/tests and YOLOS device-mismatch fixes are unrelated model-specific changes." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "These are both test/CI-flavored, but one is CLIP/ViT test noise and the other is Phimoe CI memory handling; not the same change." + "reason": "Dummy model test edits are not the same as the Phimoe CI memory/device-map integration fix." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "CLIP/ViT test edits do not match the FP8 dequant/model-loading fix." + "reason": "These touch unrelated areas: model test scaffolding versus FP8 quantization/dequantization internals." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Different model tests and different runtime bug; no shared concrete codepath." + "reason": "CLIP/ViT test edits are not the same underlying issue as generation config watermark conversion." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "CLIP/ViT test changes are unrelated to the YOLOS runtime device mismatch." + "reason": "Test-only changes for CLIP/ViT are unrelated to YOLOS runtime device placement." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 quantization/loading changes and Phimoe CI memory adjustments address different issues." + "reason": "FP8 dequantization fixes and Phimoe CI runner-memory setup address different failure modes." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "These touch unrelated generation/watermarking vs FP8 dequantization codepaths." + "reason": "One is FP8 kernel/loading logic, the other is generation-config validation; no same concrete bug." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 dequantization and YOLOS device placement are different bugs in different modules." + "reason": "FP8 dequantization and YOLOS device mismatch are separate model/runtime issues." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation-config watermarking validation and CI memory limits are unrelated." + "reason": "Generation watermark-config validation and Phimoe CI environment fixes are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Watermarking config validation and YOLOS device mismatch are separate issues." + "reason": "Generation config dict conversion is not the same underlying problem as YOLOS tensor device placement." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI instance-sharing memory fixes do not overlap with the YOLOS model device mismatch bug." + "reason": "CI memory-limit adjustments for Phimoe do not fix the YOLOS model device mismatch." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs target the same YOLOS device_map='auto' mismatch in the same model file and share issue 46869; 46922 is the broader, more complete fix." + "reason": "Both PRs fix the same YOLOS device-mismatch issue in the same file and can plausibly be merged into one change; #46922 subsumes the more minimal #46886." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only clearly mergeable duplicate pair is 46886/46922: they share the same YOLOS file and issue target, and 46922 is the more complete fix. The other verdicts are appropriately cautious and do not overclaim shared bugfixes across unrelated subsystems or test-only changes." + "feedback": "The summary is grounded in the packet: most PRs are indeed heterogeneous test/infra/subsystem changes, and the only clearly mergeable duplicate-looking pair is 46886/46922 on the same YOLOS device-mismatch fix. The soft-edge verdicts are conservative rather than overstated, and the accepted YOLOS pair looks mergeable into a single bugfix PR." }, "evaluator_used": true, "retried": false, @@ -23794,12 +23794,12 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "5964b75089063d1b6b4a1a8108d91511117d623d73a0f1331e89af4b08287457", + "prepared_review_unit_hash": "914a2f9153dfeb38026ca290d53aa804ccaef7dd28dd0945ddef989f3e45f865", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, + "serialized_chars": 6350, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -23807,7 +23807,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, + "serialized_chars": 6350, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -23816,30 +23816,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated open PRs with similar test/demonstration framing, but they change different subsystems and code paths: packaging/test deps, workflow tooling, and a security-gate workflow. They should not be clustered as duplicates.", - "confidence": 0.96, + "summary": "All three are similarly titled test/placeholder PRs, but the actual changes are different: repo-bot/version/dependency tweaks, workflow/test harness edits, and a security-gate workflow trigger change. They should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits: the PRs target different files and behaviors, and the overlap is mostly superficial ('don\u2019t merge' / testing-oriented titles).", + "canonical_pr_reason": "Pull request 46747 is the most self-contained and concrete change in the set: a single workflow file switching the security gate from pull_request_target to pull_request.", "best_issue_reason": null, - "best_pr_reason": "None of the PRs is a good representative duplicate for the others; 46747 is the most isolated and specific, but it does not subsume the others' changes.", + "best_pr_reason": "PR 46747 is the best representative because it has the narrowest, clearest code change and the least noisy test/dummy scaffolding compared with the other two.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes entirely: 43488 touches setup/dependency/versioning and a Vit test, while 46747 only switches a workflow trigger. Same broad repo only, not the same underlying fix." + "reason": "Different underlying changes: 43488 edits setup/versioning and test dependencies, while 46747 only changes the PR security-gate workflow trigger." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 is a packaging/versioning and test tweak; 43532 rewrites several CI/workflow files and helper code. The shared Vit test file is incidental and they do not address one concrete bug." + "reason": "Not the same fix or code path: 43488 is about setup.py/dependency/version changes, whereas 43532 rewrites several CI/workflow and testing files." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "43532 is a broad CI/testing-related workflow change across multiple files, whereas 46747 is a single workflow trigger change for a security gate. Not the same code-path problem." + "reason": "These touch different workflow logic and goals; 43532 is a broad CI/test harness change, while 46747 is a focused security-gate trigger adjustment." } ] }, @@ -23869,7 +23869,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "72785dcc2ecb4055466f3d059114e65a284bc3ea15324e82ea7ae41eb0b25720", + "prepared_review_unit_hash": "abfc2e391d3aa89915fc6aeeccf43da6e763ef72c632c33d3a38a46670301e78", "component_budget": { "node_count": 2, "item_count": 2, @@ -23891,18 +23891,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate PRs add different segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share some scaffolding, but the underlying tasks, model integrations, and filenames differ enough that they should not be treated as duplicates.", - "confidence": 0.94, + "summary": "These are two separate pipeline-addition PRs for different segmentation tasks: promptable concept segmentation vs promptable visual segmentation. They share scaffolding files and docs patterns, but they target different underlying model/code paths and should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR: these are distinct pipeline additions for different segmentation tasks, not the same change.", + "canonical_pr_reason": "PR #43613 is the broader representative in this cluster: it adds the promptable visual segmentation pipeline with more model/test coverage and a larger implementation surface.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the broader implementation, with more model integrations and test coverage, so it is the better representative of the cluster if one must be chosen.", + "best_pr_reason": "PR #43613 is the best representative because it is the more substantial and fully fleshed-out pipeline addition, with wider model support and more associated tests/docs.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Similar documentation and pipeline scaffolding, but they implement different concrete features: promptable concept segmentation vs promptable visual segmentation. The codepaths and supported models differ, so they are not the same change and should not be merged as duplicates." + "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation. The shared docs/registry plumbing is generic, but the pipeline implementations and supported model families differ, so they are not the same change." } ] }, @@ -23932,7 +23932,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "55381758a600d853c6bf3e42e097780ace5ad2d4d697435191e86779830c3132", + "prepared_review_unit_hash": "91d5caab0b9c2a5173f4fd07229d0d92320b712ab874368adb73e2d899d756ae", "component_budget": { "node_count": 2, "item_count": 2, @@ -23954,18 +23954,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open Trainer PRs touch the same file but target different code paths: gradient-accumulation loss scaling vs. signature-column filtering/extensibility. They are not duplicates.", - "confidence": 0.98, + "summary": "Both PRs touch `trainer.py`, but they address different trainer extension points: `43651` changes gradient-accumulation loss scaling, while `43663` refactors signature-column filtering for custom trainers. Same subsystem, different underlying changes.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "43651 is the more concrete Trainer behavior change and a reasonable representative if a single PR must be chosen; 43663 is a separate refactor for column filtering override support.", + "canonical_pr_reason": "No single canonical PR for a duplicate cluster here: the two PRs are unrelated changes. If forced to pick a representative, `43651` is the more concrete bug fix, but it should not be merged with `43663` as a duplicate.", "best_issue_reason": null, - "best_pr_reason": "43651 has the clearest user-facing effect and the narrowest, self-contained fix. 43663 addresses an unrelated Trainer internals override point.", + "best_pr_reason": "`43651` is the stronger standalone representative because it fixes a specific training-step loss-scaling behavior, whereas `43663` is a separate refactor for column filtering extensibility.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Same file, but different underlying changes: loss scaling in training_step versus extracting signature column logic for custom trainers. They do not fix the same bug and would not plausibly merge into one PR as duplicates." + "reason": "Different code paths and goals: GA loss scaling vs. signature column filtering. Shared file/subsystem alone is not enough to treat them as the same change." } ] }, @@ -23995,7 +23995,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "357fa24686907c77394b052ca57bd66a1343a37853040561312230cce5bb0a38", + "prepared_review_unit_hash": "1ac980e3e540a216ad373060508138caf036fc318be9f0f8b9f53918c8a372f0", "component_budget": { "node_count": 2, "item_count": 2, @@ -24017,24 +24017,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same file and both mention TypeAdapter, but they address different failure modes: one is a general CLI type-annotation NameError cleanup, the other is specifically a pydantic-optional import/type-hint issue.", - "confidence": 0.91, + "summary": "The two PRs are related because they touch the same module and both involve TypeAdapter/annotation handling, but they are not clearly the same single fix. PR 43656 also introduces `from __future__ import annotations` and broader annotation cleanup, while PR 43842 is a narrower `TYPE_CHECKING`/quoted-annotation fix for a different runtime-import edge case.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the more specific and concrete fix: it localizes the TypeAdapter import under TYPE_CHECKING and quotes the annotation, matching the explicit failure mode in its title.", + "canonical_pr_reason": "PR 43842 is the most focused representative: it directly fixes the TypeAdapter NameError path with a minimal `TYPE_CHECKING` import/quoted annotation change, without broader annotation refactoring.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative of the cluster because it has the clearest, narrow bug description and the most directly targeted code change.", + "best_pr_reason": "PR 43842 is the best representative because it targets the concrete runtime failure more narrowly than 43656, making it the clearest standalone bugfix in the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Do not merge: they overlap in file and symbol, but they appear to fix different NameError causes. PR 43656 is a broader typing/runtime-annotation adjustment, while PR 43842 specifically addresses missing-pydantic import handling for TypeAdapter." + "reason": "Related but not clearly the same mergeable change set: 43656 adds future-annotations and wider cleanup, while 43842 is a narrower TypeAdapter import/annotation fix. The evidence does not show one underlying bugfix that would safely collapse into a single PR." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the relationship between the PRs. The packet only shows both touch `src/transformers/cli/serve.py` and both mention `TypeAdapter`, but PR 43656 also adds `from __future__ import annotations` and broad annotation cleanup, while PR 43842 is a narrower `TYPE_CHECKING`/quoted-annotation fix. That makes them related, but not clearly the same single bugfix or safely mergeable as one change set on the evidence shown. The soft-pair verdict should be more conservative." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -24165,8 +24168,8 @@ "pull_request:44019|pull_request:44085", "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", - "pull_request:44018|pull_request:44116", "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", "pull_request:44068|pull_request:44116", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", @@ -24187,8 +24190,8 @@ "pull_request:44017|pull_request:44071", "pull_request:44073|pull_request:44161", "pull_request:44073|pull_request:44101", - "pull_request:44059|pull_request:44071", "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", "pull_request:44018|pull_request:44059", "pull_request:44059|pull_request:44066", "pull_request:44101|pull_request:44161", @@ -24221,20 +24224,20 @@ "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074" ], - "prepared_review_unit_hash": "a688cb472b6e4f0f0d1443220e45596f055f3667dd9ec529b9d4559ed10fbd11", + "prepared_review_unit_hash": "993e3b3852e5b3a67b4481d25d8395e90d63061947bac99e4f8a96ab7f92ed29", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84107, - "estimated_input_tokens": 21027, - "estimated_eval_tokens": 42310 + "serialized_chars": 84111, + "estimated_input_tokens": 21028, + "estimated_eval_tokens": 42312 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76930, + "serialized_chars": 76932, "estimated_input_tokens": 19233, "estimated_eval_tokens": 38722 }, @@ -24243,375 +24246,369 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a standardized output-tracing refactor wave spread across many unrelated model implementations. The true overlaps are concentrated in the GPT-Neo line and the GPTJ/CodeGen line; a few other cross-model pairs are high-similarity but still read as separate model-specific refactors rather than mergeable duplicates.", - "confidence": 0.72, + "summary": "This cluster is mostly a set of model-specific PRs for a standardized output-tracing migration. The only clear duplicate families are the GPT-J/CodeGen refactors and the GPT-Neo refactors; the rest share the same theme but touch different models and should not be merged.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best canonical PR for the overlapping core because it is the broadest later GPTJ-family consolidation, explicitly targets #43979, and subsumes the GPTJ/CodeGen refactor path better than the earlier variants.", + "canonical_pr_reason": "PR 44722 is the clearest representative of the main duplicate family: it targets the same GPT-J/CodeGen output-tracing refactor with explicit issue linkage and overlapping files.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest representative of the actual duplicate set: it is the latest broad GPTJ-family implementation, self-contained, and closest to the shared concrete change rather than the many unrelated model-specific refactors.", + "best_pr_reason": "Best global PR representative for triage; it cleanly captures the shared GPT-J refactor while remaining specific enough to stand in for the near-duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and forward paths; same output-tracing theme only." + "reason": "Different model families (FNet/CVT vs GPT-J); same migration theme only." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model implementations; only the refactor pattern is similar." + "reason": "Different model families; both are output-tracing refactors, but not the same code change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPTJ-family output-tracing change on the same concrete code path; 44066 is the broader variant." + "reason": "Same GPT-J output-tracing refactor; 44066 just adds CodeGen, so the overlapping GPT-J change is the same underlying fix." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are unrelated model paths." + "reason": "Different model families (ResNet/RegNet/RT-DETR vs EfficientNet); same pattern, not the same change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPTJ/CodeGen: different models and different code paths." + "reason": "Different model families; both standardize outputs, but they are separate refactors." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families; shared tracing theme is not enough." + "reason": "GPT-J/CodeGen vs EfficientNet; no shared concrete code-path change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated implementations." + "reason": "MobileNetV2 vs DeBERTaV2; only the refactor pattern is shared." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPTJ/CodeGen output tracing is unrelated to MGP-STR output handling." + "reason": "GPT-J/CodeGen vs MGP-STR; different model implementations and code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different architectures and code paths." + "reason": "GPT-J/CodeGen vs MPT; same migration style, different model code." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo refactor line on the same model file; 44068 is a later variant of the same change." + "reason": "Same GPT-Neo output-tracing refactor in the same model/file family, with overlapping tests and code changes." }, { - "left": "pull_request:44068", - "right": "pull_request:44722", + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "GPT-Neo and GPTJ/CodeGen are different model-specific changes." + "reason": "GPT-J/CodeGen vs GPT-Neo; separate model refactors." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPTJ/CodeGen are separate model-specific refactors." + "reason": "Different models (GPT-Neo vs GPT-J/CodeGen); same broad initiative only." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPTJ/CodeGen are unrelated code paths." + "reason": "ResNet vs GPT-J/CodeGen; unrelated model-specific changes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR output tracing is a different model and change." + "reason": "MGP-STR vs GPT-J/CodeGen; same output-tracing theme but different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPTJ are unrelated implementations." + "reason": "ResNet vs GPT-J; not the same underlying bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different models and different changes." + "reason": "GPT-Neo vs ResNet; different model refactors." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are distinct model paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated model-specific refactors." + "reason": "ResNet vs MPT; only the migration pattern matches." }, { - "left": "pull_request:44066", + "left": "pull_request:44068", "right": "pull_request:44722", - "accept": true, - "reason": "Same GPTJ/CodeGen output-tracing refactor line; 44722 is the later broader consolidation." + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; separate refactors." }, { - "left": "pull_request:44066", - "right": "pull_request:44068", + "left": "pull_request:44018", + "right": "pull_request:44116", "accept": false, - "reason": "GPTJ/CodeGen versus GPT-Neo: different model families." + "reason": "GPT-Neo vs Flaubert/XLM; different model code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44086", + "left": "pull_request:44068", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model changes." + "reason": "GPT-Neo vs Flaubert; same theme, different implementation." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPTJ/CodeGen are different model implementations." + "reason": "MPT vs GPT-J/CodeGen; not the same change." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPTJ are different model-specific changes." + "reason": "GPT-Neo vs GPT-J; different model families." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated code paths." + "reason": "GPT-Neo vs MGP-STR; no shared concrete code-path problem." }, { "left": "pull_request:44071", "right": "pull_request:44085", "accept": false, - "reason": "MPT and GPTJ are distinct model implementations." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBert and VisualBert are unrelated model code paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44073", - "accept": false, - "reason": "RegNet vs VisualBert: different models, not duplicates." + "reason": "MPT vs GPT-J; same refactor style only." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44068", + "right": "pull_request:44086", "accept": false, - "reason": "RegNet output tracing and SegFormer output tracing are separate model changes." + "reason": "GPT-Neo vs MGP-STR; unrelated implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "SqueezeBert and GPT-Neo are unrelated models." + "reason": "GPT-J vs MGP-STR; only the output-tracing pattern is shared." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "SqueezeBert vs DeBERTa: unrelated concrete changes." + "reason": "GPT2 vs MGP-STR; different model code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "DeBERTa and TextNet are different model paths." + "reason": "ViLT vs Flaubert/XLM; separate model refactors." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "FocalNet and ImageGPT are different implementations; same tracing theme only." + "reason": "GPT2 vs GPT-J/CodeGen; both are output-tracing changes, but not the same model change." }, { - "left": "pull_request:44073", - "right": "pull_request:44074", + "left": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "VisualBert and TextNet are different models and changes." + "reason": "SegFormer vs GPT-Neo; different model families." }, { "left": "pull_request:44017", - "right": "pull_request:44161", + "right": "pull_request:44071", "accept": false, - "reason": "SegFormer and LongT5 are unrelated code paths." + "reason": "SegFormer vs MPT; same refactor theme, different code paths." }, { - "left": "pull_request:44073", + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert and Flaubert/XLM are different model-specific changes." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT2 and MGP-STR are unrelated code paths." + "reason": "TextNet vs Flaubert/XLM; unrelated model implementations." }, { "left": "pull_request:44056", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet and Flaubert/XLM are different model implementations." + "reason": "MPNet vs LongT5; same initiative, different model code." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated models." + "reason": "RegNet vs GPT-Neo; separate refactors." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated code paths." + "reason": "RegNet vs LongT5; no shared concrete bug/change." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different model refactors." + "reason": "MPT vs ImageGPT; different model-specific changes." }, { "left": "pull_request:44074", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "TextNet vs Flaubert/XLM are unrelated changes." + "reason": "TextNet vs LongT5; only a shared modernization pattern." }, { "left": "pull_request:44056", - "right": "pull_request:44161", + "right": "pull_request:44017", "accept": false, - "reason": "MPNet and LongT5 are separate model-specific refactors." + "reason": "MPNet vs SegFormer; different model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:43996", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and MPNet are unrelated models." + "reason": "FNet/CVT vs LongT5; same migration style only." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "MPT and SpeechT5 are unrelated code paths." + "reason": "FNet/CVT vs SegFormer; unrelated model refactors." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are distinct model implementations." + "reason": "SqueezeBERT vs MPT; not the same underlying change." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different model-specific changes." + "reason": "SqueezeBERT vs VisualBert; separate model code paths." }, { - "left": "pull_request:44073", - "right": "pull_request:44098", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "VisualBert and ViLT are different model code paths." + "reason": "SegFormer vs GPT-J/CodeGen; only the refactor pattern matches." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "GPT2 and MPT are unrelated models." + "reason": "SqueezeBERT vs GPT-Neo; different model families." }, { - "left": "pull_request:44056", - "right": "pull_request:44086", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "MPNet and MGP-STR are separate refactors." + "reason": "SqueezeBERT vs DeBERTaV2; same kind of refactor, not the same fix." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "Flaubert/XLM and LongT5 are different code paths." + "reason": "DeBERTaV2 vs TextNet; unrelated model implementations." }, { - "left": "pull_request:43997", + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT; both standardize output handling, but they are distinct model refactors." + }, + { + "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "RegNet and TextNet are unrelated model changes." + "reason": "VisualBert vs TextNet; different code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44071", + "left": "pull_request:44066", + "right": "pull_request:44129", "accept": false, - "reason": "SegFormer and MPT are separate implementations." + "reason": "GPT-J/CodeGen vs SpeechT5; no shared concrete bug/change." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44068", + "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet output tracing and SegFormer output tracing are different model-specific changes." + "reason": "GPT-Neo vs SpeechT5; different model-specific refactors." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "SqueezeBert and VisualBert are unrelated model paths." + "reason": "GPT-Neo vs GPT2; similar modernization, but separate model changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT2 vs GPT-J/CodeGen; not the same underlying code-path problem." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM vs LongT5; separate model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "SqueezeBert and DeBERTa are different model implementations." + "reason": "RegNet vs TextNet; different model code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor; the title mismatch does not change the file-level overlap and code change." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated changes." + "reason": "DeBERTaV2 vs SpeechT5; same migration theme only." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and VITS are different code paths." + "reason": "DeBERTaV2 vs Vits; different model implementations." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are unrelated model-specific refactors." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44074", - "accept": false, - "reason": "VisualBert and TextNet are different models and changes." + "reason": "FocalNet vs ImageGPT; same standardized-output theme, but not the same change." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly reasonable on the broad theme, but it overstates the exclusivity of the true overlaps. The packet marks additional pairs as deterministic_accept=true beyond the GPT-Neo/GPTJ set, notably 44024\u219444076 and 44073\u219444074, so saying that only the GPT-Neo pair and GPTJ-family PRs look like true overlaps is too strong. The canonical PR choice is plausible, but the cluster summary needs to stay more conservative and acknowledge those other accepted overlaps." + "accept": true, + "feedback": "The summary stays grounded in the packet: it correctly separates the GPT-J/CodeGen and GPT-Neo duplicate families from the many model-specific output-tracing refactors. The accepted soft-edge pairs are conservative enough and look mergeable as single bugfix PRs based on overlapping files and shared issue/theme evidence. No obvious overstatement found." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -24642,58 +24639,58 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "ac798a9809776e1e19af9046c8177e2d2a127e918c29970c9a7d6cc9793ca351", + "prepared_review_unit_hash": "34157acf7062f1f28ac148e04297713fdee59b8ce4ba3d6be14cf105623ce337", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84107, - "estimated_input_tokens": 21027, - "estimated_eval_tokens": 42310 + "serialized_chars": 84111, + "estimated_input_tokens": 21028, + "estimated_eval_tokens": 42312 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 4, - "serialized_chars": 12755, - "estimated_input_tokens": 3189, - "estimated_eval_tokens": 6634 + "serialized_chars": 12757, + "estimated_input_tokens": 3190, + "estimated_eval_tokens": 6636 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors that standardize output tracing/capture, but they target different architectures and code paths. They are related by pattern, not duplicates.", + "summary": "These PRs all apply the same broad output-tracing refactor pattern, but they target different model implementations and code paths, so they are not duplicates of one another.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit linked issue, a clear standardized output-capture refactor, and enough context to stand in for this refactor family.", + "canonical_pr_reason": "PR 44073 is the cleanest representative of the cluster: it explicitly introduces `capture_outputs` and `_can_record_outputs` for a model-specific standardized output tracing refactor, matching the shared theme most directly.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best single PR to anchor the cluster because it is explicitly tied to issue 43979 and clearly implements the same output-tracing modernization pattern in a concrete model file.", + "best_pr_reason": "PR 44073 is the best thematic representative, but only as a cluster exemplar; the other PRs are related refactors, not duplicate fixes.", "soft_edge_verdicts": [ { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same refactor theme, but different models (MPNet vs VisualBert) and different implementation code paths; too broad to treat as duplicates." + "reason": "Same refactor pattern, but different models and code paths (MPNet vs VisualBert). This is not the same underlying change and would not be one plausible merged PR without broadening scope too far." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different model implementations with distinct forward paths, so they are not the same underlying change." + "reason": "Both migrate output tracing, but they touch different model implementations (MPNet vs TextNet) with distinct forward paths and tests. Related, not duplicate." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are separate model code paths; this looks like parallel modernization work, not one mergeable fix." + "reason": "Both are standardized output-tracing updates, but RegNet and SqueezeBert are separate model code paths. Same theme is not enough for duplicate triage." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "They share the same standardized-output refactor pattern, but SqueezeBert and SpeechT5 are unrelated model-specific changes and should not be merged as duplicates." + "reason": "SqueezeBert and SpeechT5 have different model internals and different refactor shapes. They share a pattern, not the same concrete bug or change." } ] }, @@ -24773,12 +24770,12 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "c21c38a8bc2c78e2ef79674e3a7d3544a3b1579883c9f58000ae0b0db2507edf", + "prepared_review_unit_hash": "f0c307b40ff6f60d5ed4b199f18150bf083103075e15adcec84aa8b509cd1f3a", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40183, + "serialized_chars": 40181, "estimated_input_tokens": 10046, "estimated_eval_tokens": 20348 }, @@ -24786,7 +24783,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40183, + "serialized_chars": 40181, "estimated_input_tokens": 10046, "estimated_eval_tokens": 20348 }, @@ -24795,252 +24792,246 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of model-specific output-tracing refactors, not duplicate fixes for one shared bug. The overlap is mostly the same implementation pattern (`can_return_tuple` / `capture_outputs`) applied to different architectures and code paths.", - "confidence": 0.93, + "summary": "These are model-specific PRs that all apply the same broad output-tracing/refactor pattern, but they do not fix the same concrete code-path problem. None of the soft pairs should be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the most representative single change in the set: it is broader than most others, spans two related Mamba-family files, and introduces the output-capturing plumbing central to this refactor theme.", + "canonical_pr_reason": "PR 44025 is the clearest representative of the cluster: it applies the refactor across a closely related model pair (`depth_anything` and `prompt_depth_anything`) with a concrete, self-contained change.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best representative PR for manual follow-up because it covers a larger slice of the shared refactor pattern, but it is still not a duplicate of the other model-specific PRs.", + "best_pr_reason": "PR 44025 is the best standalone representative because it shows the output-tracing refactor in a clean, well-scoped model family change rather than a broader or more incidental update.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`timm_backbone` vs `upernet`); same output-tracing theme, but not the same code path or change." + "reason": "Different model families and files; same refactor theme, not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated model paths; this is only a shared refactor motif." + "reason": "Different models/subsystems; only share the general output-tracing refactor pattern." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "`timm_backbone` and `univnet` are separate architectures; no shared concrete bug/change." + "reason": "Different model implementations; no shared bug or code path to merge." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "One is `timm_backbone`, the other is Mamba/FalconMamba; both refactor output handling, but in different implementations." + "reason": "Related theme, but `timm_backbone` and `falcon_mamba/mamba` are separate code paths." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "`timm_backbone` and `rwkv` are different model code paths; similarity is only at the refactor-pattern level." + "reason": "Different architectures and files; not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated models; same tracing cleanup, not one duplicate fix." + "reason": "Different model families; similar refactor style is not enough for duplication." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "`mobilenet_v1` vs `upernet` touches different subsystems and forward paths." + "reason": "Separate models and behaviors; no shared concrete fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` are separate model families; the shared decorator refactor is too broad to merge as one change." + "reason": "Different model families; both touch output tracing, but not the same code path." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` and `vision_encoder_decoder` do not fix the same concrete issue." + "reason": "Separate encoder-decoder and image model implementations; not duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` and `speech_encoder_decoder` are different model paths with only thematic overlap." + "reason": "Different model stacks and files; same broad refactor only." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are unrelated architectures; not a duplicate PR pair." + "reason": "Unrelated model families; only the refactor motif matches." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different code paths (`vision_text_dual_encoder` vs `upernet`); same refactor style only." + "reason": "Different concrete implementations; no evidence of one shared bug/change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` and Mamba/FalconMamba are distinct model families; no shared bug to unify." + "reason": "Different model code paths; too broad to treat as duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "`vision_text_dual_encoder` and `depth_anything` are separate forward implementations." + "reason": "Different model families and responsibilities; not mergeable as one fix." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated; the shared output-tracing cleanup is not enough to call them duplicates." + "reason": "Separate audio/image-segmentation style models; same refactor language only." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "`univnet` vs Mamba/FalconMamba is different functionality and different code paths." + "reason": "Different model architectures; no single concrete bug/change." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` and `depth_anything` are separate model families; only the refactor pattern matches." + "reason": "Different model families; similar API cleanup, not the same fix." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are unrelated model implementations; same subsystem theme, not same bug." + "reason": "Different model code paths; output-tracing refactor is the only commonality." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` and Mamba/FalconMamba touch different forward paths and cannot be merged as one fix." + "reason": "Separate model implementations; not the same underlying problem." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/FalconMamba and `superpoint` are different architectures; the overlap is only the refactor technique." + "reason": "Different families (`mamba`/`falcon_mamba` vs `superpoint`); only theme overlaps." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba` and `codegen` are unrelated code paths; both alter output handling, but not the same concrete problem." + "reason": "Different model code paths and outputs; not a duplicate fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are different model families; no shared bug or mergeable fix." + "reason": "Different architectures and files; no shared concrete issue." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` have unrelated forward logic despite similar output-shape cleanup." + "reason": "Separate model families; same refactor style but not same bug/change." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `codegen` are separate subsystems; this is a shared refactor pattern only." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` do not target the same concrete code-path issue." + "reason": "Different model code paths; not plausibly one merged PR." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are different model wrappers; same decorator adoption, not the same bug." + "reason": "Both are output-tracing refactors, but for different model families and code paths." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are unrelated model paths." + "reason": "Different encoder/decoder stacks; no shared concrete fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are distinct vision models with separate forward implementations." + "reason": "Different models and outputs; same theme only." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` are unrelated architectures; only the output-tracing refactor theme overlaps." + "reason": "Different architectures; not the same underlying code-path problem." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are different tasks and code paths; not one duplicate change." + "reason": "Different model families and behaviors; not duplicate PRs." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated model families; the commonality is too broad." + "reason": "Separate encoder-decoder model families; same refactor pattern is insufficient." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are separate wrappers with different underlying paths." + "reason": "Different model code paths; no common concrete bug/change." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are different code paths and different model types." + "reason": "Different model implementations; not a single fix." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` are not the same concrete change; both only modernize output handling." + "reason": "Different families and functionality; only broad similarity." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated models; no duplicate bug/change." + "reason": "Different model families and code paths; not duplicates." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` and `rwkv` touch different forward implementations." + "reason": "Separate models and outputs; same refactor motif only." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are separate model paths; same theme, not same issue." + "reason": "Different concrete implementations; no shared bug." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated architectures; the refactor motif is not enough." + "reason": "Different model families; not the same fix." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `dpr` have different code paths and different model responsibilities." + "reason": "Different models and output contracts; not mergeable as one PR." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are separate model families; same output-tracing cleanup, not one duplicate PR." + "reason": "Different architectures and code paths; only the refactor theme matches." } ] }, @@ -25070,12 +25061,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "d4ddeb01aac5f05bfcdcbf46e3361578efff73a8ee0f6e6f75a4942b2a6e26c8", + "prepared_review_unit_hash": "44ad7ce46d327c636451c3af500c7b51beeb44c7bc7a38f4a2f6e6ea4433f386", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25083,7 +25074,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25092,18 +25083,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs that happen to touch shared Transformers boilerplate; they are not duplicates.", + "summary": "These are unrelated model-addition PRs for different architectures (PenguinVL vs Voxtral TTS). Their overlap is just generic Transformers scaffolding and docs/auto-registration, not the same underlying bug or change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45401 is the cleaner representative because it is explicitly tied to issue #45027 and has a focused, self-contained TTS implementation. PR #44662 is a separate model addition for PenguinVL.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the strongest single PR in this cluster: it has an explicit issue target, a narrower scope, and a clear model-specific feature set.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different underlying changes: PenguinVL is a vision-language model implementation, while Voxtral TTS is a text-to-speech model. Shared auto/docs files are generic scaffolding, not evidence of the same bug or mergeable fix." + "reason": "Different model integrations and codepaths; shared files are broad registry/docs plumbing, not evidence of one mergeable fix." } ] }, @@ -25133,7 +25124,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "0ad8f8631ba9d96b9c215301bb9da2da3ec49a7914fee70220d9d4e098ca8627", + "prepared_review_unit_hash": "f1de837302d662b161d3b2bab3f202eab74b97211b9a155b6c29d5f4da9fd47c", "component_budget": { "node_count": 2, "item_count": 2, @@ -25155,18 +25146,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by the broad theme of fusion, but they implement different layers of the stack: one adds a generic Module Fusion API, while the other wires in n-to-1 kernel fusion through KernelConfig and integration points. They do not look like the same underlying change.", - "confidence": 0.78, + "summary": "These PRs are related around fusion infrastructure, but they are not the same change: PR 44979 adds a general module-fusion API, while PR 45363 wires n-to-1 kernel fusion through KernelConfig and integration points. They could land independently and are not close duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the more concrete end-user feature: it threads KernelConfig through model loading and integration code to enable kernel fusion behavior, rather than just introducing a general abstraction.", + "canonical_pr_reason": "PR 45363 is the more user-facing and broader feature PR, adding the KernelConfig-based n-to-1 fusion path across core integration code.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the stronger representative PR for the cluster because it changes multiple real code paths, has a focused feature statement, and appears closer to a mergeable implementation than the more foundational API-only PR.", + "best_pr_reason": "PR 45363 is the stronger representative of the cluster because it captures the concrete kernel-fusion use case and spans the main integration changes, whereas PR 44979 is just the lower-level API foundation.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Both are about fusion, but 44979 introduces a generic module-fusion API while 45363 implements n-to-1 kernel fusion via KernelConfig. They touch different abstractions and are not clearly the same fix/change." + "reason": "Not the same underlying change: 44979 introduces a generic module-fusion API, while 45363 implements KernelConfig-driven n-to-1 kernel fusion and integration plumbing. The latter depends on/uses the former but they are distinct features, not one mergeable duplicate PR." } ] }, @@ -25196,12 +25187,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "f0b35630d74ff0dbb279ba781f8f6c54c715e0ca2261bc7721f42ea8639a9302", + "prepared_review_unit_hash": "e7d4efa364a24afecb9197a1a1c81b317b3421cb3ba8ab1658029be7c5e9e902", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -25209,7 +25200,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -25218,18 +25209,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same Mistral regex AttributeError in the same code path (`_patch_mistral_regex`) by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the second PR is the more complete version because it adds tests.", + "summary": "Both pull requests implement the same Mistral regex patch for the same AttributeError in `_patch_mistral_regex`, with nearly identical code changes; one adds tests, the other appears to be a narrower earlier version of the same fix.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same code fix as 45086 plus test coverage, making it the more complete representative of this bugfix.", + "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same fix plus test coverage and appears to be the more complete/iterated version of the patch.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the strongest standalone PR: it fixes the concrete AttributeError and includes regression tests, so it is the best choice for triage and merging.", + "best_pr_reason": "PR #45317 is the strongest representative of the cluster since it targets the same concrete bug and includes validation in tests, making it the most merge-ready version of the fix.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same fix in `_patch_mistral_regex`; 45317 is essentially 45086 plus tests, so they could plausibly be merged into one PR." + "reason": "Same underlying AttributeError fix in the same function and same file; the diffs are essentially the same change, with #45317 adding tests." } ] }, @@ -25259,12 +25250,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "0a046cf507c2429b9a204488553d6c3b6efd38a6e2321a9fb4ddd67cd42111f5", + "prepared_review_unit_hash": "184c9aae5fc238e224da90f2c80e9960e0e125f946fa8ae7523a1f72032201cd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -25272,7 +25263,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -25281,18 +25272,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related NemotronH architecture work, but they are not the same underlying change. PR 45115 is a narrower refactor around inheriting GraniteMoeHybrid and conversion/mapping plumbing, while PR 45569 is a broader model-split PR introducing dedicated NemotronHDense/NemotronHSparse implementations, docs, and tests.", - "confidence": 0.9, + "summary": "Both PRs touch NemotronH, but they target different changes: #45115 is a smaller refactor around inheritance/conversion mapping, while #45569 is a broader split into NemotronH Dense/Sparse models with docs and tests. They are related, not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better canonical representative because it is the more complete architecture change: it adds the dedicated dense/sparse model variants, updates auto-mappings, documentation, and tests, rather than just refactoring inheritance and conversion mapping.", + "canonical_pr_reason": "PR #45569 is the stronger representative: it makes the substantive model packaging change, adds the new Dense/Sparse docs and code paths, and includes test coverage. #45115 looks like a narrower supporting refactor.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the strongest overall PR in the cluster because it covers the full user-facing model restructuring and supporting docs/tests; PR 45115 looks like a narrower internal refactor and not a mergeable duplicate of the same fix.", + "best_pr_reason": "PR #45569 is the best overall artifact because it is the more complete, user-visible implementation and likely subsumes the smaller NemotronH refactor work.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They touch overlapping NemotronH files, but the underlying changes differ: 45115 focuses on GraniteMoeHybrid-style inheritance and conversion key renaming, while 45569 splits NemotronH into separate dense/sparse model packages with docs and tests. They would not plausibly be merged as one PR without substantial redesign." + "reason": "They are not the same concrete fix: #45115 refactors NemotronH into GraniteMoeHybrid-compatible conversion/model plumbing, while #45569 introduces separate NemotronH Dense/Sparse variants plus docs/tests. Shared files alone are insufficient for a duplicate merge." } ] }, @@ -25322,7 +25313,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "81e751a57b60f1c816732611f163ffd0cb346e233d9896d842857005df968626", + "prepared_review_unit_hash": "ad9a0ccb48effc8f323c4eac0b7e96f9b5de4cd0180c6099fd0cf2fa6d79b218", "component_budget": { "node_count": 2, "item_count": 2, @@ -25344,18 +25335,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs in the same heterogeneous-models area, but they are not the same change: one is a broad end-to-end heterogeneous model support PR, while the other is a narrower per-layer configuration-only PR.", - "confidence": 0.92, + "summary": "These two PRs are closely related and share the heterogeneous configuration/docs groundwork, but they are not the same change: 45333 is configuration-only, while 45332 adds the broader end-to-end heterogeneous model support including modeling, cache, masking, and related integrations. I would not deduplicate them.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader, more complete feature implementation; #45333 is a narrower configuration-only slice and is not the same concrete change.", + "canonical_pr_reason": "45332 is the better canonical representative because it is the broader umbrella PR and includes the shared configuration work plus the rest of the heterogeneous model implementation.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative of the cluster because it covers the full heterogeneous-model support stack, not just config plumbing.", + "best_pr_reason": "45332 is the stronger standalone PR for the cluster because it covers the full feature area rather than only the per-layer config subset.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Same feature area and overlapping files, but different scope: #45332 adds full heterogeneous model support (modeling, cache, masking, skip logic), while #45333 only adds per-layer config support. They are related, not duplicate PRs." + "reason": "Reject: 45333 appears to be a narrower config-only follow-up/subset, while 45332 adds substantial modeling and runtime support beyond the shared configuration files. They are related but not the same underlying PR." } ] }, @@ -25385,12 +25376,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "d775b95f66a254d69ec55f3e2760f8c8b1a38e7f277d286e7eea2b69f8b1e44f", + "prepared_review_unit_hash": "1b57e69401e26047d0cc46c54a485e258808855cc63e34e5a4e094c4d925c04f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -25398,7 +25389,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -25407,18 +25398,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related cleanup efforts in transformers, but they are not the same concrete change: one is a broad repo-wide type-checking sweep, the other is a focused typing-helper/refinement PR. The shared files appear incidental to overlapping type-system work, not evidence of a single duplicate fix.", - "confidence": 0.92, + "summary": "Both items are typing-related pull requests, but they address different scopes: one is a broad type-checking sweep across many `src/transformers/*` files, while the other is a narrower typing cleanup centered on `_typing.py`, `modeling_utils`, and related helpers. They share infrastructure files, but not the same concrete bug or change.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better canonical representative because it is narrower and self-contained, centered on typing helper definitions and a few related call sites, whereas PR 45415 is a broad multi-file type-checking sweep with many unrelated edits and ignore-rule changes.", + "canonical_pr_reason": "PR 45425 is the more focused and representative typing change in this cluster; 45415 is a broader multi-file type-checking sweep rather than the same specific fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the better standalone PR for the cluster because it has a tighter scope and a clearer concrete change set; PR 45415 is too broad to serve as the most representative item for this cluster.", + "best_pr_reason": "PR 45425 is the better standalone candidate because it targets a narrower typing-related area and has clearer scope, whereas 45415 is a large umbrella typing pass.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Do not merge as duplicates: both are about typing, but they address different scopes and likely different code-paths. 45415 is a large type-checking rollout across many files; 45425 adds specific typing protocol/alias support in a smaller set of modules. Shared filenames and topic are not enough to treat them as the same change." + "reason": "They overlap on typing infrastructure, but 45415 is a broad type-checking rollout across many modules and 45425 is a separate, more focused typing cleanup. Shared files alone are not enough to treat them as the same change." } ] }, @@ -25448,7 +25439,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "6adeb4d2ee1184975437b67d746194436454f86b9d3dc3cb9a646f48c8547eee", + "prepared_review_unit_hash": "bcf812ee1a47da19beec4b11b1d11d8ae1f3424b3bc3cb1e08ba0821c4c47470", "component_budget": { "node_count": 2, "item_count": 2, @@ -25470,18 +25461,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to expert parallelism, but they fix different concrete bugs: one is about loading EP + DeepSpeed ZeRO-3 via accelerate launch, the other about expert weights being silently overwritten under FSDP2/rank-0 broadcast. I would not merge them as duplicates.", - "confidence": 0.93, + "summary": "These two PRs both touch distributed/EP loading paths, but they fix different bugs: one preserves distributed_config for accelerate/ZeRO-3 loading, the other prevents expert tensors from being overwritten during FSDP2/rank-0 broadcast. They are related in subsystem, not the same change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the better cluster representative because it addresses a clear runtime corruption bug in the EP/FSDP2 loading path and includes the broader set of code-path fixes needed for that behavior.", + "canonical_pr_reason": "PR #45662 is the better canonical PR candidate because it targets a concrete distributed loading overwrite bug with a focused, cross-file fix; #45548 is a separate configuration/metadata preservation fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the strongest standalone PR for this cluster because it targets a concrete silent-overwrite failure mode across the loading stack, with direct fixes in the affected execution path.", + "best_pr_reason": "PR #45662 is the stronger representative for this cluster since it addresses a specific failure mode in the model-loading path and includes the more substantial code-path changes. PR #45548 fixes a different, narrower loading/config serialization issue.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both involve EP, but the bugs and fixes differ: 45548 is about preserving distributed_config and enabling EP during loading with DeepSpeed ZeRO-3/accelerate launch, while 45662 fixes expert parameters being overwritten by rank-0 broadcast under FSDP2. Same subsystem, different underlying problem." + "reason": "Different underlying bugs: #45548 keeps distributed_config serialized and adds has_ep for accelerate/ZeRO-3 loading, while #45662 changes post-shard handling to stop experts being overwritten by rank-0 broadcast under FSDP2. Same broad area, not the same fix." } ] }, @@ -25511,40 +25502,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "4553fa4f4e1a48d3071018c3e0c2a5aa12d409a90706f9273a235fe8479a98ac", + "prepared_review_unit_hash": "8af302dad1ccb96baff569abed90c40ec37545a1cfffeaccaa24d3340752dd31", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist/captured_info collision problem in `testing_utils`; #45645 is the broader, more complete fix because it also updates CI log collection for the new per-worker artifact naming.", - "confidence": 0.9, + "summary": "Both PRs target the same xdist-related captured_info collision problem and share the same touched codepaths/files; one is a code fix and the other extends the fix into CI log collection. They are close enough to treat as duplicates/one change set for triage.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the stronger canonical PR because it contains the core `testing_utils` xdist-safe fix plus the workflow change needed to collect all `captured_info*.txt` files in CI.", + "canonical_pr_reason": "PR #45645 is the better canonical representative because it contains the core testing_utils xdist-safe fix plus the workflow/log-preservation follow-up, making it the more complete version of the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is best suited as the representative change for this cluster since it resolves the underlying artifact-collision bug and also preserves CI debug log visibility after the filename change.", + "best_pr_reason": "PR #45645 is the strongest single PR for the cluster: it addresses the same concrete captured_info artifact collision and also updates CI handling so the debug output remains accessible under xdist.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accept: both PRs fix the same concrete bug in patched testing debug logs under xdist, and #45645 is essentially a superset of #45639 with matching `testing_utils` changes." + "reason": "Both PRs fix the same underlying xdist collision in captured_info artifacts, touch the same primary files, and one is a natural extension of the other rather than a different bug or subsystem." } ] }, @@ -25640,7 +25631,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "b63184a90d43773a0b5eb3ed3139339ddc5866f9358522c583e7f3bad91ba052", + "prepared_review_unit_hash": "21d9663dbe0a931252d5503dd5e8670cb8d85508bc7ad051b292b99469a852e6", "component_budget": { "node_count": 2, "item_count": 2, @@ -25662,18 +25653,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are not duplicates: one is a broad testing/Grafana-oriented PR with unrelated workflow and model tweaks, while the other is a focused test-migration PR adding kernel and vision tests. The soft similarity appears to be incidental rather than the same underlying change.", - "confidence": 0.97, + "summary": "Two open pull requests with overlapping test/model areas, but they are not the same underlying change. PR 45932 is a mixed experimental/grafana-related PR with workflow secret plumbing and several unrelated model edits; PR 46100 is a focused test-migration PR adding DDP/kernel tests and updating a few vision tests. They should not be clustered as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the PRs address different changes and different code paths, so they should not be collapsed into one duplicate group.", + "canonical_pr_reason": "PR 46100 is the cleaner canonical representative: it is a coherent test-migration change centered on kernel/model testing. PR 45932 is broader and noisier, mixing CI secret changes with multiple model code edits and appears to be a separate experimental branch.", "best_issue_reason": null, - "best_pr_reason": "If one must be chosen as the cleaner representative, PR #46100 is more cohesive and self-contained; PR #45932 is a mixed-purpose test/Grafana change with unrelated edits.", + "best_pr_reason": "PR 46100 is the best single representative for this cluster because its scope is narrower and more internally consistent, making it the least ambiguous artifact to anchor the group.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different underlying work: #45932 mixes CI secrets, model config/code edits, and a Grafana/testing label, while #46100 is specifically a test migration with new kernel and model tests. They do not appear mergeable as one PR." + "reason": "Do not merge: the PRs address different work. 45932 mainly changes CI/workflow secrets and assorted model internals, while 46100 adds kernel/DDP test infrastructure and test cases. They do not appear to fix the same concrete bug or implement one mergeable change set." } ] }, @@ -25703,12 +25694,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "910a9311c5704dc672104b4fd2310e7b8611aab526f390cfd1440d168c89c283", + "prepared_review_unit_hash": "fc00bd0b0495d4fbd6eeee7430cd58c2d27c01d7e40f73989d612963e53ab53a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25716,7 +25707,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25725,18 +25716,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap on some distributed/MoE filenames, but they are not the same change: #46126 is a focused EP + Trainer integration, while #46269 is a broad distributed branch-base PR with many unrelated updates. Reject the duplicate link.", - "confidence": 0.89, + "summary": "Both items are pull requests in the distributed/parallel-training area, but they are not the same change: #46126 is a focused EP + Trainer integration patch, while #46269 is a broad distributed branch-base sweep spanning many unrelated files and features.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the more specific, self-contained change with a concrete code-path goal; #46269 is a broad base/integration PR touching many unrelated distributed areas, so it is not the better canonical duplicate target.", + "canonical_pr_reason": "#46126 is the more canonical PR because it is narrowly scoped to a concrete EP/Trainer integration change with a clear code-path target, whereas #46269 is a large umbrella branch-base PR touching many subsystems and is not a clean duplicate candidate.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the best representative of the cluster because it has a clear, narrow feature intent and the shared files alone are not enough to make #46269 a duplicate.", + "best_pr_reason": "#46126 is the best PR representative for this cluster since it has the most specific, self-contained change set and the strongest single-change identity.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed filenames are not enough here: the PRs have different intents and scopes, and #46269 appears to be a broad branch-base integration rather than the same concrete bug/change as #46126." + "reason": "Reject: they overlap in distributed files, but #46269 is a broad branch-base integration PR, not a focused fix for the same concrete bug/change as #46126. The shared filenames are insufficient to treat them as duplicates or mergeable into one PR." } ] }, @@ -25804,220 +25795,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "a0a1885d6a332e5fb7a26a13a27de8c05ebcf07cb63f408ec742d1cd1844b446", + "prepared_review_unit_hash": "91fe0658833ca17a77239a4e3b31aa9588c73c952b5f581b6ee85085e5ba3b02", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26679, - "estimated_input_tokens": 6670, - "estimated_eval_tokens": 13596 + "serialized_chars": 26669, + "estimated_input_tokens": 6668, + "estimated_eval_tokens": 13592 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26679, - "estimated_input_tokens": 6670, - "estimated_eval_tokens": 13596 + "serialized_chars": 26669, + "estimated_input_tokens": 6668, + "estimated_eval_tokens": 13592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All candidates are pull requests, and most are small, unrelated workflow edits. The only tight subcluster is around pr-ci-security-gate.yml, but the individual PRs change different aspects of that workflow and should not be merged as duplicates.", - "confidence": 0.88, + "summary": "Mostly unrelated workflow-maintenance PRs. There is a loose theme around CI/security hardening, but the concrete changes target different workflows and different failure modes; none are true duplicates. The pr-ci-security-gate updates are the closest group, but they still address separate concerns.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the most substantive workflow change in the set and the best anchor for the pr-ci-security-gate subtopic; it introduces actual security-gate behavior rather than a narrow follow-up tweak or comment-only change.", + "canonical_pr_reason": "PR 46554 is the most substantive representative because it makes the main functional change in the shared security-gate workflow; the others are either unrelated workflows or narrower follow-up hardening/comment changes.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the strongest representative PR overall because it makes the main functional change in the cluster and is more central than the smaller adjacent edits.", + "best_pr_reason": "PR 46554 is the best representative PR in this set: it changes concrete gate behavior rather than only tweaking permissions, comments, or unrelated workflow plumbing.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes: stdin handling for self-comment CI vs security-gate logic in pr-ci-security-gate.yml." + "reason": "Different workflows and bugs: stdin quoting for self-comment CI vs security checks in pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "One fixes shell-safe comment passing; the other changes permissions and approval gating in a different workflow." + "reason": "Different workflow and change scope; one fixes comment handling, the other hardens PR CI permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflows and different code paths; the security-gate workflow note is not the same bug as stdin handling." + "reason": "Unrelated changes: self-comment CI input handling vs a comment-only note in PR CI security gate." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and different concerns; this is not the same underlying change." + "reason": "Different problems: stdin quoting in one workflow vs stripping inherited secrets in another." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both use shell-safe quoting, but they modify different CI workflows for different commands and failure modes." + "reason": "Different workflows and code paths; comment/stdin handling is not the same as build-ci-docker-image commit-message parsing." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening and benchmark trigger logic are unrelated workflow changes." + "reason": "SSH runner hardening is unrelated to benchmark workflow dispatch support." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and different concerns: SSH runner cleanup vs anti-slop permissions placement." + "reason": "Different workflows and concerns: SSH runner security vs anti-slop workflow permissions." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Unrelated workflow changes; runner hardening does not match reviewer-assignment checkout behavior." + "reason": "Different workflow files and behavior; no shared concrete bug." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different problems; one is SSH runner security, the other is PR security-gate logic." + "reason": "Unrelated fixes: SSH runner download/token hardening vs PR CI security-gate logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "SSH runner environment cleanup is unrelated to PR CI security-gate permission handling." + "reason": "Different workflow hardening tasks in different code paths; not the same bug/change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening is unrelated to a comment-only update in the PR CI security gate." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security concerns in different workflows; not the same underlying change." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Separate workflow updates with no shared code path or concrete bug." + "reason": "Anti-slop workflow permissions and benchmark manual dispatch are unrelated changes." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Both are workflow maintenance, but they change different jobs and do not fix the same issue." + "reason": "Different workflows and purposes; no shared concrete fix." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different shell/trigger behavior; not the same underlying bug." + "reason": "Different workflow files and behavior; same broad CI area is too weak for duplication." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Anti-slop permissions and PR security-gate logic are different workflows and different changes." + "reason": "Anti-slop and PR CI security-gate are different workflows with different failure modes." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer checkout ref and benchmark trigger expansion are unrelated changes." + "reason": "Assign-reviewers base-ref checkout and benchmark workflow dispatch are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different fixes; no shared concrete bug." + "reason": "Different workflow files and fixes; not the same change." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers behavior is unrelated to PR security-gate workflow hardening." + "reason": "Assign-reviewers checkout target is unrelated to PR CI security gating." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch support and shell-safe commit-message parsing are different changes in different workflows." + "reason": "Benchmark dispatch support and commit-message parsing are different workflow behaviors." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "No same code path or bug; benchmark scheduling vs PR security gate." + "reason": "Different workflows and code paths; not a duplicate." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Similar shell hygiene, but different workflows and different trigger logic; not the same fix." + "reason": "Build-image tag selection from commit message is unrelated to PR CI security checks." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and unrelated behavior changes." - }, - { - "left": "pull_request:46554", - "right": "pull_request:46558", - "accept": false, - "reason": "Same file, but different changes: one adds security checks, the other adjusts permissions/approval flow." + "reason": "Different workflows and concerns; same repo/CI theme is insufficient." }, { - "left": "pull_request:46554", + "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but one adds checks while the other documents reusable-workflow safety; not the same concrete change." + "reason": "Build-image workflow change is unrelated to a PR CI security-gate comment update." }, { - "left": "pull_request:46554", + "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Both touch the same workflow file, but one adds guard logic and the other changes secrets handling; different fixes." + "reason": "Different workflow files and problems; not the same underlying bug." }, { - "left": "pull_request:46558", - "right": "pull_request:46563", + "left": "pull_request:46554", + "right": "pull_request:46558", "accept": false, - "reason": "Same workflow area, but permissions/approval gating is distinct from reusable-workflow notes." + "reason": "Same workflow file, but different hardening concerns: change detection in security-gate vs permissions/approval condition changes." }, { - "left": "pull_request:46558", - "right": "pull_request:46716", + "left": "pull_request:46554", + "right": "pull_request:46563", "accept": false, - "reason": "Different security-gate edits: approval flow vs secrets passing; not one mergeable duplicate change." + "reason": "One adds actual security checks; the other only adds explanatory comments, so they are not the same change." }, { - "left": "pull_request:46563", + "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Both are about the reusable security-gate workflow, but one adds comments/secrets inheritance and the other disables secret inheritance; opposite intent, not duplicates." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46563", - "accept": false, - "reason": "Different workflows and different security/shell concerns; no shared concrete bug." + "reason": "Both touch PR CI security gating, but one adds diff-based file checks while the other removes inherited secrets; distinct fixes." }, { - "left": "pull_request:46432", + "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner hardening is unrelated to reusable security-gate documentation." + "reason": "Different modifications to the same workflow file, but not the same bug or code-path change." }, { - "left": "pull_request:46504", + "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and different fixes; not the same underlying issue." + "reason": "Permissions/approval gating is a different change from replacing inherited secrets with an empty secret set." }, { - "left": "pull_request:46432", + "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "SSH runner cleanup and security-gate secrets handling are unrelated." + "reason": "Comment-only review note vs concrete secrets handling change; not duplicates." } ] }, @@ -26110,12 +26101,12 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "c65e33abac90f83d334302e59365f41540c403c3e3c41545ab369b18aa4005ae", + "prepared_review_unit_hash": "61271f9afbba9d13bf653ee004a3c99f0043e81fd93c547ec86d4b7cca2d14a3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4279, + "serialized_chars": 4280, "estimated_input_tokens": 1070, "estimated_eval_tokens": 2396 }, @@ -26123,7 +26114,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4279, + "serialized_chars": 4280, "estimated_input_tokens": 1070, "estimated_eval_tokens": 2396 }, @@ -26132,18 +26123,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related by security theme (path traversal) but fix different configuration/code paths: one guards sharded checkpoint filenames from the index `weight_map`, the other validates an explicitly configured `transformers_weights` filename. They are not the same underlying change and would not naturally merge into one PR.", - "confidence": 0.92, + "summary": "Two related security-hardening PRs, but they fix different model-loading code paths: one blocks traversal in sharded checkpoint file resolution, the other blocks traversal via the `transformers_weights` config field. Similar theme, not the same underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the PRs address different inputs and different loader paths, so neither is a duplicate of the other.", + "canonical_pr_reason": "PR #46281 is the better canonical PR for this cluster because it is the more direct and self-contained fix for a concrete path-traversal bug in `get_checkpoint_shard_files()` and includes an explicit resolution check plus tests.", "best_issue_reason": null, - "best_pr_reason": "PR #46281 is the cleaner representative of the cluster because it fixes a concrete checkpoint-loading path traversal in `hub.py` with a narrowly scoped validation and clear threat model.", + "best_pr_reason": "PR #46281 is the best representative because it targets a specific vulnerable code path in `src/transformers/utils/hub.py` with a narrowly scoped fix. PR #46890 addresses a different loading path in `modeling_utils.py`, so it is not a duplicate replacement for the same change.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Both are path-traversal fixes, but they target different settings and different code paths (`weight_map` shard resolution vs `transformers_weights` config resolution). They are not the same underlying bug and should not be merged as duplicates." + "reason": "Both are path-traversal mitigations, but they act on different inputs and different loaders (`weight_map` shard files vs `transformers_weights`). They are related security fixes, not the same PR-worthy bug or code change." } ] }, @@ -26173,12 +26164,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "4d9d75dd16e6606033bcea96305b9dc96965ce318ba1286ddc4970cbeedbe0f1", + "prepared_review_unit_hash": "c491b459a1a0e118273bce307cb1517d6c7af45f80a822a2a7a90cfae4d9a939", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -26186,7 +26177,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -26195,18 +26186,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: one fixes CodeLlama decode stripping real leading spaces, while the other fixes DeepSeek-Coder/DeepSeek-LLM loading the wrong tokenizer class via auto-tokenization mapping. They touch different code paths and solve different bugs.", - "confidence": 0.98, + "summary": "The two pull requests address different tokenizer problems in different model families and code paths, so they are not duplicates. One fixes CodeLlama decode stripping leading spaces; the other fixes auto-tokenizer selection for specific DeepSeek checkpoints.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46574 is the cleaner canonical representative for its own bug: it targets a specific decoder initialization mistake in CodeLlama and includes a focused fix in the tokenizer implementation.", + "canonical_pr_reason": "No canonical PR: the changes target distinct bugs with different affected files, model families, and fix strategies.", "best_issue_reason": null, - "best_pr_reason": "PR #46574 is the best standalone PR in this cluster because it addresses a concrete, self-contained runtime bug in one tokenizer path and is easier to reason about than the broader auto-tokenizer mapping change in #46580.", + "best_pr_reason": "PR 46574 is the more self-contained standalone fix: it directly corrects a concrete decode bug in CodeLlama and includes targeted tests; PR 46580 is a separate model-loading routing change.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems: CodeLlama decode stripping vs DeepSeek checkpoint-to-tokenizer-class misclassification. They are not mergeable as one fix." + "reason": "Different underlying issues: CodeLlama decoder stripping leading spaces vs DeepSeek checkpoint-to-tokenizer-class resolution. Different files, model families, and code paths." } ] }, @@ -26238,12 +26229,12 @@ "pull_request:46781|pull_request:46993", "pull_request:46993|pull_request:46994" ], - "prepared_review_unit_hash": "973e1ae866a6677e9fc4f694a1c04a44ad4363fc21051ccfcef4ae293fd352df", + "prepared_review_unit_hash": "47d5e93b1b31c7d6d0a2b620eefef3b09cbe1f4751334d62bcfffc384483bdd9", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6603, + "serialized_chars": 6604, "estimated_input_tokens": 1651, "estimated_eval_tokens": 3558 }, @@ -26251,7 +26242,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6603, + "serialized_chars": 6604, "estimated_input_tokens": 1651, "estimated_eval_tokens": 3558 }, @@ -26260,24 +26251,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are small, nearby-in-time fixes, but they address different bugs in different code paths: cache type validation, prompt-lookup candidate truncation, and empty-list validation in generation processors. No duplicate pair is strong enough to merge.", - "confidence": 0.95, + "summary": "These PRs fix three different bugs in different code paths (cache validation, prompt lookup decoding length, and generation input validation). They are not duplicates of one another.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the three PRs fix unrelated behaviors and should remain separate.", + "canonical_pr_reason": "No single canonical PR: the three pull requests address unrelated bugs in different subsystems, so there is no shared underlying change to canonicalize.", "best_issue_reason": null, - "best_pr_reason": "PR 46994 is the most self-contained and clearly scoped validation fix, but it still does not overlap with the other PRs.", + "best_pr_reason": "PR 46994 is the cleanest standalone fix because it adds a narrowly scoped validation check with a direct error message and test coverage, but it still does not represent the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:46781", "right": "pull_request:46993", "accept": false, - "reason": "Different subsystems and failure modes: one rejects unsupported QuantizedCache layer types, the other fixes prompt lookup decoding length math. Only broad generation/cache similarity." + "reason": "Different problems and code paths: QuantizedCache layer-type validation versus prompt lookup decoding exceeding max_length. They do not appear mergeable into one fix." }, { "left": "pull_request:46993", "right": "pull_request:46994", "accept": false, - "reason": "Both are generation-related, but one fixes candidate generation past max_length while the other adds input validation for bad_words_ids/sequence_bias. Not the same underlying bug or mergeable into one fix." + "reason": "Both are generation-related, but one fixes prompt lookup token budgeting while the other validates empty lists in logits processors. These are distinct bugs, not the same underlying change." } ] }, @@ -26310,52 +26301,52 @@ "pull_request:47016|pull_request:47066", "pull_request:47048|pull_request:47066" ], - "prepared_review_unit_hash": "21ab21689cd065c445fcb8bf18f94c359982a9254500c603e968714635d3a69f", + "prepared_review_unit_hash": "0ea21d7b07bae1bd67424c1f40f0992acd9946e72bb5b60eb1978e81ed315518", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7338, - "estimated_input_tokens": 1835, - "estimated_eval_tokens": 3926 + "serialized_chars": 7336, + "estimated_input_tokens": 1834, + "estimated_eval_tokens": 3924 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7338, - "estimated_input_tokens": 1835, - "estimated_eval_tokens": 3926 + "serialized_chars": 7336, + "estimated_input_tokens": 1834, + "estimated_eval_tokens": 3924 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three PRs all apply the same defensive fix pattern for Hungarian matchers: replace non-finite entries in the cost matrix before SciPy assignment. The strongest duplicate relation is between the DETR/Grounding DINO PR and the Deformable DETR/LW-DETR PR, which are close enough to be merged as one broader matcher-hardening change. The RT-DETR PR is the same bug class but a separate code path and should stay distinct.", - "confidence": 0.89, + "summary": "These PRs all address the same failure mode\u2014Hungarian matching crashing on non-finite cost matrices\u2014but they do so in separate model-specific code paths. The cluster is related, but only one PR should serve as the main representative.", + "confidence": 0.67, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47048 is the best canonical PR: it is the broadest representative of the cost-matrix hardening change, touches two model families, and has a clear issue target. It captures the shared fix pattern without being as narrowly scoped as the RT-DETR-only PR.", + "canonical_pr_reason": "PR 47048 is the best cluster representative: it patches the shared object-detection matcher helper plus Grounding DINO, making it the broadest and most central fix in the set.", "best_issue_reason": null, - "best_pr_reason": "PR 47048 is the best overall representative because it fixes the core infeasible-cost-matrix failure in the standard DETR-style matcher path and generalizes to multiple models, making it the cleanest anchor for the cluster.", + "best_pr_reason": "PR 47048 most directly represents the underlying bug class and has the broadest scope among the candidates without being overly model-specific.", "soft_edge_verdicts": [ { "left": "pull_request:47016", "right": "pull_request:47048", "accept": false, - "reason": "Same symptom class, but different matcher implementations and model families (RT-DETR vs DETR/Grounding DINO). They are not the same concrete code-path and should not be merged as duplicates." + "reason": "Same symptom, but RT-DETR uses a different matcher implementation from DETR/Grounding DINO; this is a related fix, not the same concrete code path." }, { "left": "pull_request:47016", "right": "pull_request:47066", "accept": false, - "reason": "Both harden Hungarian matching, but they patch different model-specific loss modules for different architectures. Related change pattern, not the same underlying PR-worthy fix." + "reason": "Both guard against infeasible cost matrices, but they patch different model-specific matchers and are not the same underlying code change." }, { "left": "pull_request:47048", "right": "pull_request:47066", - "accept": true, - "reason": "These are effectively the same change pattern: guard SciPy Hungarian matching against non-finite cost matrices across model-specific loss implementations. They could plausibly be merged into one broader PR." + "accept": false, + "reason": "They address the same broad bug pattern, but in separate matcher implementations for different model families; too different to merge as duplicates." } ] }, @@ -26385,7 +26376,7 @@ "soft_pairs": [ "pull_request:47026|pull_request:47046" ], - "prepared_review_unit_hash": "ab53835a6a8596c17cced2163076023914fc5e8663deba830b298f78dde992a0", + "prepared_review_unit_hash": "0674d15c013561deeddf97ce16c88307097a8b32a909aeddba881eebd9f818e2", "component_budget": { "node_count": 2, "item_count": 2, @@ -26407,18 +26398,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target xLSTM train-mode state handling in the same file, but they are not the same fix: 47026 is a narrow padding/last-state crash patch, while 47046 appears to cover the crash plus an additional use_cache path and tests.", - "confidence": 0.83, + "summary": "Both PRs target the same xLSTM training-path crash in `modeling_xlstm.py`, with the second PR appearing to broaden the same fix to cover `use_cache` as well. They look like closely related duplicate/overlapping fixes rather than distinct changes.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "47046 is the better representative because it is the broader, more complete xLSTM train-mode fix and includes test coverage; 47026 is a narrower partial patch for one specific return_last_states path.", + "canonical_pr_reason": "PR #47046 is the better canonical PR because it is the later, broader fix for the same xLSTM train-mode crash class and includes tests/extra handling beyond the narrower subset in #47026.", "best_issue_reason": null, - "best_pr_reason": "47046 is the strongest standalone PR for the cluster since it addresses the main train-mode crash and extends to the use_cache case, suggesting the more complete change set.", + "best_pr_reason": "PR #47046 is the strongest representative of the change set: it covers the same crash path plus `use_cache`, and appears more complete than the smaller earlier patch.", "soft_edge_verdicts": [ { "left": "pull_request:47026", "right": "pull_request:47046", - "accept": false, - "reason": "Shared issue target and file are not enough here: 47046 covers additional use_cache behavior beyond 47026's train_with_padding/return_last_states=False fix, so they are related but not the same concrete change and should not be merged as duplicates." + "accept": true, + "reason": "Same underlying xLSTM train-mode forward-path failure in `modeling_xlstm.py`; #47046 looks like an expanded version of the same fix rather than a different bug." } ] }, @@ -26460,12 +26451,12 @@ "pull_request:47060|pull_request:47076", "pull_request:47074|pull_request:47076" ], - "prepared_review_unit_hash": "ea121d2c4f087fdbc0cc18d9dc126545140590082e24d2fd76b7df717eb90670", + "prepared_review_unit_hash": "5b3a1cb433c43a60deb5e3142cdc943bdaf61d19514fabfcaf2bfd1c8dbae0cf", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 9, - "serialized_chars": 15763, + "serialized_chars": 15762, "estimated_input_tokens": 3941, "estimated_eval_tokens": 8138 }, @@ -26473,7 +26464,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 9, - "serialized_chars": 15763, + "serialized_chars": 15762, "estimated_input_tokens": 3941, "estimated_eval_tokens": 8138 }, @@ -26482,66 +26473,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are broadly related to multimodal processing, but they fix different concrete bugs in different pipelines/model processors. There is no true duplicate pair here; the closest superficial overlap is in AnyToAnyPipeline, but the code paths and fixes differ.", - "confidence": 0.94, + "summary": "These PRs are mostly thematically related multimodal pipeline/processor fixes, but they are not duplicates of one another. The only near match is still too different in concrete code path and change intent to merge as one PR.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47051 is the best cluster anchor because it targets shared multimodal pipeline plumbing and is the broadest representative of the set, but it is not a duplicate of the model-specific processor fixes.", + "canonical_pr_reason": "PR 47051 is the broadest multimodal-generation plumbing change and overlaps the most with the shared pipeline surface, so it is the best representative if one PR must be chosen.", "best_issue_reason": null, - "best_pr_reason": "PR 47051 is the most representative PR in this cluster because it touches the common multimodal pipeline layer and overlaps most with the other pipeline-adjacent changes, even though the cluster as a whole is heterogeneous.", + "best_pr_reason": "47051 is the most central representative of the cluster\u2019s shared multimodal-pipeline theme, but the set is too heterogeneous to treat it as a true duplicate canonical.", "soft_edge_verdicts": [ { "left": "pull_request:47032", "right": "pull_request:47051", "accept": false, - "reason": "Both touch image_text_to_text, but 47032 fixes stop_sequence -> stop_strings behavior while 47051 forwards generation kwargs; different bugs and not one mergeable change." + "reason": "Both touch image_text_to_text, but 47032 fixes stop_sequence semantics while 47051 is about forwarding generation kwargs. Related area, different bug/change." }, { "left": "pull_request:47032", "right": "pull_request:47045", "accept": false, - "reason": "Different subsystems and models: image-text-to-text stop handling vs Voxtral audio format validation/encoding." + "reason": "Image-text pipeline stop-sequence handling and Voxtral audio-format handling are unrelated code paths and bug types." }, { "left": "pull_request:47045", "right": "pull_request:47076", "accept": false, - "reason": "Both are audio-related, but one is Voxtral audio-array encoding requirements and the other is Gemma4 audio placeholder/layout validation; distinct code paths." + "reason": "Both validate processor inputs, but one is Voxtral audio encoding formats and the other is Gemma4 placeholder/layout logic. Different concrete fixes." }, { "left": "pull_request:47045", "right": "pull_request:47074", "accept": false, - "reason": "Voxtral transcription input validation is unrelated to AnyToAnyPipeline multimodal key normalization." + "reason": "Voxtral transcription audio-format validation and AnyToAny input-key normalization are unrelated changes." }, { "left": "pull_request:47051", "right": "pull_request:47074", "accept": false, - "reason": "Both touch AnyToAnyPipeline, but 47051 changes generation-kwarg forwarding and 47074 normalizes input key aliases; separate fixes." + "reason": "Same file and subsystem, but 47051 routes generation kwargs while 47074 normalizes input keys. These are separate pipeline concerns." }, { "left": "pull_request:47051", "right": "pull_request:47060", "accept": false, - "reason": "47051 is pipeline-kwarg plumbing, while 47060 fixes Qwen Omni batched post-processing; different components and failure modes." + "reason": "AnyToAny multimodal kwargs plumbing and Qwen Omni batched post-processing fix different stages of different models' pipelines." }, { "left": "pull_request:47060", "right": "pull_request:47074", "accept": false, - "reason": "Qwen Omni batch_decode handling and AnyToAny input-key normalization are unrelated code-path fixes." + "reason": "Qwen Omni text post-processing and AnyToAny input normalization are different components and different failure modes." }, { "left": "pull_request:47060", "right": "pull_request:47076", "accept": false, - "reason": "Different model processors and different bugs: Qwen Omni output decoding vs Gemma4 audio placeholder validation." + "reason": "Qwen Omni batched decode behavior is unrelated to Gemma4 audio placeholder validation." }, { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "AnyToAnyPipeline key normalization is not the same underlying change as Gemma4 processor input validation." + "reason": "Both are multimodal preprocessing changes, but one normalizes AnyToAny input keys and the other validates Gemma4 audio placeholders; not the same underlying bug." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index bd52aa4463e582ca1a8f2ec8240aca58fd5b1b5a..1d411be8b8d62f6c734d2f7a9fba66d3949f8a1c 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260705t120019z", + "analysis_id": "hybrid-model-20260705t180850z", "archived_artifacts": { - "hybrid": "snapshots/20260705T120019Z/analysis-runs/hybrid-model-20260705t120019z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260705T120019Z/analysis-runs/hybrid-model-20260705t120019z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260705T180850Z/analysis-runs/hybrid-model-20260705t180850z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260705T180850Z/analysis-runs/hybrid-model-20260705t180850z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-05T12:10:21Z", + "published_at": "2026-07-05T18:18:27Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260705T120019Z", + "snapshot_id": "20260705T180850Z", "variant": "hybrid" } diff --git a/snapshots/20260705T180850Z/analysis-runs/hybrid-model-20260705t180850z/analysis-report-hybrid.json b/snapshots/20260705T180850Z/analysis-runs/hybrid-model-20260705t180850z/analysis-report-hybrid.json new file mode 100644 index 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The clearest duplicates are the DeepSpeed ZeRO-3/Bert zero-sized tensor crash and the torch 2.4.1 incompatibility reports; most other pairs are only thematically similar and should stay separate.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43596 is the cleanest duplicate anchor: it describes the same DeepSpeed ZeRO-3 / BertModel index-0 crash as 43638, with a concrete, specific repro and symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best overall issue representative because it anchors the strongest duplicate pair in the set and is the most concrete, specific bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: a missing config attribute vs streaming chat/completions behavior." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/pathology: AMD GPU inference vs an MPS histogram op limitation in MoE." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "One is a dtype mismatch in Mistral image preprocessing; the other is a GPT-OSS AMD GPU runtime issue." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch and AMD GPU failure are unrelated code paths." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and symptoms; no shared concrete bug." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "GPT-OSS AMD GPU issue is not the same as GraniteMoEHybrid invalid method calls." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different failures." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error and Qwen3 auto-device-map cuda assert are not the same bug." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "A crashing table-question-answering task and outdated RAG docs are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export issue and GenerationMixin import failure are distinct." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup items, but they target different removed references and look like separate doc fixes." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking and training-resume remote-code issues are different bugs." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Remote-code resume failure and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape index error and Gemma4 PLE device mismatch are different runtime failures." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Bert ZeRO-3 zero-sized tensor crash and mask/tensor shape mismatch are not the same issue." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different symptoms and subsystems; no duplicate relationship." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "DeepSpeed/Bert zero-size index error does not match the generic mask shape mismatch bug." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/index shape mismatch is unrelated to Qwen3.5 video token alignment." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different failure modes: mask shape mismatch vs GPT-OSS TP-only behavior." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume/trust-remote-code problem is unrelated to the Nemotron example bug." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration and training-resume remote-code failure are different." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve distributed training, but the concrete bugs differ: collective mismatch vs Bert zero-size indexing." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3/BertModel index-0 out-of-bounds crash, with nearly identical repro and symptom." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger cross-entropy being called and GPT-OSS TP-only failure are different issues." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA merge/save mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime failure and LoRA merge/load inconsistency are different." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code model_class/config_class error are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral dtype mismatch and YOLO multi-GPU device-map failure are different." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Two different DeepSpeed-related runtime errors with different triggers and stack shapes." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch is not the same as a mask shape indexing error." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MoE MPS histogram limitation and YOLO device-map failure are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model family, but one is CPU-offload incompatibility and the other is uninitialized-memory on meta-to-empty materialization; too different to merge confidently." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation checkpointing issue and custom trainer loss signature break are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 zero-size crash and GPT-OSS TP-only failure are different code paths." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Bert zero-size index crash is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Image preprocessor dtype mismatch and GraniteMoEHybrid invalid method call are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen NVFP4 runtime issue and GPT-OSS AMD GPU failure are not the same bug." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding_window_pattern/vLLM and Mistral regex patch crash are different model-specific issues." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map mismatch in Gemma4 PLE and expensive reverse embedding lookup are distinct forward-path issues." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report incompatibility around torch 2.4.1; they look like the same version-compatibility problem." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpoint recompute mismatch and Qwen3 auto-device-map cuda assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic torch 2.10 incompatibility and Qwen NVFP4 runtime error are different compatibility problems." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram_mps limitation are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm torch-dynamo tracing error and Mistral image dtype mismatch are different failures." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and symptoms; no shared concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral dtype mismatch and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime error and TRL SFT embedding unpacking failure are different." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram limitation are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral image dtype mismatch and MPS MoE histogram error are not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral preprocessor dtype mismatch and Qwen NVFP4 runtime error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL trainer embedding unpacking and GPT-OSS TP-only issue are different code paths." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger cross_entropy behavior and TRL embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 zero-size index error and Bert ZeRO-3 zero-size index error are similar in shape but different model-specific bugs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they refer to different removed topics and should not be merged." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram limitation are different issues." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross_entropy call and autocast dtype mismatch are not the same bug." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer compute_loss signature change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing issue and GenerationMixin import error are different." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU model failure and RAG docs out-of-date are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross_entropy issue and mask shape indexing error are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted pairs are well-supported by the titles, and the rejected soft edges mostly reflect distinct bug reports rather than overclaiming duplicates. The canonical anchor choice for 43596 over 43638 is reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "c839bc435211ce466b8848971f62523bfa53aff24e68ff29855ed136b01216b7", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40041, + "estimated_input_tokens": 10011, + "estimated_eval_tokens": 20278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose similarity set of unrelated model-load, runtime, and docs issues. The only clearly supported duplicate edge is the v5 AutoTokenizer regression pair (issue:45812 \u2194 issue:45920); the ZeRO-3 index errors are similar in shape but not strong enough to call duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45920 is the best canonical issue because it describes the broader, multi-model v5 AutoTokenizer regression, and issue:45812 fits as a narrower Granite-specific instance of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best global representative for the actual duplicate cluster: it captures the shared v5 tokenizer regression across multiple model families, not just Granite.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility breakages, but they point to different failure modes and root causes." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "A vLLM model-loading failure and a USE_DISTRIBUTED regression are different bugs." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted checkpoint and missing loaded weights are distinct model-loading problems." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the models and triggering paths differ enough that this is only a similarity match." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute error and Qwen3 device-map cuda assert are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Separate documentation issues about different obsolete/removed text." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the distributed-support regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU runtime failure and table-question-answering crash are different code paths." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy behavior and Qwen video StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization bug and RAG docs issue do not share a concrete underlying defect." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 device mismatch and Qwen video chat-template mismatch are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure is unrelated to Gemma4 device placement." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and NVFP4 compatibility are distinct problems." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Both are broad regressions, but remote-code loading and USE_DISTRIBUTED support are different bug classes." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying v5 AutoTokenizer regression causing wrong token IDs across Granite and other models." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Ovis2 checkpoint corruption and NemotronH checkpoint loading failure are different issues." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 runtime failure and RAG docs issue are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params constructor mismatch is not the same as the PyTorch distributed-support regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen/Gemma-style config fields, but the failures are different and model-specific." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-related IndexErrors, but the tensor shapes, models, and triggers differ." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test load failure and corrupted checkpoint are not the same root cause." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch incompatibility and pydantic/PretrainedConfig regression are different breakages." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bug and table-question-answering crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure is unrelated to the pydantic config regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a model crash and the other is a streaming API failure." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "BertModel ZeRO-3 index error and torch/transformers version incompatibility are different issues." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm failure and YOLO multi-GPU device-map behavior are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 runtime issue and table QA crash do not share a concrete bug." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 vLLM sliding-window config and Gemma4 auto device-map mismatch are separate model-specific bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen streaming inference bug and MPS histogram implementation error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error and Gemma3 config attribute error are different failures." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and MPS histogram error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm torch-dynamo failure and autocast dtype mismatch are different runtime bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and compile non-template-nodes error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 weight-tying bug and corrupted checkpoint report are different problems." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU device-map failure are not the same issue." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but they occur in different model/load paths and do not look like one concrete bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback blocking and remote-code config_class error are separate loading issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and pydantic PretrainedConfig breakage are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility and Gemma4 device-map mismatch are different bug classes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports the v5 AutoTokenizer regression duplicate (issue:45812 \u2194 issue:45920), but the summary overstates the evidence by calling the ZeRO-3 index errors a true duplicate as well. In the packet, issue:41762 is Gemma3ForConditionalGeneration + ZeRO-3, while issue:43596 is BertModel + ZeRO-3; that is a plausible similarity cluster, but not grounded strongly enough to claim duplicate status. The summary also says there are two true duplicate soft edges even though only one pair is accepted. The conservative false verdicts are mostly fine, but the final cluster summary is not fully grounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 3, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44387|issue:45005", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44530|issue:45005", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463" + ], + "prepared_review_unit_hash": "a81366efda8aea9446481bb14ac5e79913eda91011805d62e5a4b35b9d21ecd2", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36244, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous model-specific bugs and unrelated regressions. I found one plausible duplicate pair around Qwen video input handling; the rest are too semantically loose to merge safely.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44479 is the broader, earlier report of the Qwen video-input regression and best captures the shared underlying bug; 46294 looks like a specific manifestation of the same video feature/token mismatch in apply_chat_template.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best canonical issue because it spans the wider regression surface and can subsume the more specific Qwen3.5-9B failure report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: PaddleOCR-VL loading failure in vLLM vs GGUF gpt-oss architecture support." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are IndexErrors, but the triggers differ: generic mask/tensor shape mismatch vs Qwen3.5 embedding unpacking under TRL SFT." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different code paths and symptoms: torch dynamo grouped_mm tracing failure vs tensor-parallel-only failure on GPT-OSS MoE." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different model/task: autocast dtype mismatch in Phi-tiny-MoE vs streaming chat/completions failure on Qwen3.5-0.8B." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both mention v5/quantization or weights, but one is int4 CUDA memory/OOM and the other is tied weights on translation models." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss architecture support vs Qwen3.5 streaming inference failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different failures: init_empty_weights arg handling vs pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is not the same as the PretrainedConfig/pydantic regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is mask-length mismatch and the other is zero3/BertModel empty-tensor indexing." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal dtype/input issues, but image preprocessor dtype mismatch and video feature/token mismatch are distinct bugs." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both are compatibility reports, but remote_code breakage and torch/transformers version incompatibility are different issues." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but 'text embedding is worse' and 'nonsensical results with AutoModel/pipeline' are not clearly the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen video-input regression: video features/tokens mismatch in apply_chat_template is a concrete symptom of the broader video-input breakage." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Different areas: Nemotron example breakage vs YOLO multi-GPU device-map auto failure." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen 3.5/3.6 internals, but one is from_config text_config unwrapping and the other is rotary embedding materialization memory corruption." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different scenarios: zero3/BertModel index-out-of-bounds vs resume-training with local model and trust_remote_code." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "A generic flash-attn2 issue is not the same as the remote-code model_class/config_class AttributeError." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different multimodal/model-loading bugs: image preprocessor dtype mismatch vs TRL embedding unpacking failure." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error is unrelated to Qwen3.5 embedding unpacking in SFT." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model notebook initialization and flash-attn2 fallback blocking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated model-specific evaluation/perplexity issue vs GLM5 model report." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve trust_remote_code/custom modules, but one is a cache-path collision and the other is wrong module loading after save_pretrained." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they target different model families and likely different code paths." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FP8 config failure is unrelated to flash-attn2 fallback gating." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior and tied weights on translation models are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Completely unrelated: DSA indexer/ReLU discussion vs docs mentioning a removed command." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is not the same as tied-weights regressions." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies and stale docs about the run command are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is unrelated to tied weights on translation models." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRl SFT embedding unpacking bug is unrelated to GraniteMoEHybrid invalid-method calls." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both are validation-error reports, but the XOR input_ids/inputs_embeds bug is not clearly the same as T5 decoder-input validation." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair is conservative and well supported by the issue titles: issue:44479 is the broader Qwen video-input regression, while issue:46294 looks like a specific apply_chat_template video-token/feature mismatch within that same area. The remaining rejections are phrased cautiously and do not overstate equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 4, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43883", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:24643|issue:28530", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:41553|issue:43881", + "issue:43824|issue:43872", + "issue:43782|issue:44960" + ], + "prepared_review_unit_hash": "626ab14723f6cb6a2e487857a1f75d4ffdcb0bee8fd703ccf7ff65914ef1146d", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36286, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mainly about two real duplicate groups: the Transformers v5 non-persistent-buffer regression, and the StaticCache get_seq_length regression. Most other pairs are correctly rejected as merely related by model family or subsystem. The SigLIP2 pair 43054/43493 should not be merged on titles/metadata alone; it looks related, but not clearly duplicate.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43950 is the clearest umbrella report for the Transformers v5 non-persistent-buffer corruption bug, and it naturally subsumes the more specific follow-ups like 44534 and 45902.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best representative issue because it names the regression directly, describes the concrete failure mode broadly, and matches the follow-up reports that appear to be the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific failures: DeepSeek-Coder detokenization vs Qwen NVFP4 loading/runtime error." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but on different models and with different concrete symptoms; not enough evidence for the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs-example model/processor mismatch plus quantization failure is not the same defect as degraded SigLIP2 text embeddings." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying Transformers v5 regression: non-persistent buffers are being filled with junk/corrupted values." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer signature breakage and Gemma3 ZeRO-3 loading failure are unrelated code paths." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Remote-code config field loss is a different bug from non-persistent buffer corruption." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both touch quantization, but they describe different incompatibilities and different error surfaces." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Explicit duplicate: both describe the same Gemma4 quantized vision/audio embedder dtype-casting bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Phi autocast dtype mismatch and Qwen3.5 3D position_ids/SDPA fallback are different underlying problems." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Broad tokenizer-id regression overlaps conceptually, but the reports do not clearly point to the same concrete defect." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and a generic transformers tokenization-change report are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2 behavior, but zero probabilities and worse embeddings are not clearly the same failure path." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same StaticCache regression: get_seq_length returns the wrong type/shape and breaks downstream arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "45902 is a concrete manifestation of the same non-persistent-buffer corruption regression described in 43950." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "They share a SigLIP2 theme, but the titles point to different concrete issues: degraded text embeddings vs HF/JAX implementation discrepancy. That is related, not clearly duplicate enough to merge." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "FlashAttention packed-sequence crash and CPU-offload incompatibility are different Qwen3.5 bugs." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior is unrelated to the int4 reserved-memory/OOM regression." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states logic is unrelated to the non-persistent-buffer materialization bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad error messaging for Voxtral and Molmo tied-weights attribute failure are different issues." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic load noise and a specific ScandiBERT load failure are not the same underlying defect." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-dimensionality error and early-stopping metric resolution are separate training issues." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Noise on load versus a specific model load failure is too broad to merge." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "A broad remote_code regression bucket and a specific AutoConfig field-loss bug are not the same defect." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures with no clear shared code path." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Missing model-class import and bitsandbytes Int8Params constructor incompatibility are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading and GLM5 are different model-specific issues." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Illegal-memory-access flash-attn crash and CPU-offload rotary embedding incompatibility are not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:43856", + "accept": false, + "reason": "Quantization OOM and MoE training memory inefficiency are different performance problems." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different failure modes; no shared concrete defect." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most of the clustering is grounded, but one positive soft-edge verdict is too strong for the evidence in the packet: issue:43054 vs issue:43493 is only clearly a shared SigLIP2 theme, not an explicit or well-supported duplicate. The summary\u2019s claim that this pair is \u2018duplicate enough to merge\u2019 overstates what the titles and metadata alone show. The rest of the conservative pairings look reasonable." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 5, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44509", + "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:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:43881|issue:43883", + "issue:42491|issue:44368", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:41553|issue:44991", + "issue:44928|issue:45588", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:24643|issue:30064" + ], + "prepared_review_unit_hash": "eb98ddb412226332da075c77328f1d0e9b852e1fdb794d5e41257306c6e41296", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36754, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous model-loading, tokenizer, and training regressions from different code paths. There is one clear duplicate-style pair around the training-loss double-shift bug (CohereASR vs Florence2), but most other soft edges are only broad semantic similarity, not the same underlying bug.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella for several v5 remote-code/model-loading regressions, but the cluster is not a single duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 best represents the largest shared theme in the cluster (recent v5 model-loading / remote-code breakage), even though many items are separate bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different failure modes and subsystems: MPS int histogram on MoE vs device-map forward mismatch on Gemma4." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both involve attention/tokenizer-related errors, but one is a tokenizer regex crash and the other is flash-attn fallback gating; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad overlap in v5 regressions, but these are different concrete bugs: remote_code loading vs Gemma4 device placement." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Issue 44661 is a tokenizer-mapping edge case; 45020 is a generic remote_code compatibility regression. Related area, not duplicate." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different problems: autocast dtype mismatch in Phi MoE vs device_map auto mismatch in Gemma4." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different root causes (glm-4v-9b vs missing all_tied_weights_keys)." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3 and tie-word-embedding warnings, but one is a LoRA/hf4.x vs hf5.x incompatibility and the other is a warning about config cleanliness, not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/model regressions, but 45356 is a specific Kimi-K2.5 codec/mistral-regex regression, not the same as 45020." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance issues, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; different code paths and fixes." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Bitsandbytes init-arg incompatibility and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Different failure classes: composite config unwrapping vs remote-code model_class missing config_class." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Related to HF init/empty-weights compatibility, but one is bitsandbytes Int8Params and the other is model loading with init_empty_weights; not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": false, + "reason": "Same documentation cleanup theme, but separate doc pages and duplicate task references are not a single bug." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer behavior for DeepSeek-family models, but one is ByteLevel pre-tokenizer override and the other is incorrect tokenizer output for DeepSeek-Coder; not enough to treat as the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Both mention loading/tied weights, but one is lm_head tying in Mistral3 and the other is silent corruption of non-persistent buffers; different root causes." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "These are the same training-loss double-shift bug pattern reported for two model families, so they plausibly collapse to one fix." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both are remote-code/model-loading regressions, but the specific breakage differs: broad remote_code failures vs missing config_class on AutoModel.from_pretrained." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Different audio-loading failures: Whisper model run failure vs _torch_extract_fbank_features issue." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve Qwen/DeepSpeed, but one is weight conversion on load and the other is gradient averaging under GAS; separate bugs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both reference gradient-checkpointing-related configuration, but one is LoRA checkpointing effectiveness and the other is a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Both are runtime shape/argument issues in training, but one is a Trainer API signature change and the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are Qwen3.x DeepSpeed weight-loading problems, but one is Qwen3-Next ZeRO-3 all-params-missing and the other is Qwen3.5 language_model loading failure." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different loading failures (GLM-4.7-Flash unit tests vs NemotronH checkpoint loading)." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading related, but one is a bad error message for Voxtral and the other is a v5 tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different numerical issues: RLHF NaN from position_ids/SDPA fallback vs flash_attention integration crashing on s_aux=None." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input regressions, but they affect different model families and likely different preprocessing paths." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same error shape family, but different incidents and likely different model/data paths; not enough to treat as one bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training DeepSpeed weight-shape error and segmentation-map processing failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it characterizes the cluster as heterogeneous, selects 45020 as a broad umbrella rather than a strict duplicate anchor, and only accepts the one pair that clearly shares the same bug pattern. The rejected soft edges are mostly framed as related-but-distinct failures, which matches the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 6, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:41553|issue:44488", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:43638|issue:46515", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:43716|issue:44560", + "issue:43645|issue:43646", + "issue:44910|issue:46858", + "issue:42617|issue:43366", + "issue:44560|issue:45685", + "issue:43550|issue:44910", + "issue:36010|issue:42915", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:45672|issue:46899", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720", + "issue:43632|issue:45834", + "issue:44661|issue:44805" + ], + "prepared_review_unit_hash": "b729d658005fff5217cd189d6390314f67e731c243119a4221a917c35db49708", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38359, + "estimated_input_tokens": 9590, + "estimated_eval_tokens": 19436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy and spans many unrelated bugs. I only see three likely duplicate pairs: the custom model initialization regression, the Siglip2 wrong-output regression, and the Gemma4 4-bit multimodal dtype-cast regression.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43646 is the broader, cleaner statement of the custom model initialization regression; issue:43645 reads like a notebook-specific instance of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best representative issue in the set because it is the most general formulation of a duplicated bug and is less environment-specific than the sibling report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different models and failure modes: Qwen3.5 PagedAttentionCache group-type handling vs NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading complaints, but they concern different architectures and different root causes." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated problems: GGUF architecture support vs a torch.autocast dtype mismatch on a specific MoE model." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading support gaps, but the affected models and symptoms are different enough to treat separately." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen-related features: GGUF gpt-oss support vs a sliding_window bug in Qwen3-MoE." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "BERT/DeepSpeed zero3 index error is unrelated to a generic torch version incompatibility." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different rotary-embedding bugs in different model families and different code paths." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support and Float8 storage deserialization are unrelated issues." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: track-to-track leakage in batched inference vs empty transcription handling." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is FSDP2 shared_kv_states rebuilding and the other is device placement under device_map=auto." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "One is a zero3/BERT initialization crash; the other is a broad torch 2.4.1 incompatibility report." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe vs meta-device loading regressions." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import failure for a specific vision-language class is not the same bug as meta-device model loading." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to Kosmos2.5 long-OCR indexing." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal issues: dtype mismatch in preprocessing vs StopIteration during video embedding." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These describe the same custom-model initialization regression; 43645 is the notebook-specific variant of 43646's broader report." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Distinct cache/attention bugs with different triggering conditions and code paths." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to GGUF architecture support." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video embedding StopIteration and MPS histogram support for Int are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different attention/compile failures on different models and different mechanisms." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Video embedding StopIteration and TRL unpacking failure are different bugs." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is not the same as a torch 2.4.1 incompatibility." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different fixes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-map mismatch is a model-specific forward-pass bug, not a generic torch-version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping-name validation and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different index/shape failures in different pipelines." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same Siglip2 model family and same underlying wrong-output regression; the titles describe different manifestations of the same problem." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention config validation, but they involve different models and likely different validation rules." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit multimodal quantization bug: unsafe dtype handling in embedders causing audio/vision failures." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/BERT indexing and tokenizer-mapping validation are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed/BERT zero3 crash does not match the tokenizer-mapping validation issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The three accepted duplicate pairs are plausible from the titles alone: 43645/43646, 38175/43994, and 45672/46899. The rejected soft pairs are mostly well-justified as distinct bugs or at least distinct enough to avoid overclaiming. No obvious unsupported mergeability claim appears." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 7, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:46459|issue:46512", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:42491|issue:45292", + "issue:43856|issue:44387", + "issue:42491|issue:45335", + "issue:43708|issue:44075", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:46897|issue:46901", + "issue:45276|issue:45335", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:39692|issue:44960" + ], + "prepared_review_unit_hash": "3b1123b903f8d925f95ee870e660ce31e0c6d00b7e4be5ec8c77d97a0361b190", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36357, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of related-looking but distinct Transformers regressions. No soft pair is strong enough to accept deterministically from the packet alone; the closest matches are only sibling-style similarities, not confirmed duplicates.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the strongest issue anchor because it states a broad, concrete Transformers v5 regression and is the most central representative in the cluster, but its nearest neighbor (44534) should be treated as a similar sibling rather than a confirmed duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best global issue representative: it is broad, clearly stated, and central to the v5 buffer-regression theme, while nearby reports remain only soft matches.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both are loading/offload related, but the titles point to different failure modes and no shared concrete bug is evident." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but zero probabilities and docs/example mistakes plus quantization failure are not the same underlying issue." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": false, + "reason": "The titles are very similar, but the packet only supports a conservative sibling-match, not a confirmed duplicate." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3/MoE, but one is an auto device map CUDA assert and the other is a FineGrainedFP8Config failure." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different bug classes: FP8/MoE failure versus mmap/offload OOM behavior." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Related resize/load behavior, but the issues describe different contexts and models; not enough to merge as one bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different flash-attention/model-generation symptoms." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but the packet does not show a shared root cause." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 tensor-parallel planning are unrelated code paths." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both affect Qwen3.5, but one is ZeRO-3 load failure and the other is incorrect save_pretrained serialization." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype, but one is load-time dtype handling and the other is stale config.dtype after from_config." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and different failures; no shared concrete bug is visible." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers v5 regressions, but the symptoms point to different initialization paths and different bugs." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 family, but a broken docs example and nonsensical inference outputs are not clearly the same issue." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different load-path failures affecting different models and scenarios." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer/load failures, but the models and likely root causes differ." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both touch memory/quantization themes, but they are distinct regressions with different symptoms." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading bugs; the packet does not indicate a shared underlying defect." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Related resize_token_embeddings wording, but the reports are not specific enough to collapse into one confirmed bug." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory pressure, but one is training inefficiency and the other is int4 quantization OOM." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "The titles are thematically close, but this is still only a similar sibling report, not a confirmed duplicate." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume math and unused SGD args are unrelated issues." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different model/workflow failures; no shared concrete code-path problem is evident." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument handling are separate serialization/loading bugs." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Similar loss-shift wording, but different models and no shared implementation is shown." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Very similar resize_token_embeddings reports, but the packet does not support a confident same-bug merge." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer behaviors and likely different root causes." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated failures." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both hit flash-attention, but the concrete symptoms and code paths differ." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different checkpoints and different loading issues." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and unrelated bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The high-level cluster summary is mostly grounded, but the analyst is too strong on duplicate claims. In the packet, every soft pair has deterministic_accept=false, so treating issue:43644\u2013issue:44534 and issue:45276\u2013issue:45335 as accepted duplicates overstates the evidence. Also, calling 44534 a \"confirmed\" near-duplicate is not supported by the packet; it is at most a very similar sibling issue. Please downgrade those verdicts to conservative/uncertain language." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 8, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:43425|issue:43957", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:42947|issue:43381", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:42175|issue:43957", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "issue:43646|issue:43708" + ], + "prepared_review_unit_hash": "3e6c20f248a42600e3d4984b6893460983ffc44d4bb7b415377e5456e250091d", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36536, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but there is a small true duplicate set around `resize_token_embeddings` not propagating updates to model embeddings. Most other pairs are only loosely similar by subsystem or model family, not the same bug.", + "confidence": 0.82, + "canonical_issue_reason": "`issue:45292` is the most generic and central report in the resize-token-embeddings subgroup, and it bridges the model-specific variants (`gemma4`, `t5gemma`) that appear to describe the same underlying embedding-update bug.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best issue to keep as the representative issue because its title is broad, concrete, and matches the shared failure mode across the accepted duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Different failure modes: torch 2.10 compatibility vs meta-device model loading regression." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Unrelated bugs: Qwen3 device-mapping CUDA assert vs AudioFlamingo batched inference leakage." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different concrete issues: Gemma4 FSDP2 attention state bug vs Qwen multimodal `text_config` unwrapping." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated loading/init issue vs Strix Halo mmap/OOM issue." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve `lm_head` tying, but they affect different model families and likely different code paths." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different problems: LoRA gradient checkpointing vs T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization/memory, but one is offloading behavior and the other is int4 reserved-memory/OOM." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Generic ModelOutput key assignment bug vs a specific classifier output field mix-up." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen/Gemma backend issues; one is FSDP2 state handling, the other CPU offload compatibility." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/loading regressions for different models and quantization formats." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import path breakage vs Whisper pipeline `return_language` regression." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both about gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode prohibition." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different issues: embedding/token leak in batched inference vs Gemma4 device mismatch during forward." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 memory/OOM regression vs mmap-on-Strix-Halo OOM workaround; not the same bug." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading regression and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Gemma4 FSDP2 attention state bug." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Related model family, but checkpoint loading failure and broken example are not clearly the same underlying bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` bug: the resized embeddings are not propagated to output embeddings, with one report being Gemma4-specific and the other generic." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression across Qwen variants vs strict config blocking `granite_speech` loading." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs RLHF NaN/SDPA math-fallback collapse are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/from_pretrained extra_state handling vs Strix Halo mmap/OOM are different code paths." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs `continue_final_message` behavior in mistral_common are different issues." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash vs Gemma4 FSDP2 attention state bug." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load of custom models, but one is read-only permission propagation and the other is wrong custom-module resolution." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different save/load regressions for different models; no shared concrete bug." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same `resize_token_embeddings` propagation failure, just reported on different model-specific embedding targets (`output_embeddings` vs `decoder.embed_tokens`)." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter/custom-model initialization breakage vs extra_state save/load failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43957", + "accept": false, + "reason": "Backend packaging issue vs meta-device loading regression." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Possible related model-loading symptoms, but the titles do not establish the same underlying tokenizer/vocab bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage type error vs Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage vs resume_from_checkpoint max_steps calculation bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well grounded in the packet: the cluster is mostly heterogeneous, and the only clearly supported duplicate set is the resize_token_embeddings trio (45276/45292/45335). The false soft-edge verdicts are conservative, and the summary does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 9, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46899", + "issue:46901", + "issue:47050" + ], + "soft_pairs": [ + "issue:46894|issue:46901", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:39404|issue:46665", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:43906|issue:44530", + "issue:46050|issue:46326", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:39404|issue:44912", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:43299|issue:43931", + "issue:44164|issue:46821", + "issue:43596|issue:44683", + "issue:43632|issue:47050" + ], + "prepared_review_unit_hash": "83078bbd84288a2dfda769854bb95b52b75ecb80ae70cdd5f11e87b76e066290", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37511, + "estimated_input_tokens": 9378, + "estimated_eval_tokens": 19012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These artifacts mostly share high-level themes (tokenizers, model loading, multimodal regressions), but the paired items describe distinct concrete bugs, so I would not collapse any of the soft pairs.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45812 is the strongest canonical issue candidate: it describes a clear, user-visible v4\u2192v5 regression with broad impact across all Granite models and a specific failure mode (wrong token IDs).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best representative issue because it is concrete, broadly scoped, and directly tied to a specific regression rather than a vague symptom cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Same general training-loss pattern, but different models and no evidence of the same underlying code path." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "One is a version-compatibility complaint; the other is an autocast dtype mismatch in a specific model." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: one is performance in convert_tokens_to_ids, the other is a leading-space round-trip bug." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Both involve tokenizers, but one is wrong token IDs for Granite models and the other is a speed regression for slow tokenizers." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Different symptoms and code paths: Whisper pipeline language return vs a general tokenization change regression." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "These are unrelated failures in different subsystems: PagedAttentionCache vs template compilation." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both mention model initialization, but one is about base_model_prefix loading and the other about custom models in Jupyter notebooks." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Different problems: torch version incompatibility versus a YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "One is a torch version issue with compiled flex_attention; the other is a Gemma4 forward device-mismatch bug." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Both touch model/pipeline usage, but the actual bugs differ: Whisper language return vs from_pretrained inside classes." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "No shared underlying bug: torch 2.10 incompatibility is unrelated to Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Different failure modes and models; only a broad 'version broke things' similarity exists." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Both are multimodal regressions, but the concrete failures differ: video-input regression vs mask/index shape mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "These are distinct errors with no shared code path indicated: Float8 storage lookup vs non-template-node compilation." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they refer to different removed/changed pipeline APIs and would not be merged as one fix." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs: incorrect SigLIP2 outputs versus ModelOutput key assignment when a field was previously None." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "No concrete overlap beyond being open/closed issues; the reproduction issue and the PagedAttentionCache crash are unrelated." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Different areas: quantized save/load corruption versus a tokenizer-specific continue_final_message bug." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Both involve loading, but one is a T5 tokenizer method conflict and the other is a gguf_file loading breakage." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different regression classes: torch.export support via torch_compilable_check versus Perceiver interpolation failure." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "These address different APIs and failures: extra_state serialization versus unwrapping text_config for composite configs." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "The isolated reproduction and the mistral_common tokenizer bug are not the same underlying defect." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language and MXFP4 quantization fallback are unrelated regressions." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different model families and different symptoms: CamemBERT prediction regression versus tokenizer loading failure." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading issues, but they affect different tokenizers and different failure points." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Different Gemma4 bugs: device placement mismatch versus unsafe dtype casting in multimodal embedders." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Both are loss-related, but they concern different tasks and model families with no shared implementation evidence." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "One is a Qwen3 MoE memory-efficiency issue; the other is a platform-specific mmap/OOM mitigation." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a broad MoE loading breakage and the other is a specific weight-shape mismatch." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "Completely different problems: serialization extra_state versus a TimesFM window_size attribute error." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "An IndexError in deepspeed zero3/BertModel is unrelated to flex_attention compilation on newer torch." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Different failure modes: _is_hf_initialized flag behavior versus fp16 ONNX attention dtype mismatch." + } + ] + }, + "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": 26, + "review_unit_index": 10, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43317", + "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:43746", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46897" + ], + "soft_pairs": [ + "issue:45479|issue:46897", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:36032|issue:42915", + "issue:44462|issue:46489", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:39404|issue:44671", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:42915|issue:44530", + "issue:44737|issue:45859", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:40990|issue:43421", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:40444|issue:46326", + "issue:42175|issue:46178", + "issue:43582|issue:43632", + "issue:44206|issue:44220", + "issue:36032|issue:43645", + "issue:44811|issue:45584", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43317|issue:43482", + "issue:43746|issue:46326" + ], + "prepared_review_unit_hash": "372e918bb2a175250b5a490fb8c7d68c49193e58932371548e20527eff3338c5", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36751, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports across tokenizer loading, model init, audio feature extraction, and model-specific regressions. I only see one likely duplicate-style pair, and one other pair that looks close enough on the same loader path to plausibly share a fix; the rest are too broad or model-specific to merge safely.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43452 is the best umbrella issue for the GGUF-loading regression because it names the shared from_pretrained/gguf_file breakage across tokenizer and model loaders, which is broader and more representative than the model-specific follow-up report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44206 is the most concrete and implementation-ready report: it identifies the exact failing audio feature-extraction path and the unsupported `center` argument causing the crash.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different failure modes and model families: zero-loss classification vs Florence2 training loss shift. Similar pattern language is not enough to treat as the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading regressions, but they concern different repositories and likely different tokenizer/model code paths." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "One is a tokenizer load failure for a specific BERT model; the other is a Mistral regex patch crash. Different bugs." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "`base_model_prefix` loading regression and junk-filled non-persistent buffers are distinct initialization problems." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral lm_head weight tying are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer API conflict vs FP8 config failure; no shared code path." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both mention tokenizer behavior, but one is repo tokenizer.json loading and the other is a DeepSeek-specific correctness gap; not the same concrete bug." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and SAM3 text-encoder weight loading are separate model-regression reports." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template-node compilation errors are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language/pipeline behavior and CamemBERT masked-LM predictions are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES registration failure and compiled flex_attention on new torch are different subsystems." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from AutoConfig and PagedAttentionCache linear_attention failures are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config on Qwen3Moe and Qwen3.5 PagedAttentionCache crash are separate issues." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload related, but they affect different models and different execution paths." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but the affected repos and likely root causes differ." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and template compilation error are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and tokenizer post-processor update behavior do not share a concrete bug." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking and multimodal iterable-dataset finetuning failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both involve Transformers v5 custom model initialization, but one is non-persistent buffers and the other is general custom-model init; too broad to merge safely." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal iterable-dataset failure and Whisper continue_final_message behavior are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Package/backend installation issue and BACKENDS_MAPPING validation error are distinct backend-management bugs." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and `_is_hf_initialized` breakage are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio fbank feature-extraction path; the second is the generic function-level report and the first names the concrete unsupported `center` argument crash." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict and notebook-based custom-model initialization failure are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after token alignment." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both describe a GGUF/from_pretrained loading regression in Transformers v5; the generic gguf_file breakage plausibly covers the Qwen2.5-GGUF failure in one fix." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different repositories and likely different tokenizer-loading failures; same version range is not enough to merge." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload loading and GGUF loading are different loading paths." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT/local-checkpoint loading and Whisper continue_final_message are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and conservative on the soft edges. The two accepted pairs are reasonably supported by the issue titles/path descriptions, and the rejected pairs avoid over-claiming shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 11, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43208", + "issue:43262", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45987", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43883|issue:44488", + "issue:43208|issue:47013", + "issue:43792|issue:46869", + "issue:44403|issue:45081", + "issue:43646|issue:44534", + "issue:43645|issue:46661", + "issue:42915|issue:45084", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43404|issue:44466", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:43994|issue:44610", + "issue:42915|issue:44291", + "issue:44464|issue:45987", + "issue:44451|issue:45081", + "issue:36032|issue:43742", + "issue:44008|issue:46899", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:42915|issue:44589", + "issue:43322|issue:43540", + "issue:43632|issue:46821", + "issue:43883|issue:44991", + "issue:43531|issue:44877", + "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:43089|issue:45987", + "issue:43425|issue:44403" + ], + "prepared_review_unit_hash": "d59c649ac437b2f988ebf471341e61d2fc4349f19beefc45bd4223a7e77d42bd", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36820, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues across training, tokenizers, multimodal models, generation, and v5 migration regressions. The soft-similarity pairs mostly share broad vocabulary but not the same concrete bug or fixable code path, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate bug vs MIMI padding-mask batching bug; different components and failure modes." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but one is about a missing tied-weights attribute and the other about a specific model load regression; not the same code path." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both xLSTM training problems, but one is a bundle of three bugs for small models while the other is a single return_last_states unpacking crash; not the same underlying defect." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper can\u2019t run vs YOLO multi-GPU auto device map failure; unrelated models and symptoms." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs Mistral regex patch crash; different issue scope and root cause." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both involve Transformers v5/custom model behavior, but one is custom model initialization and the other is non-persistent buffer initialization; not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Jupyter/custom model initialization regression vs remote-code model missing config_class; different initialization paths." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs a template-compilation error; unrelated subsystems." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug vs Qwen2.5-VL rope/position_ids scaling bug; different model families and code paths." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batch inconsistency vs DAC from_latents/forward mismatch; both audio models but distinct computations and bugs." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Mistral3 weight tying issue vs device-dependent lm_head serialization inconsistency; related theme but not the same concrete defect." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Physical-intelligence/fast load failure vs Mistral tokenizer regex patch crash; different model classes and causes." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection bug vs TrainerState token counter update bug; both trainer-related but unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 nonsensical AutoModel/pipeline results vs OmDet-Turbo processor size mismatch; different models and failure modes." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs init_empty_weights unexpected _is_hf_initialized argument; different failing APIs." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward vs StaticCache seq-length type contract bug; unrelated generation internals." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model loading regression for a specific checkpoint vs Mistral regex patch crash; not the same artifact or fix." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict vs MobileLLM key error on load; both load-time errors but different causes." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable-name collision in forward vs Gemma4 unsafe dtype cast in multimodal embedders; different model generations and bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument duplication vs a specific model loading failure; tokenizer construction bug is unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check issue vs processor output-size mismatch; different layers of the stack." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs missing Float8 storage type; both quantization-adjacent but not the same root problem." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segfault on load vs Qwen3OmniMoe video-input ValueError; different model families and symptoms." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized flag regression vs TimesFM window_size AttributeError; both v5-related but unrelated code paths." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys on a model class vs tokenizer loading failure for a specific model; different classes of load errors." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs granite_speech strict config load failure; unrelated model/config behavior." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Video-input regression across Qwen VL models vs Qwen2.5-VL rope-index temporal scaling bug; both multimodal/video-related but not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method-name conflict vs Qwen3 auto device mapping cudaErrorAssert; unrelated tokenizer vs inference/device-map failures." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead vs StaticCache seq-length return type mismatch; performance issue vs API contract bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility regression vs loading noise; one is an environment compatibility issue, the other is generic UX noise." + } + ] + }, + "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": 26, + "review_unit_index": 12, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:45216|issue:45357", + "issue:40444|issue:45325", + "issue:43296|issue:43531", + "issue:44991|issue:46315", + "issue:43611|issue:44534", + "issue:43716|issue:46899", + "issue:44220|issue:44683", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:43632|issue:44756", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:44291|issue:44589", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:41720|issue:45081", + "issue:43482|issue:45538", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:43611|issue:43646" + ], + "prepared_review_unit_hash": "a8e15a23c4e4fab3ec5e3817e3416bc156ada9485bde2909b9e7dc7bccdc23ee", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36430, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: many unrelated bug reports across tokenizer, multimodal, vLLM, quantization, and Transformers v5 regressions. Only one soft pair looks like a likely duplicate/follow-up: the Qwen3.5 save_pretrained regressions. No pull requests are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45216 is the cleaner primary report for the Qwen3.5 save_pretrained regression, and issue:45357 reads like a later follow-up about the same serialization bug in the same model family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone issue in the set: broad impact across all Granite models, explicitly labeled as a silent regression, and it has inbound references indicating community uptake.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same model family and same save_pretrained serialization path; 45357 appears to be a later manifestation/follow-up of the same regression." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal/Qwen issues, but one is an IterableDataset multi-image finetuning failure and the other is a rope index scaling regression; different code paths." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different models and failures: PaddleOCR-VL load in vLLM versus Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "One is a tokenizer-loading failure for a specific repo; the other is a performance regression in convert_tokens_to_ids for slow tokenizers." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both mention Transformers v5 breakage, but the concrete bugs differ: base_model_prefix loading versus custom model initialization." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both involve multimodal dtype handling, but they target different bugs/models: image preprocessor mismatch versus unsafe 4-bit cast in embedders." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated subsystems: audio feature extraction versus compiled flex_attention on newer torch." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading noise/logging behavior is unrelated to a tokenizer loading regression." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode checkpointing failure is not the same as a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one affects Granite token IDs broadly while the other is a CodeLlama whitespace round-trip issue." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and PEFT local checkpoint loading are different issues." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "One is an _is_hf_initialized / Transformers v5 compatibility issue; the other is an mmap OOM workaround." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU training and multi-image IterableDataset finetuning are different training problems." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are Transformers v5-related, but one is init_empty_weights argument handling and the other is missing Float8 storage support." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on gpt-oss is unrelated to Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are not the same bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and missing pad_token_id on Llama4Config are different model-loading bugs." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states issues are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to init_empty_weights argument incompatibility." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates and add_special_tokens BOS/EOS insertion are different tokenizer behaviors." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TensorFlow packaging/backend, but one is missing TF in the torch extra and the other is an undefined tf backend error with tensorboard-only installs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Mistral regex patch crash are completely different bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading with Transformers v5 is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk filling are unrelated regressions." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Dequantized model loading with device_map=auto and Qwen3 MoE memory usage are different problems." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer.json loading precedence and Granite token ID regression are different tokenizer bugs." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated model-specific issues." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend packaging and PaddleOCR-VL loading in vLLM are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "This pair is related by Transformers v5, but the concrete failures are different enough that they should not be merged into one bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The only accepted soft pair (45216/45357) is plausibly the same Qwen3.5 save_pretrained regression/follow-up, and the rejected pairs are generally separated by model or code path as described. The summary also matches the item set: mostly heterogeneous issues, one likely duplicate/follow-up pair, and no PRs present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 13, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909" + ], + "soft_pairs": [ + "issue:44509|issue:46909", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:43818|issue:46402", + "issue:40444|issue:45381", + "issue:43818|issue:45357", + "issue:43493|issue:43994", + "issue:44265|issue:45072", + "issue:45325|issue:45834", + "issue:45325|issue:45381", + "issue:44829|issue:45479", + "issue:43454|issue:44466", + "issue:41553|issue:43582", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:40990|issue:45584", + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:43262|issue:43746", + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:39692|issue:40444", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:43606|issue:43819" + ], + "prepared_review_unit_hash": "d4c85ae7c918bfceb6cb809f26636409864172e03b82669b6b1be25e3844755b", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36354, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous and does not form one duplicate cluster. Only the SigLIP2 pair (43493/43994) looks like the same underlying model-implementation problem; the rest are distinct bugs or docs issues across different models/code paths.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43493 is the best canonical issue for the only clear duplicate-like pair: it describes the underlying SigLIP2 HF-vs-JAX implementation discrepancy, while 43994 reads like a downstream symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43493 is the strongest representative because it states the root cause more directly and is broader/more actionable than the user-facing symptom in 43994.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation problems, but they target different pages/examples and unrelated content." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batched-vs-single behavior, but they are different models and different failure modes." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Both look like internal regressions, but one is about non-persistent buffers and the other about ModelOutput key assignment." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and code paths: Video-LLaVA architecture issue vs Sam3 text encoder loading." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL multimodal bugs, but one is finetuning with multiple images and the other is video position IDs." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Unrelated bugs: Video-LLaVA temporal-attention/weight sharing vs Qwen3.5 save_pretrained key saving." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 implementation mismatch leading to wrong outputs; one is the root discrepancy report and the other the downstream symptom." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and failures: torch.export with torch_compilable_check vs bfloat16 dtype mismatches." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and bugs: Qwen2.5-VL rope-index scaling vs Kosmos2.5 long OCR indexing." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Same broad model family, but the failures differ: still-image temporal scaling vs video-input vision_position_ids." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training bugs: flash_attention_3 regression vs single-label-classification zero-loss behavior." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a model-specific tie failure and the other is device-dependent serialization." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated issues: Voxtral tokenizer error message vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model families and failures: FineGrainedFP8 config vs GGUF loading in v5." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are loading-related, but they stem from different compatibility breaks and different models." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id handling." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization-version changes are unrelated issues." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video vision position IDs." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different models and bugs: perplexity issue on GPT-OSS vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch is unrelated to torch.export failures with torch_compilable_check." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and failure modes: Qwen video regression vs Gemma4 device_map forward mismatch." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Different runtime errors in different models: autocast dtype mismatch vs TimesFM window_size AttributeError." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map CUDA assertion." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset handling and progressive generation inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs/model mismatch is unrelated to Qwen2.5-VL multi-image finetuning failures." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different models and device-mapping failures; not the same code-path problem." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export compatibility checks." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Both are model bugs, but one is tied-weight generation and the other is torch.compile/SDPA behavior." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC from_latents/forward mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43493/43994 is the only clearly related pair, and the rest of the listed soft pairs are described conservatively as distinct bugs/docs issues. I didn\u2019t see any overstatement of evidence or any pair that was clearly treated as a duplicate without support." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 14, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:45823|issue:46821", + "issue:43454|issue:45072", + "issue:46305|issue:46315", + "issue:42617|issue:42915", + "issue:40990|issue:42947", + "issue:43572|issue:45759", + "issue:43377|issue:44898", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43454|issue:43720", + "issue:43881|issue:44488", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:36331|issue:42915", + "issue:41720|issue:44977", + "issue:44877|issue:44991", + "issue:44466|issue:45357", + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:43065|issue:46402", + "issue:41720|issue:42617", + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue:44186|issue:45072" + ], + "prepared_review_unit_hash": "faed5f5819e4478882e921fe13857c60563d4cd6e9a23febce5ee7c2565c4f96", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36063, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous but skews toward Transformers loading/offloading/quantization regressions, plus a few unrelated tokenizer, generation, and model-specific bugs. None of the soft pairs look like the same underlying bug/change, so all are rejected.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43873 is the broadest and most central report in the loading/offloading/quantization area, which is the main theme shared by several nearby issues.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best representative issue because it has the broadest scope, substantial activity, and sits at the center of the offloading/quantization failure cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: Qwen3 MoE weight conversion under accelerate+deepspeed vs a missing gradient-checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling and FP8 inference failure are unrelated bug classes affecting different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both involve tokenization, but one is add_special_tokens behavior for mdeberta-v3 while the other is wrong token IDs across several models; not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask output mismatch is distinct from OmDet-Turbo's image-size mismatch." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device mismatch during forward and TimesFM window_size AttributeError are unrelated failures." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head weight serialization/tied-weights issue is different from dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "An off-by-one sliding-window mask bug is unrelated to a token lookup performance regression." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different model/runtime problems." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a specific model is not the same bug as LoRA gradient checkpointing being ineffective." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in config is separate from composite multimodal config unwrapping in from_config." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI encoder batched-vs-single output mismatch is not the same as Perceiver resolution handling." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and junk-filled non-persistent buffers are different issues." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offloading, but one is a specific dequantized-model load failure on gpu+cpu offload while the other is a broader quantized offloading regression; not clearly the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head weight serialization and BitNet packed-weight unpacking are separate loading/serialization bugs." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model-specific loading failures with no clear shared code-path or root cause." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segmentation fault is unrelated to sinq quantized save/load corruption." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next loading segfault are different model/runtime failures." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer.compute_loss keyword mismatch is unrelated to a 3d_parallel.py runtime failure." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "int4 quantization OOM from reserved memory growth is not the same as T5's apex RMSNorm memory leak." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss keyword argument and Qwen3Moe FP8 config failure do not share the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "cudaErrorAssert during auto device mapping is distinct from flash-attention generation problems." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection for granite_speech and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern serialization, but one is tied-weight lm_head persistence and the other is incorrect visual encoder keys for Qwen3.5." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on one model is not the same as a version-dependent tokenization change." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug and tokenization changes are different subsystems and failures." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to missing text encoder weights in Sam3Model." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping CUDA assert and inability to run 3d_parallel.py are different issues." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resumption epoch-iterator failure is unrelated to early stopping metric resolution." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading failure and mmap OOM on Strix Halo are different memory-management issues." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes on NER/batched padding are unrelated to bfloat16 dtype mismatches in inference." + } + ] + }, + "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": 26, + "review_unit_index": 15, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44451", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44991", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:46612|issue:46858", + "issue:45685|issue:46821", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43295|issue:45701", + "issue:43646|issue:46665", + "issue:43881|issue:44991", + "issue:44451|issue:47020", + "issue:43526|issue:43883", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:36010|issue:42617", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:46821|issue:46869", + "issue:44423|issue:45406", + "issue:44734|issue:46858", + "issue:44008|issue:45823", + "issue:28530|issue:33666", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:44464|issue:46858", + "issue:36331|issue:41720", + "issue:45632|issue:45684", + "issue:44671|issue:44743", + "issue:44186|issue:44361" + ], + "prepared_review_unit_hash": "83247283d48f23841264f1c5c7a63f4b96c554020bcfd793d2dc77aea595ea7e", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36263, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only loose theme is transformer runtime/loading regressions across models, but the paired candidates are generally different bugs and should not be merged as duplicates.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 46858 is the best anchor because it is a concrete low-level runtime regression and the closest thing to a shared root-cause style bug among the cache/compile-related issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46858 is the most representative and actionable issue for the cluster: it describes a specific, infrastructure-level bug rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/cache behavior, but 46612 is about missing beam-search cache reorder in specific models, while 46858 is a static-cache slice-arithmetic bug under torch.compile on non-CUDA backends." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Different subsystems and failure modes: MPS histogram support for Int vs a TimesFM window_size attribute error." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both are runtime failures, but they affect different models and different code paths: SDPA/torch.compile in Bamba vs packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Unrelated bugs: dtype propagation in Blip2 loading versus Trainer max_steps recomputation when resuming from checkpoint." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "One is a regression in processor/tokenizer access, the other is a broader tokenization-version behavior change; not the same underlying bug." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both mention custom model loading/init, but the reported failures are different enough that they do not clearly share one concrete code path." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different loading issues for different artifacts: a multimodal model load failure versus a tokenizer load failure for a separate model." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer construction problems affecting different models; no shared concrete bug is evident." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Image processor label-reduction bug versus missing tied-weights metadata on a causal LM; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are model execution failures, but they involve different models and distinct root causes (compile/SDPA vs CPU offload device mismatch)." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-input bugs, but one is LayoutLMv2 NER/padding handling and the other is OmDet processor/model image-size mismatch." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to a 3d_parallel.py execution failure." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen/Mistral regressions: tied lm_head weights versus incorrect visual encoder keys during save_pretrained." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both are quantization/offload related at a high level, but they are different models and different failure mechanisms." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern image preprocessing resolution, but they are model-specific mismatches with different expected sizes and distinct code paths." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size attribute error is unrelated to YOLO multi-GPU device_map auto failures." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal regressions, but one crashes on a string-to-device conversion and the other is a missing _tokenizer attribute; not the same bug." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache behavior, but 44734 is wrong tensor indexing in /v1/responses KV continuation, while 46858 is slice arithmetic with a device tensor under static cache and compile." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different problems: a variable-name collision in Gemma3n forward versus a device mismatch in Gemma4 PLE with auto device mapping." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric selection is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention device mapping or parallelism, but they concern different model families and different concrete failures." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and missing StableLmConfig pad_token_idx are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8Config failure and kernels import/version requirement are separate issues." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both touch compiled generation/caching, but one is inconsistent chunked-generation output and the other is a specific static-cache slice-arithmetic regression." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature change and Qwen3 auto device_map assert are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to save_pretrained permission propagation." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different model-specific regressions: CamemBERT masked LM outputs versus Qwen3.5 recurrent state reset with cache." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer AttributeErrors, but they affect different tokenizers/models and do not obviously share one code path." + } + ] + }, + "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": 26, + "review_unit_index": 16, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43425", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44387", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44913", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + 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"152f3d7ae76068741d79af5992390e51635eabcafa4ac3910040bc5aeb1399b1", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35809, + "estimated_input_tokens": 8953, + "estimated_eval_tokens": 18162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose collection of unrelated or only broadly similar Transformers issues. None of the proposed soft pairs look like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 is the broadest representative here: it concerns offloading/quantization behavior, has inbound references, and matches the recurring runtime/load-management theme better than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best overall representative for the cluster because it is comparatively general and central to the offloading/quantization class of problems, whereas most other items are narrow model- or API-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Different subsystems and failures: torch version compatibility vs a TimesFM window_size AttributeError." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but they affect different models and different serialization behaviors; not the same bug." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping/eval metric handling is unrelated to image processor segmentation-map handling." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are different code paths and symptoms." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "One is video input processing in Qwen3OmniMoe; the other is from_pretrained weight_only loading for Qwen3VL." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and Bark voice_preset are unrelated functionality." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer inconsistency across slow/fast and a T5 add_special_tokens load conflict are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Generic offloading/quantization behavior is not the same as T5's apex FusedRMSNorm memory leak." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "CUDA memory growth under int4 quantization is unrelated to tokenization changes across versions." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both mention Qwen, but one is sliding_window behavior and the other is composite config unwrapping." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization and from_pretrained behavior inside Python classes are different issues." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and tokenizer special-token registration in BigBird are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "gguf_file loading breaks are not the same as XLMRobertaTokenizer passing a dict to Unigram." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs is unrelated to removed pipeline-task documentation drift." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping CUDA assert and PEFT adapter local checkpoint loading are different failure modes." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are distinct problems." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash path import warning and multimodal token-count video-branch bugs are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming inference failures are different serving issues." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metrics gathering tuple truncation and SAM3 text/bbox behavior are not the same underlying bug." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token accounting and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention window-related settings, but they are different models and different error conditions." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device mismatch on CPU offload is not the same as a tokenizer special-token registration bug." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice_preset and Qwen3 auto device mapping are unrelated model/runtime issues." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to missing Float8 storage on load." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite text_config unwrapping and CPU-offload incompatibility in Qwen3_5MoeRotaryEmbedding are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to static-cache seq-length arithmetic under torch.compile." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual-encoder save_pretrained keys and missing text encoder weights on load are different multimodal model bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 17, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44464", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:47050" + ], + "soft_pairs": [ + "issue:44451|issue:44991", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44368|issue:45357", + "issue:43746|issue:46050", + "issue:41720|issue:45704", + "issue:43381|issue:45704", + "issue:46655|issue:46693", + "issue:44918|issue:44936", + "issue:43421|issue:43927", + "issue:45704|issue:45923", + "issue:42886|issue:44843", + "issue:45759|issue:45923", + "issue:44514|issue:44545", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:39692|issue:43493", + "issue:30064|issue:36010", + "issue:43421|issue:43653", + "issue:46032|issue:46463", + "issue:43782|issue:45381", + "issue:44464|issue:47050", + "issue:44857|issue:47050" + ], + "prepared_review_unit_hash": "0f35046988142f29950b7b9a230c39313f85af5bf8dcac41b85c5e56fa51ac2b", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36668, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft edge looks like a likely duplicate: the two Qwen2_5_VLProcessor batched `apply_chat_template` crash reports. The rest are best treated as related-but-distinct bugs rather than the same underlying issue.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44514 is the best canonical issue: it is the clearer anchor for the same `Qwen2_5_VLProcessor.apply_chat_template` batched-input crash, and 44545 appears to be a near-duplicate based on the near-identical title.", + "canonical_pr_reason": null, + "best_issue_reason": "44514 is the strongest issue anchor in this set because it cleanly names the failing code path and matches the duplicate candidate most closely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading failures, but they point to different repos and likely different root causes, so they are not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different issues: `post_init` handling in patchtsmixer versus `num_labels` propagation in Qwen3.5." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk and inconsistent `from_pretrained` behavior are unrelated failure modes." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "One is a model load failure, the other is an image-processor dependency regression; same broad area, but not the same concrete bug." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "A tokenizer constructor TypeError is not the same concrete failure as a model load error for a specific repo." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-size handling and bfloat16 dtype mismatches in other models are different code paths." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both concern classification configs, but one is missing propagation and the other is a degenerate zero-loss behavior; not the same fix." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient growth are unrelated training bugs." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are model-specific issues, but SigLIP2 docs/example errors and OmDet-Turbo image-size mismatches are different problems." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about `tie_word_embeddings` during LoRA fine-tuning is not the same as incorrect visual encoder keys on save/load." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both touch save/load flows, but PEFT local checkpoint loading and sinq quantization round-tripping are different concrete failures." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "CUDA assert on Qwen3 auto device mapping is unrelated to the T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "No shared code path: eval-mode checkpointing restrictions versus a T5 norm implementation leak." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video-processor padding bugs and FA2 long-context performance regressions are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: unpacking embeddings in TRL SFT versus evaluate-after-train behavior." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenization, but runtime post-processor updates and custom token ID persistence are not the same bug." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 RMSNorm leak and missing `supports_gradient_checkpointing` are unrelated model implementation issues." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline behavior, but cache loading for tokenizers and an unconditional `model_info()` call in a regex patch are different failures." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite Qwen config unwrapping and a trust-remote-code checkpointing flag are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Likely duplicate/near-duplicate based on near-identical titles and the same `Qwen2_5_VLProcessor.apply_chat_template` batched-input crash when `padding=False`." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading and quantization/offloading behavior are different problems." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both report bad outputs, but they involve different models and different failure mechanisms." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one is a broken documentation example while the other is an implementation discrepancy versus JAX." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor segmentation-map handling and a `GenerationMixin` import error are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern special tokens, but one is runtime post-processor updates and the other is BigBird tokenizer registration; not the same concrete issue." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 cache correctness and a T5 error-message bug are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal Qwen bugs: `weight_only=True` loading failure versus incorrect video `vision_position_ids`." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and fp16 ONNX attention dtype mismatch are different execution paths." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both mention dtype issues, but they occur in different models and contexts, so they are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call on 44514/44545 is plausible from the titles, but the writeup overstates what the packet shows: it calls them an \"exact duplicate\" and cites a \"reproducible failure mode\" without body evidence. Keep it more conservative (e.g. \"likely duplicate/near-duplicate based on near-identical titles\"). The rest of the soft-edge rejects are generally conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 18, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43756", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46932", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:45081|issue:45356", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:44995|issue:46858", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43653|issue:43720", + "issue:46829|issue:46832", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:45987|issue:46829", + "issue:43596|issue:44220", + "issue:44625|issue:47050", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:44062|issue:44488", + "issue:43531|issue:43643", + "issue:43611|issue:46665", + "issue:44220|issue:44661", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:45987|issue:46932", + "issue:43618|issue:43697", + "issue:44488|issue:47020", + "issue:43335|issue:43756", + "issue:44008|issue:46858", + "issue:43643|issue:44877", + "issue:43550|issue:43819" + ], + "prepared_review_unit_hash": "9c595eaacce109ced99325c4116d71add6c257beeff051d8f6f6f815a0936d64", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37680, + "estimated_input_tokens": 9420, + "estimated_eval_tokens": 19096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: it mixes tokenizer-loading regressions, cache/value-shape bugs, model-specific forward-pass failures, and unrelated docs/CI issues. I do not see a true duplicate set; the soft links are mostly same-subsystem similarity rather than the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out because the items span different models and code paths; they are related by broad transformer/tokenizer similarity, not by one duplicate defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45081 is the strongest standalone report to represent the cluster because it has a concrete crash, explicit repro (`fix_mistral_regex=True`), and a well-scoped tokenizer code path. It is still not a duplicate target for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Same Mistral/Kimi tokenizer area, but different failures: one is an AttributeError crash in `_patch_mistral_regex`, the other is codec-handling / warning regression. Similar subsystem, not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Post-processor refresh after special-token changes vs LayoutLMv2 NER/padding crash. Different models and different failure modes." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression in Kimi-K2.5 vs a GitHub-files API forwarding bug. No shared underlying defect." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache behavior, but one is a GlmMoeDsa stale indexer cache issue and the other is StaticCache.get_seq_length returning a tensor on non-CUDA backends. Different code paths." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and quantization example errors vs a broad offloading-with-quantization regression. Not the same issue." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Documentation/example failures for SigLIP2 vs Canine ONNX fp16 dtype mismatch. Unrelated bugs." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet accelerate-loading unpacking bug vs DAC.from_latents missing STE / forward mismatch. Different models and code paths." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 vs Kosmos2.5 long-OCR index error. Both are input-processing bugs, but not the same underlying defect." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs BitNet packed-weights loading bug. Distinct components and symptoms." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "One is an output-field assignment issue in VideoPrism; the other is RT-DETR feature-level mismatch in forward. Not duplicates." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs DiaConfig losing token IDs after save/load. Different model families and failure points." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA bug vs MLukeTokenizer AttributeError on tasks. No shared underlying code path." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache sequence-length contract issue vs VideoPrism hidden_states/output wiring bug. Different subsystems." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3 / BertModel empty-index crash vs `_torch_extract_fbank_features()` issue. Unrelated failures." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Qwen3.5 config propagation bug vs Canine ONNX dtype mismatch. Different layers of the stack." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input issues in Qwen models, but they fail at different stages: one is a ValueError in Qwen3OmniMoe video processing, the other is a chat-template token/feature mismatch in Qwen3.5-9B. Same broad area, not same bug." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug vs FA2 long-context performance regression. One is correctness, the other is performance." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor argument clash vs loading a specific tokenizer checkpoint. Different root causes." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE vs missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)`. Not the same defect." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve loading models, but one is a `base_model_prefix` regression and the other is inconsistent `from_pretrained` behavior inside Python classes. Different issues." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction bug vs `add-new-model-like` failing for models in `TOKENIZER_MAPPING_NAMES`. Unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert vs tokenizer loading failure for EMBEDDIA/est-roberta. Different models and failures." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation maps in image processing vs `CustomTrainer.compute_loss` signature mismatch. No overlap beyond general training/inference tooling." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/padding vs Perceiver image classification failure with non-default resolution. Different components." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs DAC latent decoding mismatch. Different subsystems and symptoms." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache return-type bug vs Gemma4 quantized embedder dtype-casting bug. Not the same underlying change." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attention field regression vs RTDetrV2 output differences. Different model outputs and bug classes." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Loading `cjvt/sleng-bert` vs `XLMRobertaTokenizer.__init__` passing a dict to Unigram. Both are tokenizer-load failures, but not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug vs Smollm3 RoPE layer dropping. Different model configs and logic." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-name collision in forward vs cache length returning a device tensor. Completely different failure modes." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "`trust_remote_code=True` missing fields vs strict config blocking granite_speech loading. Related to config loading, but not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs DAC.from_latents mismatch. Different models and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 19, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43716", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:47020" + ], + "soft_pairs": [ + "issue:44843|issue:45081", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:34634|issue:36010", + "issue:44448|issue:44671", + "issue:43540|issue:44008", + "issue:44186|issue:44442", + "issue:45584|issue:45834", + "issue:43322|issue:45685", + "issue:45183|issue:45479", + "issue:43644|issue:43749", + "issue:44991|issue:47020", + "issue:43606|issue:45072", + "issue:44561|issue:45020", + "issue:44991|issue:46291", + "issue:43782|issue:44977", + "issue:43421|issue:44811", + "issue:43550|issue:45072", + "issue:43577|issue:43818", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:43582|issue:46512", + "issue:43388|issue:46032", + "issue:44805|issue:44936", + "issue:43716|issue:44008", + "issue:46294|issue:46463" + ], + "prepared_review_unit_hash": "b1857ce043cd0aca6471efed0ef564e83efeab4016a67cc36b117393090b8925", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35270, + "estimated_input_tokens": 8818, + "estimated_eval_tokens": 17892 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a broad mix of unrelated regression reports across tokenizers, multimodal models, training utilities, and runtime environments. The soft pairs are mostly superficial similarity matches rather than true duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch Mistral tokenizer patching, but one is an offline/network call bug and the other is an AttributeError in a different code path." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: loading AutoImageProcessor from URL versus a template compilation TypeError." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms; SigLIP2 docs errors are not the same as Kosmos2.5 long-input indexing." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are entirely separate issues." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both mention v5 behavior changes, but they affect different models and different outputs." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal models and different root causes: video input validation versus a variable-name collision." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long OCR indexing are different bugs." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next load-time segfault and MPS histogram support for Int tensors are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is input validation/error-message logic; the other is a loss-computation bug across sequence classifiers." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization and FSDP CPU RAM efficient loading are different mechanisms and failures." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer loading issues, but for different tokenizer families and different concrete failures." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Device mismatch with CPU offload is not the same as dtype mismatches during bfloat16 inference." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Shared remote_code context is too broad; these describe different breakages and code paths." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer load failure and pipelines import failure with kernels v0.15 are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Weight_only load error for Qwen3VL is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processing update and Whisper batch_decode skip_special_tokens are different behaviors." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to dtype mismatches in other models." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype loading bug and Video-LLaVA architecture/weight-sharing issue are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR indexing issue are distinct model-specific failures." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Incorrect pipeline error messaging is unrelated to SigLIP2 nonsensical outputs." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError and stale config.dtype after from_config are different dtype-related issues." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric-gathering label truncation and Mamba2Mixer cache correctness are unrelated training/runtime bugs." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError and trainer.evaluate failing after train do not share the same root cause." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and Gemma3n forward-name collision are unrelated." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video chat-template mismatch and T5 decoder-input validation messaging are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 20, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45381", + "issue:45701", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46326", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932" + ], + "soft_pairs": [ + "issue:43931|issue:46846", + "issue:43540|issue:45381", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:43825|issue:43827", + "issue:34634|issue:36331", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:43577|issue:43582", + "issue:46175|issue:46932", + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:43782|issue:45325", + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:43906|issue:46209", + "issue:36010|issue:43645", + "issue:43257|issue:43329", + "issue:36010|issue:36331" + ], + "prepared_review_unit_hash": "4a85939a9e001195c5eb6ad11506619c03abdae7f150d7cb09ccf04f5d4f4819", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36156, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous mix of unrelated bugs across tokenizers, model loading, multimodal processors, quantization, and training. None of the soft pairs look like the same concrete underlying bug or change, so all candidate edges are rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is appropriate here: the set splits into many unrelated reports rather than one duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest umbrella-style regression report in the set, but it still does not represent the other unrelated topics well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both involve Qwen3-VL family loading/shape problems, but one is a model weight-mismatch report and the other is a tensor-parallel plan bug; not the same fix." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different models and different video-processing failures; too little evidence they share one underlying bug." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both mention tokenizer behavior, but one is about extra spacing after added tokens and the other is a broader slow/fast inconsistency report." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Completely different subsystems: image-size mismatch vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but the concrete failures and code paths differ substantially." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "One is about packed weights not being unpacked during accelerate loading; the other is a dtype mismatch during inference." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both concern model initialization patterns, but they describe different failure modes and code paths." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an error-message regression, the other is documentation drift; not the same underlying bug." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated processor vs trainer issues." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Different symptoms: masked LM prediction regression vs tokenization changes across versions." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Package/dependency install issue vs tokenizer regex crash; no shared concrete bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype-loading issue and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Different Gemma4 issues affecting different components and failure modes." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "sys.modules access bug vs CLIP model structure inconsistency; not the same problem." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-preprocessing boundary bugs, but they affect different models and different calculations." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-VL issues: weight_only loading error vs temporal position-id scaling." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs DAC latent reconstruction mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug vs quantization loading fallback bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA AMP crash are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "FP8 storage lookup error vs torchvision dependency regression; different code paths." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Model-specific key error vs broad remote_code compatibility regression; not the same underlying issue." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import failure and the other is a continue_final_message behavior bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "No concrete overlap beyond both being model bugs." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Import error for GenerationMixin and Jupyter custom-model regression are different failures." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight-conversion issue and multimodal token counting bug are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import error and custom trainer signature mismatch are separate 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": 26, + "review_unit_index": 21, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43638", + "issue:43643", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46291", + "issue:47050" + ], + "soft_pairs": [ + "issue:43526|issue:43697", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:45081|issue:45406", + "issue:42175|issue:46291", + "issue:44060|issue:44368", + "issue:43819|issue:43927", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:42490|issue:43257", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:43643|issue:45759", + "issue:45859|issue:47050", + "issue:38175|issue:44610", + "issue:39692|issue:44912", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:44387|issue:44617", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:34567|issue:40990", + "issue:44291|issue:45042", + "issue:42915|issue:44821" + ], + "prepared_review_unit_hash": "4c0e312ff06eeabadb6a6903a0484df303b1dd4274fb593b51760cc83cb5593a", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36437, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous and does not contain any clearly duplicate issue/PR pairs. One video-related pair is superficially close, but the evidence is still too broad to merge confidently.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45042 is the clearest, most actionable report in the set: it has a precise symptom, version scope, and subsystem, plus inbound references that suggest it is a good anchor issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45042 is the best standalone representative because it is narrowly scoped and concrete, unlike several other reports that are model-specific, broad, or potentially overlapping only at a subsystem level.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different models and failures: BeitImageProcessorFast label reduction vs RTDetrV2 output differences." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but the affected APIs and likely root causes differ (gguf_file handling vs specific tokenizer compatibility in v5)." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training/evaluation failures: a deepspeed zero3 BERT init error versus evaluate() failing after train()." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated subsystems: Qwen3-MoE sliding_window handling vs PIL image processor torchvision dependency." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are loading/runtime errors, but one is a Mistral regex patch crash and the other is a Gemma4Processor attribute error." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Dependency/import issues, but they concern different packages and failure modes (backend extras vs kernels version/revision requirement)." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar warning theme, but different concrete bug: wrong tied-weights warning logic vs LoRA fine-tuning config warning." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs in different components: DAC forward/from_latents mismatch vs DiaConfig losing custom token IDs." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different code paths: multimodal token counting video branch bug vs stale auto_mappings references breaking CI." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated issues: template compilation TypeError vs CLIPTokenizer max_length regression." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different model families and failure modes; no shared concrete code path." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "A local-path import warning is not the same bug as Qwen3 MoE weight conversion under accelerate+deepspeed." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: GLM-4.7-Flash loading/test failure vs Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different components: PEFT local checkpoint loading vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/loading, but one is missing fields with trust_remote_code and the other is unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Completely different areas: CPU offload compatibility in Qwen3_5Moe rotary embedding vs ONNX fp16 dtype mismatch in CanineModel attention." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both are model preprocessing issues, but the models and symptoms differ (SigLIP2 zero probabilities vs OmDet-Turbo image-size mismatch)." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/documentation problems: SigLIP2 example issues vs gpt-oss MXFP4 falling back to bf16." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion and GPT-oss OOM are unrelated failures." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different audio processing bugs: chat-template sampling rate default vs Whisper decode token skipping." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is token counting/undefined helpers and the other is batched output shape; not the same concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading problems: Qwen3 MoE conversion with distributed loading vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Different OOM causes and models: int4 quantization memory regression vs Sam3Video OOM." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video/VLMs, but 43329 is a specific undefined-helper bug in multimodal token counting while 44479 is a broader regression report; not enough evidence they are the same fix." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated loading failures: FineGrainedFP8Config on Qwen3Moe vs a key error for MobileLLM-125M." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token accounting and GPT-oss perplexity are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different areas: init_empty_weights/_is_hf_initialized TypeError vs PIL backend torchvision dependency regression." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different failure modes: Qwen3Moe FP8 config vs AutoImageProcessor loading from URL." + } + ] + }, + "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": 26, + "review_unit_index": 22, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44756", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44987", + "issue:45081", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:43650|issue:43906", + "issue:46421|issue:46424", + "issue:45459|issue:45803", + "issue:29159|issue:34567", + "issue:43749|issue:44756", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:43540|issue:46701", + "issue:44987|issue:45538", + "issue:28282|issue:34689", + "issue:43927|issue:44912", + "issue:43425|issue:46291", + "issue:43454|issue:43577", + "issue:44568|issue:45356", + "issue:44857|issue:46832", + "issue:43697|issue:45357", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:43404|issue:45127", + "issue:45137|issue:45405", + "issue:45081|issue:47020", + "issue:28282|issue:29127", + "issue:44479|issue:46693", + "issue:42915|issue:45538", + "issue:44936|issue:46821", + "issue:45538|issue:46869", + "issue:43742|issue:44291" + ], + "prepared_review_unit_hash": "1f7c6b883e468635c99cb62e10e7fcf3e6dbda543d9377d0ab175485ba2727a7", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35985, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous grab-bag of Transformers bug reports across tokenizers, model loading, training, caching, quantization, and multimodal pipelines. The soft pairs mostly share only broad subsystem overlap, not the same concrete bug or change, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the strongest standalone report in the set by activity and inbound references, but it is still not a clear duplicate hub for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A vague data-request issue and an isolated reproduction of an older bug are not the same failure mode." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both touch cache behavior, but one is spurious recompilation with chunked prefill and the other is cache length handling; different bugs." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention exception handling, but they concern different code paths: tokenizer protobuf decoding vs Fuyu tensor conversion." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState token-count tracking are unrelated subsystems." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are performance/memory reports, but one is FSDP CPU RAM efficient loading and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "A missing config attribute in Llama4 is unrelated to pipeline import failure caused by kernels version/revision requirements." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch-not-found import error and Bart generate() UnboundLocalError are unrelated bugs." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Both are multimodal, but they fail in different model families and different pipeline stages." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading a specific model on >=5.1.0 and CLIP tokenizer max length are different issues with no shared code-path bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading-related, but one is missing PyTorch and the other is a Llama 3.2 Vision regression." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Custom token ID loss on save/load and MXFP4 quantization fallback are different model/config bugs." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and kernels import/version requirements are separate dependency issues." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "One is a weight-tying bug in AyaVision, the other is dtype propagation in Blip2; different underlying problems." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different tokenizers, different regressions, and different fixes." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different RT-DETR failures: AMP/CUDA loss crash vs forward shape/feature-level TypeError." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key corruption are unrelated model behaviors." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "A MacOS CLIP bus error and a TrainerState metric update bug are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Install extras/backends mismatch and missing Qwen2.5-VL import are different packaging/loading problems." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve embeddings/weight tying, but one is a missing tie in Mistral3 and the other is LoRA merge collapse with extended vocab." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer construction issues, but they affect different tokenizers and different failure causes." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import failure and LayoutLMv3 box-validation error are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "One is a multimodal video-input regression; the other is a long-context FA2 performance regression." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config failure and CLIP tokenizer max_length are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate/train lifecycle bug and TimesFM window_size attribute error are different code paths." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "A tokenizer max-length quirk and a YOLO device-map loading problem are not duplicates." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key loading error and init_empty_weights argument mismatch are separate model-loading 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": 26, + "review_unit_index": 23, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45600", + "issue:45701", + "issue:45907", + "issue:46399", + "issue:46512", + "issue:46701", + "issue:46821" + ], + "soft_pairs": [ + "issue:44062|issue:44991", + "issue:42915|issue:43749", + "issue:44849|issue:45701", + "issue:43452|issue:43582", + "issue:24643|issue:29159", + "issue:27957|issue:28282", + "issue:43577|issue:46512", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:42175|issue:44488", + "issue:44479|issue:45381", + "issue:44987|issue:45907", + "issue:43540|issue:44479", + "issue:38175|issue:44898", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:44568|issue:45488", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:45042|issue:45081", + "issue:43582|issue:46821", + "issue:43742|issue:44589", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43531|issue:44821", + "issue:43716|issue:46701", + "issue:45405|issue:45600" + ], + "prepared_review_unit_hash": "5eaeeecb11691b8de04ddc1ff098c3b695f23259e704ccefd7a0e09fa654b3c1", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35532, + "estimated_input_tokens": 8883, + "estimated_eval_tokens": 18022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct Transformers regressions across tokenization, model loading, dtype handling, vision/video, and trainer APIs. Only one soft pair looks like the same underlying bug family (Qwen video-input position-id regression).", + "confidence": 0.39, + "canonical_issue_reason": "Issue 44479 is the broadest concrete regression report in the set and best matches the only likely duplicate pair in the video-input/Qwen family.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the best representative issue here: it has the clearest umbrella scope and the strongest chance of serving as the parent report for a mergeable duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AddedToken argument collision and the other is a tokenizer load failure for a specific model; different failure modes and code paths." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs FSDP CPU RAM efficient loading breakage; same model ecosystem, but not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "One is a Qwen3.5 hidden_states bug, the other is a broad tokenizer-version regression; not the same concrete issue." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF/from_pretrained loading breakage and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape RuntimeError vs slow/fast tokenizer inconsistency; different subsystems and root causes." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 with XLMRoberta and missing PyTorch import are separate dependency/features issues." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype handling, but one is about BLIP2 submodule dtypes staying float32 while the other is stale config metadata from from_config()." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on Qwen3 is unrelated to Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input failures, but they affect different model families and describe different code-path errors." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and failure to load a specific model are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "These describe the same Qwen video-input regression family; 45381 is a specific manifestation of the broader 44479 bug in qwen2.5-vl positional IDs." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading a particular model on transformers>=5.1.0 and list_repo_files not forwarding revision are unrelated API regressions." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and the broader v5.3 video regression are in the same area, but the model families and reported failures differ too much to treat as one bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SIGLIP2 zero-probability outputs and Perceiver non-default resolution failures are distinct vision-model bugs." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token accounting not updating and custom compute_loss signature breakage are different trainer regressions." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights rejecting an unexpected argument and loading AutoImageProcessor from URL are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "A failing janus test and inability to load Phi-4 multimodal instruct are different model-specific issues." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer behavior regressions, but one is add_special_tokens/BOS-EOS handling and the other is LlamaTokenizer overriding byte-level pretokenization." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and Smollm3 RoPE layer dropping are unrelated bugs." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-argument duplication and Mistral regex patch crashing due to missing backend_tokenizer are different tokenizer failures." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend unexpectedly requiring torchvision and a Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "KeyError loading a specific model and missing Float8 storage class are different loading/serialization failures." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE layer omission and Qwen3.5 kernel registration failure are separate model implementation bugs." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE-related logic, but one is a model architecture issue and the other is Qwen2.5-VL video positional scaling; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and DiffusionGemmaGenerationOutput pipeline failure are unrelated multimodal bugs." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "An unreleased peft version pin and stale auto_mappings references are unrelated CI/build issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative overall. The chosen representative issue (44479) is a reasonable umbrella for the only clearly overlapping soft pair, and the other soft-edge rejections are appropriately cautious given the differing model families/failure modes. No major overstatement beyond what the titles support." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 24, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:41762", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44625", + "issue:44737", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:44737|issue:46463", + "issue:43906|issue:46693", + "issue:45823|issue:46463", + "issue:44568|issue:46491", + "issue:43577|issue:45072", + "issue:45672|issue:45674", + "issue:24643|issue:29870", + "issue:43906|issue:46468", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:43452|issue:44488", + "issue:43697|issue:46829", + "issue:28282|issue:32090", + "issue:45663|issue:46846", + "issue:44913|issue:46121", + "issue:44737|issue:45588", + "issue:43526|issue:45479", + "issue:46463|issue:46899", + "issue:45357|issue:45920", + "issue:43697|issue:45216", + "issue:44466|issue:45005", + "issue:43643|issue:45375", + "issue:41762|issue:44936", + "issue:43720|issue:44898", + "issue:44493|issue:46050", + "issue:45200|issue:46463", + "issue:43688|issue:43749" + ], + "prepared_review_unit_hash": "03629da186aa0309f54cd0e28d00607ba61c6f6f8dbffe0b518cd6f1d864c5d6", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35916, + "estimated_input_tokens": 8979, + "estimated_eval_tokens": 18214 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated closed issues. None of the soft pairs are strong enough to treat as the same underlying bug; the closest thematic overlap is the tied-weights reports, but it is still too weak and broad to merge.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue cleanly represents the full set: the items span many unrelated bugs, and only a small subset is even thematically adjacent.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the broadest and most umbrella-like report in the set (tied weights on translation models), so it is the best representative issue among the listed items, though it still does not cover the whole collection.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated bugs: XLNet CPU placement/performance vs T5 decoder-input validation messaging." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is an isolated reproduction of an old issue; the other is a FA2 long-context performance regression. Different failure modes." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-mismatch forward bug vs T5 decoder-input validation error; no shared code-path." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions: special-token insertion vs CodeLlama leading-space round-trip." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different model families and different logic paths." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but the root causes differ: unsafe uint8/finfo casting vs skip-module handling clearing the lm_head exclusion." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Training DeepSpeed weight-shape error vs Bart generate unbound decoder_attention_mask; unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "Old reproduction issue vs broken Nemotron example; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different config problems: num_labels propagation vs strict config rejecting granite_speech fields." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing error vs FA2 long-context performance regression." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but one is about gguf_file handling in from_pretrained APIs and the other is a specific model-loading failure; no concrete shared fix path." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different model regressions with different symptoms: RTDetrV2 output changes vs VideoPrism hidden_states misreporting." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing-PyTorch ImportError vs Trainer/_gpu_broadcast_one NoneType TypeError; unrelated." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different distributed-training bugs: Gemma4 shared_kv_states construction vs Qwen3.5 tensor-parallel plan omissions." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch rope/config handling, but one is config reload of rotary_pct and the other is a TypeError in convert_rope_params_to_dict." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange placement bug vs flash_attention crash on s_aux=None; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs sequence-classification zero-loss behavior; different components and symptoms." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder validation error message vs Gemma4 multimodal 4-bit dtype-cast bug; unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained key serialization bug vs AutoTokenizer token-ID regression; different code paths." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 inference-output regression vs Qwen3.5 checkpoint save_pretrained regression; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a device-dependent lm_head.weight serialization issue and the other is a broader translation-model tied-weights report; not enough evidence of the same concrete bug." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing config fields, but they arise from different mechanisms and different model families." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load-time index error vs trainer.evaluate() failing after train; different failures." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading bug vs Perceiver interpolate_pos_encoding failure; unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys vs sinq quantized save/load breakage; different serialization bugs." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting issue vs T5 decoder validation error; unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization bug vs FSDP CPU RAM efficient loading breakage; different subsystems and symptoms." + } + ] + }, + "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": 26, + "review_unit_index": 25, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:45356", + "issue:45372", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000", + "issue:47013" + ], + "soft_pairs": [ + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:43761|issue:46829", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43531|issue:43742", + "issue:43525|issue:46701", + "issue:46832|issue:46932", + "issue:45542|issue:46178", + "issue:43688|issue:45704", + "issue:29159|issue:33357", + "issue:43688|issue:45701", + "issue:43653|issue:44568", + "issue:43295|issue:45356", + "issue:43646|issue:43749", + "issue:43756|issue:46402", + "issue:43452|issue:43577", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:43653|issue:43927", + "issue:42898|issue:46491", + "issue:44479|issue:44625", + "issue:44821|issue:46821", + "issue:43761|issue:47013" + ], + "prepared_review_unit_hash": "c6f3b101218dcd35711c876e56d5f2a9b65722ddf8ddab035cbe20451f68307e", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36297, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated regressions across tokenizers, model loading, config propagation, vision/audio models, and generation paths. None of the soft pairs look like the same underlying bug, so I would not merge any of them as duplicates.", + "confidence": 0.43, + "canonical_issue_reason": "If one issue must stand in for the cluster, issue #45701 is the broadest tokenizer-regression report and the closest umbrella to the recurring tokenization complaints here, though the overall set is still too diverse to treat as one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45701 is the best single representative because it describes a broad version-dependent tokenization change, which is the closest match to the general theme among these issues. It is still only a loose representative, not a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different models and failure modes: SIGLIP2 zero probabilities vs processor.tokenizer/image-input regression." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer paths: MLukeTokenizer AttributeError vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Different loader bugs: gguf_file breaks from_pretrained vs unconditional model_info() call in Mistral regex patch." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths: DAC.from_latents / STE mismatch vs Whisper batch_decode skip_special_tokens being ignored." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model issues, but the models and root causes differ: SigLIP2 nonsensical outputs vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but CLIPVisionModel regression and VideoPrism output mix-up are different architectures and bugs." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor ImportError and Windows ROCm torch.distributed dependency error are unrelated environment/dependency failures." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Different DETR losses and failure causes: float16 AMP crash vs infeasible cost matrix." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and MobileLLM key error are different model/config issues." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR forward shape/type error and Gemma4 quantized embedder dtype casting are different problems." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend handling, but tensorboard-without-TF and tensorflow_text backend mapping errors are distinct." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization in OLMoE/GPT Oss is unrelated to T5's apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and version-dependent tokenization changes are different parts of the stack." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird mask-token special-token bug is unrelated to mdeberta BOS/EOS not being added." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor.tokenizer/image regression and Kimi-K2.5 tokenizer codec/fix_mistral_regex warning are different tokenizer bugs." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different regression classes." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer selection issue is unrelated to Sam3Model text-encoder weights not loading." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage and Blip2 dtype propagation are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and recurrent-state reset are different generation/state bugs." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline mistral-regex model_info call and tokenizer load failure for EMBEDDIA/est-roberta are different loading issues." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration and DiaConfig losing custom token IDs are different token/config persistence problems." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Generic clean_up_tokenization_spaces v5 behavior change and CodeLlama leading-space regression are related only at a very broad tokenization level." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for Qwen variants and num_labels propagation in Qwen3.5 are separate model bugs." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and xLSTM return_last_states crash are different model-output contract 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": 26, + "review_unit_index": 26, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46365", + "issue:46612", + "issue:46693", + "issue:46846" + ], + "soft_pairs": [ + "issue:33666|issue:36010", + "issue:44484|issue:44704", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43688|issue:45440", + "issue:44977|issue:46693", + "issue:44734|issue:46612", + "issue:41720|issue:44464", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:43278|issue:43688", + "issue:43504|issue:43720", + "issue:33666|issue:36331", + "issue:43782|issue:46693", + "issue:45491|issue:46002", + "issue:43262|issue:43295", + "issue:43611|issue:46846", + "issue:43577|issue:44554", + "issue:43720|issue:43927", + "issue:44514|issue:45290", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:43643|issue:44561", + "issue:43525|issue:43572", + "issue:44964|issue:45405", + "issue:43720|issue:44361", + "issue:44625|issue:45584", + "issue:43493|issue:43825", + "issue:44554|issue:46365", + "issue:44977|issue:46209", + "issue:45823|issue:46050" + ], + "prepared_review_unit_hash": "1cfa1115b32199a542c2ee5a663f79c39e1e5b18f100df34d2e73ea5dd1ed5ba", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37140, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft links are mostly superficial semantic overlaps across unrelated bugs/subsystems. I would not merge any of the proposed pairs; there is no clear single canonical duplicate set here.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue emerges: the items span distinct trainer, config, loading, generation, processor, and device-mapping bugs, so collapsing them into one issue would be inaccurate.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be picked as the most self-contained representative, issue 44514 is the clearest repro-style bug report, but it still does not serve as a cluster-wide duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: multi-GPU Qwen2-VL training vs GenerationMixin import regression." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Unrelated save_pretrained shard-size question vs AutoProcessor kwargs forwarding bug." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer NoneType broadcast error vs general Qwen2-VL multi-GPU training discussion." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Different save/serialization problems: device-dependent lm_head serialization vs quantized sinq save/load breakage." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization bug vs native DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both involve Qwen3.5/FA2, but one is a generation correctness bug and the other is a long-context performance regression." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Different generation cache bugs: serve KV continuation indexing vs beam-search reorder omission for specific model families." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert under auto device mapping is unrelated to compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different code paths and symptoms: compiled generation drift vs flash-attention generation failure." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field model loading failure vs torch.compile+SDPA execution bug." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "BF16/FP32 dtype mismatch during eval is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading-related, but they target different model families and different root causes." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training issue vs Trainer compute_loss signature mismatch." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load failure is not the same as the FA2 long-context performance regression." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Different NaN sources: sliding-window attention on GPU vs classification-head init/checkpoint NaNs." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Chat-template sampling-rate default bug vs processor.tokenizer/image-passing regression." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "base_model_prefix loading regression vs missing TP-plan entries for Qwen3.5." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Model dtype not propagating in BLIP2 is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet accelerate-loading bug and DiaConfig token-ID loss are different model/config problems." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same API area, but different failures and triggers: batched padding=False crash vs assistant-tool-call/no-content crash." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy field loading bug vs processor output size mismatch for OmDet-Turbo." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Different trust_remote_code breakages: missing returned config fields vs removed is_torch_fx_available dependency." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar theme, but different configs and fields: pad_token_id vs pad_token_idx." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading regression vs release/versioning issue for MIN_PEFT_VERSION." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading issue and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-task message regression." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug vs import failure caused by datasets shadowing Trainer imports." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and FP8 B200 inference failure are different defects." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-mapping mismatch and sinq quantized save/load corruption 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": 26, + "review_unit_index": 27, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832" + ], + "soft_pairs": [ + "issue:43452|issue:44451", + "issue:28218|issue:33357", + "issue:43994|issue:46192", + "issue:39692|issue:43295", + "issue:42796|issue:44977", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:44849|issue:46209", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:33357|issue:33666", + "issue:44568|issue:45812", + "issue:44792|issue:45405", + "issue:44849|issue:45357", + "issue:43824|issue:44589", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:44488|issue:44843", + "issue:43572|issue:44291", + "issue:46821|issue:46832", + "issue:44589|issue:45520", + "issue:43504|issue:43606", + "issue:43334|issue:45759", + "issue:45245|issue:46710", + "issue:44493|issue:46285", + "issue:43257|issue:43299", + "issue:43334|issue:43572", + "issue:43504|issue:43653" + ], + "prepared_review_unit_hash": "6abc726966639639d8eb243f698c7eec7802763bfc0f3ef9f0db1e5f6d6d5c4b", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36858, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items describe unrelated tokenizer, model-loading, training, or CI regressions, and none of the soft pairs look like true duplicates on title/description evidence alone.", + "confidence": 0.9, + "canonical_issue_reason": "No canonical issue: the set is too mixed, and the soft pairs do not point to a single underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the broadest regression title in the set, but it is still too generic and not a safe representative for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Different failures: `gguf_file` breaks tokenizer/model loading, while `cjvt/sleng-bert` is a model-specific load failure." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs MacOS bus error; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 output quality vs `return_tensors` precedence; different code paths." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Doc/example mistakes vs runtime regression in `processor.tokenizer` access." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE marker handling vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs ZeRO-3 gradient growth." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Training/eval dtype drift vs DeepSpeed gradient regression; not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Hidden-state regression vs FP8/B200 inference failure." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Generic init breakage vs tied-weight serialization inconsistency." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Different symptoms and models: FP8 inference failure vs accuracy regression." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and appear to stem from different behavior changes." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing class import vs missing Float8 storage type." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Config save/load corruption vs tokenizer AttributeError." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM on tensor-parallel load vs dependency version bump." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure vs offline-mode hub call in tokenizer regex patch." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing config field vs `init_empty_weights` argument mismatch." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM `window_size` AttributeError vs RT-DETR feature-level TypeError." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup vs flash_attn import key on Python 3.13." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Pretrained preset legacy field vs CPU offload device mismatch." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal config issues, but one is missing `pad_token_id` and the other fails to unwrap `text_config`." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count runtime error vs DeepSeek accuracy regression." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected `position_id` keys vs CLIP text model structure mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen MoE-related, but they affect different load paths and report different failures." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different missing fields in unrelated configs (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field load bug vs tokenizer special-token registration 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": 26, + "review_unit_index": 28, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43606", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44869", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:43606|issue:44112", + "issue:46399|issue:46846", + "issue:45072|issue:46832", + "issue:43873|issue:46050", + "issue:44464|issue:46424", + "issue:43844|issue:44964", + "issue:43994|issue:44493", + "issue:45588|issue:46050", + "issue:45229|issue:45823", + "issue:45200|issue:45229", + "issue:29159|issue:32090", + "issue:44869|issue:46752", + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:43937|issue:46701", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:43065|issue:46369", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:44423|issue:44734", + "issue:44977|issue:46701", + "issue:37428|issue:43957", + "issue:44977|issue:46710" + ], + "prepared_review_unit_hash": "65acc841ac6a8479a3c2163d1a37d3dd7fa28699490377f7dd2e09cd865d1c13", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34905, + "estimated_input_tokens": 8727, + "estimated_eval_tokens": 17710 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of mostly unrelated bug reports. Although several items share broad subsystems (flash attention, quantization, Qwen/Gemma, tokenizer), none of the soft pairs look like the same concrete underlying bug or change, so I would not deduplicate any of them.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most central/open issue in the set by activity and inbound references, but the overall collection is too mixed to treat it as a true duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems and failures: CPU offload device mismatch vs a stale CI override test." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a missing decorator/registration crash and the other is a tensor-parallel plan omission causing OOM/shape errors." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Unrelated models and code paths: bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel vs RT-DETR forward feature-level mismatch." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both touch quantization, but one is offloading behavior and the other is save/load breakage after sinq quantization." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Different cache/generation problems; no evidence they share the same failing path." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Training-gradient anomaly under ZeRO-3 is unrelated to a model-loading regression for Phi-4 multimodal." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Both are correctness regressions, but one is SigLIP2 output quality and the other is a broad key/position-id issue." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless-model crash is unrelated to quantization save/load corruption." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma4 family, but one is multi-GPU OOM and the other is a device_map forward mismatch." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting is unrelated to a multi-GPU inference OOM." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a trainer GPU broadcast NoneType error." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding crash and empty-chat-template IndexError are different bugs." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow failure-reporting are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning has no overlap with a GPT-oss CUDA OOM." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 is unrelated to DiffusionGemma pipeline output failure." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error and Python 3.13 flash_attn import KeyError are different failure modes." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing behavior is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as a memory overflow in sam3-litetext." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export error and SigLIP2 zero-probability outputs are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims is unrelated to a PyTorch version gate for AuxRequest import." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and DeepSeek accuracy regression are different issues." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Serve continuous-batching multimodal crash and KV-cache continuation indexing bug are distinct code paths." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to a DiffusionGemma pipeline failure." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "flash_attention_utils import error and meta-device loading regressions are different problems." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation malfunction is unrelated to a model accuracy regression after upgrade." + } + ] + }, + "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": 26, + "review_unit_index": 29, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43975", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44737", + "issue:44849", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:45406|issue:46121", + "issue:43295|issue:43450", + "issue:45588|issue:45759", + "issue:45072|issue:45198", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43550|issue:43844", + "issue:45520|issue:46178", + "issue:45200|issue:45823", + "issue:29870|issue:29942", + "issue:43572|issue:44987", + "issue:43450|issue:43575", + "issue:37428|issue:43824", + "issue:43232|issue:44849", + "issue:42490|issue:43493", + "issue:44521|issue:45290", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43295|issue:43493", + "issue:45381|issue:46209", + "issue:42915|issue:43824", + "issue:44466|issue:45127", + "issue:28218|issue:35141", + "issue:44737|issue:46894", + "issue:43824|issue:43975", + "issue:43278|issue:43856" + ], + "prepared_review_unit_hash": "161fc6728fea88e83e827d06cc944ff1d5a03b63c3ad6f196f74b1620394b404", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36940, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are thematically loose but do not form a true duplicate cluster; the soft pairs mostly share only broad subsystem keywords (tokenizers, processors, multimodal, quantization) without the same concrete failure mode.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest activity signals (discussion and inbound references) and is the best single representative of the set, though the overall group is heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Different failure modes: missing processor tokenizer attribute vs rope-validation TypeError on a JSON-loaded list." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both involve processors, but one is a tokenizer/processor attribute regression and the other is a batched video-shape bug." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Unrelated code paths: flash-attention sinkless-model crash vs AutoModel text_config unwrapping for composite multimodal configs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different models and bugs: bfloat16 dtype mismatches in inference vs save_pretrained/tokenization failure." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Both are multimodal-related, but one is a Qwen video-processing ValueError and the other is a Gemma4 text-only mm_token_type_ids default issue." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "One is a processor API regression; the other is quantization/offloading behavior, not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Config fields differ completely: missing pad_token_idx vs TimesFM window_size AttributeError." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Both touch tokenizers, but one crashes on NER padding/truncation while the other silently ignores return_tensors with text_kwargs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Different subsystems: Gemma4 device_map forward mismatch vs keyword-handling in processor/tokenizer argument forwarding." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor-related, but the first is a missing tokenizer attribute and the second is an image-size mismatch for OmDet-Turbo." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Unrelated training/runtime issues: torch.compile with SDPA vs ZeRO-3 gradient inflation." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are import/backend lookup errors, but they affect different symbols and different mapping layers." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, different concrete bugs: default mm_token_type_ids vs device placement under device_map=auto." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Generation-time decoder mask bug is unrelated to Flash Attention 2 test failures." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "A missing config attribute is not the same as a versioned model-loading failure." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape handling and tensor-parallel OOM are different failure classes." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync issue is unrelated to the Qwen3.5 hidden-states bug." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warnings and SigLIP2 implementation discrepancies are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is assistant_mask generation and the other is a crash with tool-call messages." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation/model-processor mismatch and quantization example failures do not match a return_tensors forwarding bug." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention correctness on MPS and Kimi tokenizer codec handling are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Different multimodal issues: processor API regression vs SigLIP2 parity mismatch with JAX." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Video position-id bug for Qwen2.5-VL is unrelated to FP8 inference on B200." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different model families and different import/runtime failures." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is inconsistent serialization and the other is LoRA merge collapse after vocab extension." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during resize." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU placement in XLNet positional encoding is unrelated to the CohereASR training-loss double-shift bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing a missing model class and incorrect detokenization are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate and Qwen3 MoE memory inefficiency 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": 26, + "review_unit_index": 30, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:43950", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43653|issue:44112", + "issue:43452|issue:46512", + "issue:43950|issue:46285", + "issue:43262|issue:43450", + "issue:43334|issue:43525", + "issue:45200|issue:46899", + "issue:45200|issue:46932", + "issue:44442|issue:45198", + "issue:44898|issue:45412", + "issue:44479|issue:46192", + "issue:44792|issue:45563", + "issue:45200|issue:45325", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:43388|issue:43526", + "issue:44857|issue:45593", + "issue:43606|issue:45083", + "issue:45759|issue:46285", + "issue:44206|issue:45584", + "issue:46512|issue:46821", + "issue:38175|issue:45412", + "issue:37428|issue:43425", + "issue:43335|issue:43653", + "issue:46424|issue:46858" + ], + "prepared_review_unit_hash": "39ffdf7b402dc77a10d242f28e231d36a0fd0b6eaa5d3ac70190fdde054a0e70", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "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 a grab bag of unrelated transformer bugs across different models, processors, configs, and docs. The soft pairs mostly share broad symptoms or wording patterns, but they do not appear to be the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Different problems: BigBirdTokenizer special-token decoding vs a stale GraniteSpeech CI device-override test." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Unrelated: GGUF loading/tokenizer path failure vs from_config dtype bookkeeping." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both touch model internals, but one is non-persistent buffer loading corruption and the other is CLIP class structure inconsistency." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Different media pipelines: audio chat-template sample-rate default vs batched video shape handling." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same missing-attribute symptom, but on different model families with no evidence of a shared root cause." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma 4 text-only token-type defaults vs quantized multimodal embedder dtype casting are distinct regressions." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Related Gemma 4 area, but one is token-type IDs and the other is quantized vision/audio embedder casting." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model save-load failures in separate model families." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Non-default image resolution handling vs memory release/GC behavior are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Video-input regression across Qwen variants vs return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure vs stale generate() warning; different code paths." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs: missing default token types vs Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch is unrelated to GraniteSpeech CI test staleness." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile/SDPA failure are different subsystems." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are GPU-related, but Qwen3 auto device-map assert on A800 is not the same as FP8 inference on B200." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both involve missing utilities after API churn, but they reference different symbols and breakages." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they concern different pipeline docs and different deprecated parameters." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different failures: processor output size mismatch vs float16 AMP crash in a loss module." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC from_latents/forward mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different label-handling bugs in different components; no shared implementation evidence." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "LwDetr AMP/CUDA crash vs D-FINE auxiliary-loss omission are separate training issues." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to qwen3_omni_moe length calculation." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Multimodal config unwrapping for AutoModelForCausalLM is a different change than CLIP text-model structure drift." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Audio feature-extractor center-arg crash vs Whisper empty-transcription failure after token alignment are not the same bug." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale config dtype after from_config is unrelated to TimesFM window_size attribute errors." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero probabilities in SigLIP2 is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "ImportError for a flash-attention helper is unrelated to a Torch 2.10 compatibility issue." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer creation bug vs tokenizer special-token registration bug are distinct." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache max length configuration only for quantized cache is different from device-tensor seq length breaking static-cache arithmetic." + } + ] + }, + "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": 26, + "review_unit_index": 31, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:28282", + "issue:29127", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45859", + "issue:46170", + "issue:46326", + "issue:46431", + "issue:46566" + ], + "soft_pairs": [ + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:43550|issue:44112", + "issue:45520|issue:46170", + "issue:44855|issue:45083", + "issue:44448|issue:44743", + "issue:45290|issue:46326", + "issue:37428|issue:44351", + "issue:43335|issue:45083", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:44514|issue:44521", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:34689|issue:35141", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:46431|issue:46566", + "issue:43606|issue:44857", + "issue:43720|issue:44112", + "issue:39692|issue:44493", + "issue:45310|issue:45478", + "issue:28218|issue:32090", + "issue:44448|issue:44779", + "issue:26413|issue:31501", + "issue:43701|issue:45083" + ], + "prepared_review_unit_hash": "f9b073d58d8d95146f3185cd90ff8b6679b6fdb5c3a93f8c6c95aa9fe6a4188d", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36939, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely related by subsystem and should stay separate. The only clear duplicate is issue:45310 and issue:45478, which share the same title and describe the same Qwen3.5 MoE from_pretrained error.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45310 is the best anchor because it is the earlier of the two identical-title Qwen3.5 MoE from_pretrained reports, so it cleanly represents that duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest issue to keep as canonical for this cluster because it is the earliest and clearest representative of the one confirmed duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer _gpu_broadcast_one NoneType error are different reported problems." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-token spacing and CLIP model bus errors are unrelated titles and failure types." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "base_model_prefix loading breakage and lm_head.weight serialization inconsistency describe different model-loading bugs." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "A SwitchTransformers sparse-layer config bug and a BEiT legacy-field load bug are different model/config issues." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and a GraniteSpeech CI stale-device test are not the same underlying bug." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "A flash_attn import key error on Python 3.13 and a Windows ROCm torch.distributed dependency issue are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "An IndentationError importing DebertaV2Model and a qwen3_omni_moe helper behavior issue are different defects." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output drift between v4/v5 and recurrent-state reset in modular_qwen3_5 are different model regressions." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both mention chat templating, but one is about tool-call assistant messages and the other about continue_final_message with mistral_common." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing _flash_supports_window_size and missing HybridCache are separate import/export failures." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "A SwitchTransformers sparse-layer config bug does not match a qwen3_omni_moe feature-length helper issue." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are unrelated model bugs." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "These titles point to different models and different failure modes, so they are not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Batched padding=False crash and all-zero assistant masks are both chat-template related but describe different concrete failures." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluation and a pipeline translation-task warning are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and a Trainer _gpu_broadcast_one NoneType error are different issues." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "An AttributeError in flash_attention integration and CPU-offload incompatibility in Qwen3_5Moe rotary embedding are different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash local-model import warning and a GLM-4.7-Flash unit-test loading failure are not the same report." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading breakage and embedding reinitialization after resize are different model-loading problems." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC from_latents/forward mismatch and unexpected position-id keys are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation example errors and a BEiT image-processor label reduction bug are different issues." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template on a processor and DiffusionGemma staying on meta device are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and a float16 AMP CUDA crash are different failures." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading behavior and GraniteSpeech CI device override are not the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Docs/example problems and unexpected position-id keys are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title and same Qwen3.5 MoE from_pretrained error; these are very likely duplicates." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-token spacing and Trainer broadcast NoneType errors are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output drift and Deepseek tokenizer regressions are different model/tokenizer bugs." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "resume_from_checkpoint epoch_iterator failure and FineWeb training not starting are too different to be duplicates." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "A resume_from_checkpoint key mismatch and a qwen3_omni_moe helper issue are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conservative false verdicts are mostly fine, but the writeup overstates what the packet supports. In particular, the canonical-issue reasoning claims an \"exact duplicate target\" and \"already has inbound discussion,\" neither of which is shown in the packet (there are no explicit duplicate links, and the inbound reference counts do not establish a target). Several soft-edge reasons also assert specific code-path/failure-mode distinctions that aren\u2019t grounded in the packet\u2019s metadata alone. The only clearly supported positive is that issue:45310 and issue:45478 have the same title and are very likely duplicates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 32, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:27957", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45229", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45593", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46655", + "issue:46697", + "issue:47000" + ], + "soft_pairs": [ + "issue:44206|issue:45823", + "issue:44617|issue:46697", + "issue:45127|issue:45245", + "issue:45459|issue:46234", + "issue:32090|issue:33357", + "issue:44857|issue:45072", + "issue:42490|issue:43575", + "issue:45593|issue:47000", + "issue:43550|issue:45083", + "issue:38175|issue:44493", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:45290|issue:45381", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:10000|issue:15354", + "issue:45290|issue:46655", + "issue:44448|issue:44977", + "issue:44360|issue:44561", + "issue:44855|issue:46399", + "issue:45920|issue:46192", + "issue:29870|issue:33290", + "issue:37428|issue:42175", + "issue:40444|issue:43526", + "issue:43278|issue:43381", + "issue:44977|issue:45229" + ], + "prepared_review_unit_hash": "533367aa2c0d3dfca581c0f39c6e7ab992b456a13e0ac878208d4f3087e57d2c", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35052, + "estimated_input_tokens": 8763, + "estimated_eval_tokens": 17782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a collection of unrelated Transformers bug reports across different models, processors, and runtime modes. None of the soft-edge pairs looks like the same underlying bug/change, so all candidate links should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the broadest, highest-signal regression report in the set (multiple affected model families and inbound references), so it is the best representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different failures in different model paths: LASR feature extractor arg handling vs Gemma4 PLE device placement." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Unrelated models and bugs: Sam3Video OOM vs Swin2SR over-padding in image preprocessing." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/embedding-collapse after vocab expansion is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Both touch import/utilities, but one is tokenizer error masking without protobuf and the other is a missing availability helper." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different subsystems and symptoms: distributed trainer broadcast of NoneType vs MacOS bus error with a CLIP model." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype-related problems, but they affect different code paths and models and are not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning is unrelated to Qwen tensor-parallel OOM during model load." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different detection losses and failure modes: missing auxiliary losses vs infeasible cost matrix." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to Qwen3 Omni feature-length calculation logic." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 zero-probability output bug is unrelated to position-id key warnings across models." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Different model families and failures: XLM-R Flash Attention 2 support vs Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests are unrelated to embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call handling and Qwen2.5-VL video position ids are separate bugs in different code paths." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generate() decoder mask initialization is unrelated to trainer broadcast errors with NoneType." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval mode is unrelated to undefined variables in a multimodal token-count helper." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit.generator-exp limitation are unrelated problems." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Assistant tool-call chat-template crash and SmolVLM video padding bug are different failures." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation issues are unrelated model-specific bugs." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to v5 removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorator-related problems, but one is a Python parsing/import issue and the other is a runtime registration error." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "AutoTokenizer wrong token IDs across models is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Bart generate() masking bug and Deepspeed Adafactor OOM are not the same issue." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention helper import is unrelated to TensorFlow not being installed in the torch extra." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image Qwen2.5-VL training failure is unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-time embedding dtype mismatch is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM 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": 26, + "review_unit_index": 33, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46421", + "issue:46858" + ], + "soft_pairs": [ + "issue:43927|issue:45698", + "issue:32090|issue:33290", + "issue:46421|issue:46858", + "issue:43873|issue:45229", + "issue:42490|issue:43873", + "issue:25251|issue:32090", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:43381|issue:43701", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:44568|issue:45491", + "issue:44561|issue:44779", + "issue:33357|issue:39692", + "issue:45588|issue:45823", + "issue:43278|issue:43575", + "issue:41720|issue:45229", + "issue:43611|issue:46121", + "issue:44977|issue:45563", + "issue:44186|issue:45198", + "issue:45198|issue:45803", + "issue:44361|issue:45198", + "issue:29870|issue:34689", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:42915|issue:42994" + ], + "prepared_review_unit_hash": "42e8193c63382dfab7586b801590e4c43819b9375d80d13648a4a6cdea2040c6", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35912, + "estimated_input_tokens": 8978, + "estimated_eval_tokens": 18212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous collection of unrelated issue reports. The soft-edge pairs mostly share broad areas like save/load, cache, or generation, but they describe different failures and code paths, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No true duplicate hub stands out here; if one issue must serve as a representative, issue 43873 is the broadest open user-facing regression in the set, but it is not actually the same bug as the soft-edge candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the most general and impactful open report among the listed items, but the cluster does not contain a tighter duplicate family to canonicalize around.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is a config/token-id loss bug and the other loads the wrong custom module after save_pretrained; different failure modes and fixes." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error and DeepSpeed Adafactor OOM are unrelated runtime problems; same training stack, not same bug." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both concern cache behavior and compilation, but one is spurious recompilation from lazy init while the other is a device-tensor seq_length arithmetic bug." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading issues versus multi-GPU CUDA OOM on Gemma4; the symptoms and likely causes differ." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning and quantization offloading failure are separate behaviors with no shared concrete code path." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting regression is unrelated to the Trainer broadcast NoneType error." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version support regression and DeepSeekV3MoE implementation divergence are distinct issues." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v4/v5 regressions, but one is generation output drift and the other is serialization of lm_head.weight; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different trainer behaviors." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS token config inconsistency for Gemma-3 and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "A LayoutLMv3 error-message clarity issue is not the same as TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion regression and Gemma3 NaN embeddings from sliding-window batching are different code paths." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code and DeepSeek tokenizer correctness regression are separate compatibility bugs." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error loading a community CLIP model and SigLIP2 docs/model-processor mismatch are not duplicates." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py s_aux=None crash and Gemma4 PLE device mismatch are different forward-path bugs." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval and TP load OOM for Qwen2-57B are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and multi-GPU CUDA OOM are both inference failures but not the same underlying issue." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading breakage and rope-parameter JSON list TypeError are unrelated loading/validation bugs." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation malfunction and stale num_return_sequences warning are different generation concerns." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save_pretrained/tokenization failure are distinct tokenizer bugs." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu batch feature exception handling are separate issues." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 tokenization/save failure do not share a concrete bug." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() UnboundLocalError and Llama 3.2 Vision model loading breakage are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are different subsystems and symptoms." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor unsupported argument crash and video-input regression across Qwen VL models are not the same code-path bug." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are both quantization-related but clearly different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 34, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44857", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46369", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:43065|issue:43994", + "issue:45372|issue:45588", + "issue:43065|issue:45412", + "issue:44265|issue:45198", + "issue:43412|issue:45588", + "issue:45491|issue:46693", + "issue:29127|issue:33357", + "issue:43575|issue:43701", + "issue:45245|issue:45563", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:45459|issue:45712", + "issue:45372|issue:45406", + "issue:45440|issue:45593", + "issue:43994|issue:45412", + "issue:45406|issue:46701", + "issue:43421|issue:45491", + "issue:45412|issue:46369", + "issue:43575|issue:44387", + "issue:43066|issue:44462", + "issue:45372|issue:45459", + "issue:44442|issue:45072", + "issue:44464|issue:45584", + "issue:43526|issue:45834", + "issue:27957|issue:33290", + "issue:43526|issue:46693", + "issue:27957|issue:29127", + "issue:43824|issue:44279", + "issue:43994|issue:46369", + "issue:42915|issue:43931", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:44857|issue:45588", + "issue:43526|issue:44186" + ], + "prepared_review_unit_hash": "4e15a3c0299b2096a31ae47dacf0fb442ca63d1a4bdedf0f49f8d4fc784d9926", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37827, + "estimated_input_tokens": 9457, + "estimated_eval_tokens": 19170 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated models, tokenizer/loading bugs, memory/OOM regressions, export failures, and CI cleanup tasks. I do not see any true duplicate group or a single underlying bug that would justify merging any of the soft pairs.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out; the items are unrelated across many subsystems and model families, so this is not a duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for deduplication triage; the cluster lacks a common root cause, so any one issue would be an arbitrary representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and failures: RoPE layer selection vs a divergence from remote DeepSeekV3 implementation." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but one is a BigBird special-token registration bug and the other is an AutoTokenizer loading failure for a different tokenizer." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer cleanup and Siglip2 nonsensical outputs are unrelated bugs in different code paths." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Import dependency breakage for Gemma4 processor loading is not the same as a flash-attention crash on sink-less models." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and an RT-DETR memory leak are different problems with different fixes." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures from torch_compilable_check are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n ExecuTorch export issues and a flash_attention AttributeError are different backend/code-path bugs." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaNs from all-padding sliding windows are a correctness bug, while FA2 long-context generation is a performance regression." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and a MacOS bus error in CLIP are unrelated in both symptom and root cause." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2-57B is not the same as a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limits and a stale generate warning are separate issues in different parts of generation." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "A trailing-slash import warning and gradient-checkpointing eval-mode restriction are unrelated behaviors." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Better LayoutLMv3 error messaging is unrelated to output-embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking when protobuf is absent is different from leftover dummy classes leaking into __dir__ and repo checks." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma4, but one is an import-dependency failure and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 MoE divergence and D-FINE auxiliary-loss disabling are distinct model-specific bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 wrong outputs and RT-DETR memory not releasing are different failure modes with no shared root cause." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and DiffusionGemma pipeline failure are separate processor/pipeline issues." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing and Gemma3 NaN embeddings are unrelated tokenizer/model-inference bugs." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR memory retention and SAM3 lite text memory overflow are both memory issues but from different models and mechanisms." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Qwen2 tensor-parallel OOM and int4 quantization reserved-memory regression are not the same root cause." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are distinct tokenizer-loading behaviors." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "An import failure from mistral_common is not the same as hiding tokenizer errors behind a protobuf exception wrapper." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription failure after align_special_tokens are different generation bugs." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are unrelated image-processing failures." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Adafactor OOM in DeepSpeed are different optimization/training issues." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "A label-reduction bug in an image processor and a long-context FA2 performance regression are not the same problem." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLMRoberta FA2 support and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and a generic dependency issue with transformers are too broad and not demonstrably the same bug." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Siglip2 incorrect outputs and SAM3 memory overflow are different model-specific issues." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe failure with FineGrainedFP8Config and Qwen3-VL weight-shape mismatch are different load-time problems." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/deepspeed OOM and Llama 3.2 Vision model loading breakage are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in DeepSpeed with Adafactor is not the same as post_init reinitializing output embeddings after resize." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "float16 AMP crash in LwDetrImageLoss and flash_attention sink-less AttributeError are unrelated execution paths." + }, + { + "left": "issue:44442", + "right": "issue:46369", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and SAM3 memory overflow are entirely 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": 26, + "review_unit_index": 35, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:44062", + "issue:44077", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:45003", + "issue:45137", + "issue:45245", + "issue:45250", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46399", + "issue:46640", + "issue:46697", + "issue:46821" + ], + "soft_pairs": [ + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:43381|issue:43873", + "issue:46121|issue:46399", + "issue:45588|issue:46821", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:43761|issue:45859", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:42175|issue:46234", + "issue:43720|issue:44442", + "issue:45003|issue:45440", + "issue:27957|issue:29870", + "issue:43316|issue:43525", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:43316|issue:45759" + ], + "prepared_review_unit_hash": "dd2a1a284d3d0c4a6f2d3624563713a02a625a8e21e432c99deb032d1d09e8f2", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35056, + "estimated_input_tokens": 8764, + "estimated_eval_tokens": 17784 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated model-, config-, processor-, or infrastructure-specific bugs. The soft-similarity pairs do not look like true duplicates; none should be merged as the same underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43873 is the broadest, most actively discussed report in the set and is still open with inbound references, so it is the best anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 has the most engagement and cross-references, making it the strongest representative issue; the other issues are narrower, model-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL config and sliding_window behavior in Qwen3-MoE are different config bugs." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a generic topic and the other is a specific sink-less-model crash; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantized offloading failures are distinct code paths." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation TypeError and Qwen3.5 kernel registration failure are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention sink handling and TimesFM window_size AttributeError are separate problems." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched chat-template crash and wrong video position_ids are different Qwen2.5-VL issues." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization regression and patchtsmixer post_init policy are not the same underlying change." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU offload incompatibility are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and category-count limit error are different bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset with cache and Whisper batch_decode skip_special_tokens are separate issues." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and LasrFeatureExtractor center-arg crash are unrelated audio bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image-size handling are different subsystems." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Import warning for trailing slash paths and Qwen3 recurrent-state reset are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging extras missing TensorFlow and a missing import_utils symbol are distinct issues." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and FastSpeech2 tokenizer loading are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence are different code paths." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and BART generate decoder mask initialization are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are similar in shape but not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init validation and Qwen video input regression are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation drift and pipeline doc references are not the same issue." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Swin2SR over-padding are unrelated preprocessing bugs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id mismatch are different problems." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg duplication and list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code configs and GPTNeoX rotary_pct reload loss are different config issues." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 decorator parsing failure and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and AutoModelForCausalLM text_config unwrapping are different composite-config 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": 26, + "review_unit_index": 36, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46421", + "issue:46506", + "issue:46821", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:43232|issue:43388", + "issue:43701|issue:46506", + "issue:44442|issue:45803", + "issue:42617|issue:43575", + "issue:43761|issue:44188", + "issue:43761|issue:44079", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:46829|issue:46932", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:42907|issue:45698", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:46234|issue:46291", + "issue:43316|issue:43716", + "issue:44077|issue:44534", + "issue:43316|issue:46821", + "issue:44464|issue:46421", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:43452|issue:44496" + ], + "prepared_review_unit_hash": "590aa83a712bda94fb2a9c9c7507678f6b2e75a6726abe0fb15d2a196e89ec05", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36273, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft-similarity pairs are mostly false positives spanning unrelated bugs, regressions, and model-specific issues. I found no pair that clearly describes the same underlying defect/change, so all soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No reliable duplicate canonical exists in this set; the issues are too diverse. If a representative must be chosen, issue 45698 is the most concrete, widely discussed save/load regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the strongest single representative by discussion signal and concrete user impact, but it is still not a valid duplicate anchor for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU-RAM-efficient loading vs Qwen3-VL weight-shape mismatch are different loading failures with different root causes." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A version-specific model load failure and a missing backend mapping entry are unrelated import/load problems." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script and unrecognized model config are not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen-family loading/saving, but one is a weight-shape mismatch and the other is a save_pretrained regression; root causes differ." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs syncing after sync_gpus is unrelated to gather_for_metrics dropping tuple label elements." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated issues." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and bare except swallowing errors in a feature converter are different bugs." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A script execution problem and a tensor-parallel OOM on model load are not the same underlying defect." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden_states output regression and attention-kernel divergence under torch.compile are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "ModelOutput key assignment semantics do not explain CLIPVisionModel returning hidden_states=None." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA failure and resume_from_checkpoint key mismatch are different code paths." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during tensor-parallel load and a MobileLLM key error are distinct loading failures." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLM-R and a Trainer broadcast TypeError are unrelated." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism hidden_states miswiring and Gemma4 quantized embedder dtype casting are different model bugs." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output shape change and missing PyTorch dependency are not the same issue." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both are save/load related, but one is dequantized model saving and the other is custom module resolution after save_pretrained; different failures." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and pipeline error-message wording are unrelated v5 issues." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question and an import error for transformers.onnx are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer API regression and eos_token_id config inconsistency are different problems." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id mismatch and Whisper empty transcription generation failure do not share the same root cause." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "A missing utility function and a kernels version/revision import failure are unrelated dependency issues." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3 config API discrepancy and Mistral-3 dtype mismatch affect different subsystems." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init enforcement and non-persistent buffer junk values are not the same defect." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "API discrepancy in config classes and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Inconsistent outputs under compiled forward and spurious recompilation with chunked prefill are related to compilation, but they describe different concrete failures." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage and rotary_pct reload reset are separate configuration bugs." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "EOS token configuration mismatch and quantized model save/load breakage are different issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file and an unrecognized model config are different 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": 26, + "review_unit_index": 37, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:44162", + "issue:44190", + "issue:44242", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46365", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46894" + ], + "soft_pairs": [ + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:43404|issue:43441", + "issue:44610|issue:46369", + "issue:44242|issue:46894", + "issue:45632|issue:46424", + "issue:43540|issue:44514", + "issue:43065|issue:44617", + "issue:45542|issue:46234", + "issue:43650|issue:46202", + "issue:43572|issue:46178", + "issue:45803|issue:46170", + "issue:44792|issue:45600", + "issue:43504|issue:45698", + "issue:44792|issue:44977", + "issue:45127|issue:45200", + "issue:43352|issue:46640", + "issue:41950|issue:43475", + "issue:43388|issue:43688", + "issue:43525|issue:43531", + "issue:43673|issue:44743", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:44190|issue:44964", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "3f073f8d6bd43196b49599f972e7f6ff48cd79c4fba686a1262c9009b51fe7f9", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34479, + "estimated_input_tokens": 8620, + "estimated_eval_tokens": 17496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs span unrelated models, loaders, processors, cache behavior, and training bugs. None of the proposed soft edges look like the same underlying bug/change, so all should be rejected. The strongest representative issue is the high-activity `from_pretrained`/`save_pretrained` custom-module loading bug.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45698 is the most central and broadly impactful report here, with the highest discussion and reference activity around a core model-loading path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best representative issue because it has the strongest signal and affects a common `from_pretrained` workflow.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Different subsystems and failures: ESM2 model behavior vs a janus image-generation test case." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated bugs: Fuyu tensor conversion exception handling vs importing Trainer with datasets installed." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Different Mistral/Nemotron-style model issues: weight tying vs FlashAttention support." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: OmDet-Turbo image size mismatch vs Sam3-lite text memory overflow." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both involve losses, but they target different models and different loss computation bugs." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a local path collision and the other is cache-length handling for quantized cache." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different multimodal processor failures with different APIs and crash conditions." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Different SAM 3 issues: a dummy layer concern vs GPU OOM during video inference." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Both are optional-dependency/import related, but they concern different backend checks and different missing symbols." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No clear relation: a vague data request vs a Gemma pipeline roundtrip bug." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Different config/backend errors; one is a missing config field, the other is a backend mapping import issue." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Different platforms and root causes: Fuyu exception handling vs Windows/ROCm distributed dependency import failure." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "One is a janus test failure, the other is auto-mapping references to removed Sam3LiteText configs." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both are loading-related, but one is a legacy preset-field issue and the other is wrong custom-module resolution after saving." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: janus test generation vs Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different behaviors: LoRA/extended-vocab collapse with tied embeddings vs missing mm_token_type_ids defaulting." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Not enough evidence of the same concrete bug; one is a specific model lacking FA2 support, the other is a generic flash-attention issue." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different pipelines and errors: video-classification processor mismatch vs SAM 3 vision encoder attribute error." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training/eval bugs: gather_for_metrics label truncation vs auxiliary-loss normalization." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated config attribute error vs sliding-window behavior in a different model family." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both concern cache/state, but the underlying mechanisms and failure modes are different." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Different problems: generic v5 buffer initialization bug vs GPTNeoX config reload behavior." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Completely different concerns: embedding reinitialization vs import warnings for local paths ending with a slash." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading failures: local dataset loading in an example script vs loading a specific multimodal model." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different serve-time crashes: KV-cache continuation indexing vs missing processor tokenizer attribute." + } + ] + }, + "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": 26, + "review_unit_index": 38, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43854", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:44855|issue:45588", + "issue:44869|issue:46832", + "issue:45072|issue:46932", + "issue:43827|issue:43994", + "issue:45245|issue:46858", + "issue:45632|issue:46617", + "issue:46082|issue:46697", + "issue:29870|issue:35141", + "issue:43931|issue:44060", + "issue:44617|issue:45584", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:43335|issue:44855", + "issue:43673|issue:46421", + "issue:44242|issue:46897", + "issue:44077|issue:44877", + "issue:44933|issue:45362", + "issue:45381|issue:46369", + "issue:45563|issue:45584", + "issue:43550|issue:44190", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:44479|issue:44734", + "issue:43335|issue:44190", + "issue:45588|issue:47013", + "issue:43854|issue:44792", + "issue:45381|issue:46655", + "issue:44617|issue:46369", + "issue:39692|issue:44190" + ], + "prepared_review_unit_hash": "ef09301e0e75f8fa510fdbcaea04bdb363580deccb6f076ffe795841b231ee3b", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36528, + "estimated_input_tokens": 9132, + "estimated_eval_tokens": 18520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous; none of the soft pairs looks like the same underlying bug or change, so all candidate duplicate links should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43644 is the most self-contained, broadly framed framework regression in the set, so it is the closest thing to a representative issue, though the cluster does not really cohere as one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the clearest, most actionable issue with a concrete failure mode and framework-wide impact, making it the best single issue to represent this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing error in DebertaV2 is unrelated to a flash-attention AttributeError in sink-less models." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper word-timestamp decode crash and RT-DETR feature-level TypeError involve different code paths and model families." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype issues, but they affect different models and different mechanisms, so they are not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "One is a docs cleanup after pipeline removals; the other is a model/pipeline correctness problem for SigLIP2." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category cardinality overflow and cache sequence-length arithmetic are unrelated failures." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch trust_remote_code caching, but one is a path collision and the other is a FileNotFoundError from cache loading; not the same concrete bug." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Llama head_dim validation and Swin2SR over-padding are different subsystems and failure modes." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate() decoder-mask initialization and token-embedding resize reinitialization are separate model bugs." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different loading/weighting issues." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is not the same as Whisper empty-transcription generation failure." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk initialization and GPTNeoX rotary_pct reload behavior are unrelated config/runtime problems." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting behavior and XLMRoberta Flash Attention 2 support are not the same issue." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse layer construction in SwitchTransformers has nothing to do with the DebertaV2 Python 3.13 parsing error." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is a missing cache in v5 and the other is spurious recompilation from lazy cache init; too different to merge." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Missing load-balancing loss and Florence2 double-shift training loss are different loss-computation bugs." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "PatchTSMixer post_init allowance and granite_speech strict-config loading are separate config-validation topics." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow are different problems." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning handling and Whisper empty-transcription generation are unrelated generate-path bugs." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and local-dataset loading in the image-classification script have no common code path." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping CUDA assert and category-count overflow are unrelated failures." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same underlying bug as processor/model image-size mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression across Qwen variants and KV-cache continuation crash in transformers serve affect different subsystems." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and local dataset loading in a training script are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention sinkless-model crash and xLSTM train-mode unpacking bug are different code-path failures." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and janus image-generation test failure do not match." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processor issues, but one is vision_position_ids and the other is padding calculation; not the same bug." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but one is explicit CUDA OOM in Sam3Video and the other is memory overflow when calling sam3-litetext; different causes and fixes." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to the local-dataset loading failure in the training script." + } + ] + }, + "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": 26, + "review_unit_index": 39, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46489", + "issue:46697", + "issue:46752", + "issue:46858" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:44464|issue:45563", + "issue:43295|issue:45276", + "issue:44779|issue:46489", + "issue:45290|issue:46752", + "issue:44112|issue:45600", + "issue:44521|issue:45381", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:25251|issue:29870", + "issue:43526|issue:46697", + "issue:44737|issue:45803", + "issue:44938|issue:45542", + "issue:44462|issue:45907", + "issue:43643|issue:44496", + "issue:43854|issue:44964", + "issue:43673|issue:46858", + "issue:44246|issue:45003", + "issue:44964|issue:45600", + "issue:27957|issue:35141", + "issue:45632|issue:46234", + "issue:44112|issue:44964", + "issue:42796|issue:44521", + "issue:42175|issue:44279", + "issue:36246|issue:41628", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:36246|issue:38617" + ], + "prepared_review_unit_hash": "84f69f73ffef2483f4d8089bc4f0f42d3d25b200a161dbc882fd37b7729e7703", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36523, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: most pairs are superficially similar by subsystem or wording but describe different bugs. The only clear duplicate-like pair is the DeepSeek tokenizer regression reports, which appear to share the same underlying v5 tokenizer breakage.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 46489 is the most specific, actionable report in the only plausible duplicate pair; it clearly describes the DeepSeek-Coder v1 v5+ tokenizer regression and points to an incomplete prior fix.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46489 is the strongest overall issue candidate because it is concrete, regression-oriented, and directly tied to the tokenizer code path rather than a broad symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both mention embedding/save_pretrained behavior, but one is about LoRA merging with extended vocab and the other about incorrect visual encoder keys in Qwen3.5; different code paths and failure modes." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistencies with compiled forward and a stale paged-generate warning are unrelated generation issues, not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different models and symptoms: processor/tokenizer access regression vs Gemma4 resize_token_embeddings not updating per-layer/output embeddings." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report DeepSeek tokenizer regressions in v5/v5+ and point to the same broken tokenizer code path; 46489 reads like the model-specific manifestation of the broader v5 regression in 44779." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit apply_chat_template, but one is tool-call assistant messages with no content and the other is an empty input list; these are distinct edge cases." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but one is a stale GraniteSpeech device override test and the other is an auto_mappings reference to removed Sam3LiteText configs; unrelated failures." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both concern multimodal/chat-template behavior, but assistant_masks being all zeros and Qwen2.5-VL video vision_position_ids being wrong are different bugs in different paths." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache continuation tensor-indexing crash are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize behavior and Whisper empty-transcription failure after align_special_tokens are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting change and BART decoder_attention_mask UnboundLocalError are separate issues." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Both are image-processor bugs, but reduce_labels returning one label and Swin2SR over-padding are different implementations and failures." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug and Fuyu bare except swallowing errors are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend due to extras installation are different packaging/runtime problems." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated repository/client issues." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code and unrecognized model_type in config.json are different config-loading failures." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different models; no evidence of the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation cache, but one is a missing cache in chunked_prefill and the other is device-tensor seq-length breaking static-cache slice arithmetic; not the same concrete defect." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are not the same issue." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "A model-loading regression and stale auto_mappings config references are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention support and embedding reinitialization after resize_token_embeddings are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast of NoneType and output embedding reinitialization are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Backend dependency packaging issue and generic dependency issue are too broad and not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Qwen2_5_VLImageProcessor import failure and missing layer_type_validation export are unrelated import errors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge judgments are appropriately conservative. The DeepSeek tokenizer pair (44779/46489) is the only clearly duplicate-like match from the titles, while the other rejected pairs are plausibly distinct bugs or edge cases." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 40, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46693", + "issue:46752", + "issue:46932" + ], + "soft_pairs": [ + "issue:43531|issue:45600", + "issue:46082|issue:46121", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43295|issue:45335", + "issue:43582|issue:46932", + "issue:45083|issue:46506", + "issue:43976|issue:44987", + "issue:44496|issue:45042", + "issue:44016|issue:44220", + "issue:43526|issue:43901", + "issue:43673|issue:44336", + "issue:43901|issue:44496", + "issue:42907|issue:43441", + "issue:44683|issue:45446", + "issue:43650|issue:44220", + "issue:44496|issue:45759", + "issue:43381|issue:45593", + "issue:44016|issue:44062", + "issue:43441|issue:45588", + "issue:44792|issue:46424", + "issue:43976|issue:44279", + "issue:43824|issue:44933", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:44327|issue:46752", + "issue:43299|issue:45216" + ], + "prepared_review_unit_hash": "e021f2136f47726a3687d0a25dfe21055afedff8b9f4277e22e852b8e445a7d8", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35974, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs share only superficial Transformer-related wording, not the same bug or fix path. No soft pair is close enough to merge as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44521 is the clearest substantive, code-path-specific bug report in the set and has the strongest discussion/activity signal; it is a better anchor than the many unrelated config, docs, cache, and model-loading issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative issue overall because it describes a concrete multimodal generation bug with active follow-up, while the rest of the items span unrelated failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs a CI break from removed Sam3LiteText config references." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both are config-validation related, but one is Llama head_dim handling and the other is rope-validation list typing; different code paths." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Unrelated failures: position_ids buffer access vs CPU/CUDA output differences in PPDocLayoutV3." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup vs a notebook syntax error; no shared underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is GenerationMixin chunked_prefill cache missing and the other is max_cache_length handling in quantized cache; not the same defect." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different model families and failures: processor/tokenizer image handling regression vs resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon TypeError in caching_allocator_warmup is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Separate issues: a helper-length computation bug in qwen3_omni_moe vs CPU/CUDA divergence in PPDocLayoutV3." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Version/runtime compatibility problems, but one is Python support and the other is loading a specific model package; not the same issue." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized-model config loading vs PIL image processor torchvision dependency; different failure surfaces." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and a feature-extraction TypeError are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs documentation mismatch for return_all_scores; different artifacts and code paths." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache handling bug vs ANSI escape output in loading_report; no underlying overlap." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for text classification vs model import/config loading failure." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but one concerns saving dequantized checkpoints and the other FlashAttention inference failure; too different to merge." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled failure and the other is an incorrect version check for AuxRequest import." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A vague 'ADD THE DATA' issue is not the same bug as _torch_extract_fbank_features()." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both involve loading configs/models, but one is an unrecognized model_type and the other is not unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are different training/inference behaviors." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken keyword-argument conflict; unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash_attention, but they are distinct bugs: Ministral-3 model failure vs AttributeError on s_aux=None for sink-less models." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A janus test failure is unrelated to cache max length configuration." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version incompatibility vs a generic dependency issue; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2_5_VL import and a nonexistent image_utils import are different namespace/export problems." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "apply_chat_template assistant-mask bug vs FA2 long-context performance regression; different functionality and fixes." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; not a single code-path defect." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different composite-config bugs affecting different models and fields; one initializes defaults from None, the other drops a config field under @strict." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation bug vs Whisper empty-transcription generation failure after token alignment." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Both are IndexError-style crashes, but one is QA top-k bounds and the other is apply_chat_template on an empty list; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is loading breakage and the other is incorrect save_pretrained output; distinct code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 41, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46614", + "issue:47000", + "issue:47085" + ], + "soft_pairs": [ + "issue:46123|issue:46369", + "issue:46614|issue:47085", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:42796|issue:43650", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:46082|issue:46399", + "issue:43976|issue:45405", + "issue:43381|issue:47000", + "issue:44779|issue:45812", + "issue:44466|issue:45276", + "issue:43299|issue:45357", + "issue:46082|issue:46512", + "issue:43650|issue:46209", + "issue:43653|issue:45593", + "issue:41950|issue:45823", + "issue:44242|issue:45200", + "issue:43299|issue:43854", + "issue:44462|issue:45081", + "issue:44016|issue:44291", + "issue:44683|issue:45542", + "issue:45588|issue:47000", + "issue:43479|issue:43525" + ], + "prepared_review_unit_hash": "f19c25229355bee9c2badb978e2820331deaa8501b4201d9ccb686a5a2d9e29d", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35387, + "estimated_input_tokens": 8847, + "estimated_eval_tokens": 17950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous. The soft edges mostly connect unrelated regressions across tokenizers, multimodal configs, docs, training/runtime bugs, and dependency/version issues, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45812 is the strongest representative: a concrete, broad tokenizer regression with a clear v4\u2192v5 behavioral change and user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 has the clearest reproducible failure and broadest blast radius among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failure modes: dropped final batch results vs memory overflow." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer language state is unrelated to tokenizer thread-safety." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency complaint vs a specific unreleased PEFT version bump." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and code paths." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they concern different pipelines and different mistakes." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker bug and a vague data request are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling and a tie_word_embeddings warning are separate issues." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype loading bug is unrelated to Qwen save_pretrained serialization." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import vs broad import failures after upgrade; not the same root cause." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Pipeline processor-selection bug and remote_code breakage are different failures." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Config validation around head_dim is unrelated to a missing kernel registration decorator." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and an unreleased dependency pin are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Eval-mode gradient checkpointing and RTDetr loss infeasibility are different training bugs." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizers, but they affect different models and show different incorrect outputs." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Weight serialization inconsistency and resize_token_embeddings propagation are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen multimodal loading failure and save_pretrained key serialization are distinct code paths." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config constructor validation vs stale config.dtype after from_config are different issues." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "No meaningful overlap: a placeholder data request vs an FP8 inference crash." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss logic are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor lookup and Gemma4 device placement are different problems." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss and missing default mm_token_type_ids are different model-behavior bugs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression and GLM-4.7 unit-test loading issue are unrelated model-specific failures." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer code paths." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights argument handling." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on new torch versions and tensorboard/TensorFlow backend setup are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Flash-attention auxiliary state crash and RTDetr loss infeasibility are different runtime bugs." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config classes and different missing-default initialization 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": 26, + "review_unit_index": 42, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45081", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:33290|issue:45656", + "issue:43441|issue:45834", + "issue:45081|issue:45907", + "issue:42994|issue:43317", + "issue:44336|issue:46851", + "issue:44623|issue:44749", + "issue:45103|issue:45372", + "issue:45859|issue:46851", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:45600|issue:45712", + "issue:43901|issue:44246", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:44016|issue:45823", + "issue:44186|issue:47000", + "issue:42796|issue:43441", + "issue:43824|issue:43976", + "issue:44188|issue:44336", + "issue:43723|issue:44162", + "issue:44987|issue:45542", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:46655|issue:46726", + "issue:45325|issue:46851" + ], + "prepared_review_unit_hash": "b3997d97d5ab80f794a2cf3471f24a4d2eb79c63e533e4d0ddd21ee6e03a1a57", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36002, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated issues spanning tokenizers, loading, quantization, docs, and assorted model regressions. No soft pair looks like the same underlying bug/change, so all soft edges are rejected. There are no PRs in the set.", + "confidence": 0.86, + "canonical_issue_reason": "No single true duplicate canonical issue stands out because the cluster is heterogeneous. If one issue must represent the set, issue 44779 is the best fit: it is a concrete v5 regression report with a clear behavioral break and user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44779 is the strongest representative issue because it is specific, reproducible, and centered on a clear versioned regression rather than a docs/config or ancillary failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimizer behavior, but one is OOM from Adafactor while the other is double optimizer stepping; different failure modes and code paths." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Completely different models and bugs: FlashAttention failure for Ministral-3 vs OCR long-input index error in Kosmos2.5." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash vs Hub file listing not forwarding revision; unrelated subsystems and symptoms." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model save failure and dequantized model load/offload failure are both quantization-adjacent, but they are distinct operations and bugs." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI escape handling in loading_report is unrelated to Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files and a performance regression after upgrade are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring crash with future annotations is unrelated to Gemma 4 processor loading failing on an import error." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Same model family and position_ids terminology, but one is CPU-offload incompatibility in rotary embedding while the other is variable-length input handling; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals and different failures: missing rms_norm_eps precision issue vs torch.split return-value handling." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained loading are separate workflows and errors." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend installation packaging issue vs Python version compatibility issue; not the same root cause." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Broken auto_mappings references and leftover dummy classes are different repository hygiene/CI problems." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent import slowness." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but they affect different models and different paths: CamemBERT MLM predictions vs Deepseek tokenizer output." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing during chunked prefill is unrelated to CLIPVisionModel hidden_states behavior." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and a generic glm-4v-9b loading failure are not clearly the same bug." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer NER/padding crash and RTDetrLoss infeasible cost matrix are different components and failure signatures." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but tokenizer BPE marker handling and FlashAttention loading are separate bugs." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Importing a specific Qwen2.5-VL class and a Python version support issue are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence and ANSI code generation are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 breakage are different model/backend issues." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Loading a specific model fails for one reason, while the other is a packaging/backend dependency issue; no shared root cause." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing config attribute on a model config and trust_remote_code returning missing fields are not the same defect." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading_report ANSI escaping and a wrong docstring for position_ids are distinct documentation/runtime issues." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Both involve processors, but one is a video padding bug and the other is a missing-vision-backend import/reporting issue." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both mention position_ids, but they describe different models and different logic: Qwen2.5-VL rope scaling vs Qwen3.5 variable-length input handling." + } + ] + }, + "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": 26, + "review_unit_index": 43, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43784", + "issue:43901", + "issue:43976", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44485", + "issue:44496", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45137", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:46291|issue:46399", + "issue:44246|issue:44496", + "issue:44297|issue:45397", + "issue:45083|issue:46851", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:45103|issue:46399", + "issue:45072|issue:46829", + "issue:44295|issue:45397", + "issue:43531|issue:45362", + "issue:46614|issue:46665", + "issue:44246|issue:44871", + "issue:45588|issue:46851", + "issue:42491|issue:43299", + "issue:45003|issue:46821", + "issue:44336|issue:44485", + "issue:44242|issue:45593", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:44451|issue:46752" + ], + "prepared_review_unit_hash": "81ca26679bb48ece22a05c28d8edfc7134adda1cddaf4cb1d26cd4a22ac5db81", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36412, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share broad themes (imports, Qwen, DeepSpeed, tokenizers), but they do not describe the same underlying bug or change. I would not merge any of the candidate pairs.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both involve kernels-related import/runtime failures, but one is a pipelines import dependency/version check and the other is a Qwen3.5 registration crash; different code paths and fixes." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "One is about slow import performance, the other is an unrecognized model/config loading failure; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save/load metadata mismatch vs DeepSpeed zero3 from_pretrained failure; unrelated symptoms and code paths." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen-related, but one targets a helper length computation in qwen3_omni_moe and the other is variable-length position_ids behavior in Qwen3.5; different fixes." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for AutoImageProcessor is unrelated to the Python-version support regression." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers NameError on nn import is unrelated to the tensorboard/tf backend error." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a kernels registration/decorator crash and the other is variable-length input handling; not the same defect." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and modeling_utils sys.modules access are separate implementation problems." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotation handling crash is unrelated to the Qwen3.5 kernels registration failure." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "These affect different models and behaviors: dtype mismatch in inference vs hidden_states being populated incorrectly." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading a buffer-backed position_ids tensor is unrelated to the DeepSpeed zero3 from_pretrained issue." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and chat crashes for Qwen3.5-35B are distinct model/runtime issues." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state is unrelated to inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and eos_token_id config inconsistency are different classes of bug." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention crash on sink-less models is unrelated to variable-length position_ids handling." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is a hf4.x\u2192hf5.x LoRA compatibility problem and the other is a Qwen3VL MoE loading regression; not mergeable as one fix." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError do not share the same root cause." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI codes in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern auxiliary losses, but they are for different models and mechanisms (MoE router loss vs D-FINE denoising aux losses)." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior change are unrelated issues." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to CPU/CUDA output differences in PPDocLayoutV3." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output embeddings are different bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export and missing is_offline_mode export are separate import issues." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different modules." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "DeepSpeed appears in both, but one is Qwen3 MoE weight conversion with accelerate and the other is a ZeRO3 deque error; different root causes." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure for ScandiBERT is unrelated to apply_chat_template on an empty list." + } + ] + }, + "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": 26, + "review_unit_index": 44, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:41950", + "issue:42199", + "issue:43262", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:46894", + "issue:46897", + "issue:47000" + ], + "soft_pairs": [ + "issue:41950|issue:44220", + "issue:43540|issue:46655", + "issue:44496|issue:45003", + "issue:43262|issue:44246", + "issue:44479|issue:46655", + "issue:45375|issue:45759", + "issue:45003|issue:45561", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:45859|issue:46399", + "issue:45292|issue:47000", + "issue:45137|issue:45600", + "issue:36246|issue:43596", + "issue:43295|issue:45292", + "issue:43475|issue:46369", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44877|issue:45375", + "issue:44242|issue:44857", + "issue:43526|issue:46897", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:43526|issue:46894", + "issue:42199|issue:46851", + "issue:43352|issue:45250" + ], + "prepared_review_unit_hash": "d0d243734424de78b2d8bd5a3841919389063c021867e50642ca4709b700d048", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35081, + "estimated_input_tokens": 8771, + "estimated_eval_tokens": 17798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: most items are distinct model-, processor-, config-, or training-path bugs rather than true duplicates. I rejected every soft edge because the paired reports do not point to the same underlying defect closely enough to merge safely.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue stands out as a duplicate target; the candidates span unrelated subsystems and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, issue:45003 is the best anchor because it is a concrete, cross-cutting core-library bug in modeling_utils rather than a niche model-specific regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline/image-processor lookup is unrelated to the fbank feature-extraction issue; different code paths and symptoms." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both mention video, but Qwen3OmniMoe input validation and SmolVLM padding math are different model-specific bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "One is an unrecognized-model/config loading failure, the other is unsafe sys.modules access in modeling_utils; not the same defect." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and import-time slowness are different subsystems with no shared root cause." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but the regression in qwen2_5_vl/qwen3_vl family is not the same as SmolVLM padding calculation." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Config-field dropping in Qwen3.5MoeVisionConfig and text_config unwrapping in AutoModelForCausalLM are separate composite-config bugs." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Core import-path/sys.modules access and a pytest-xdist file-race in testing utils are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-family regressions." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer handling and a transformers upgrade performance regression do not share the same underlying bug." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Same model family, but CPU-offload incompatibility and missing decorator registration for apply_rotary_pos_emb are different code-path failures." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Embedding resize propagation and RTDetr loss infeasibility are unrelated issues in different model components." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and stale Sam3LiteText auto_mappings references are different classes of failures." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "An import error for Qwen2_5_VLImageProcessor is unrelated to the BertModel/ZeRO3 index error." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Custom processor/tokenizer regression and resize_token_embeddings propagation are separate bugs, even if both touch model wrappers." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Sam3VisionEncoderOutput missing an attribute and SAM3 LiteText memory overflow are not the same underlying issue." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Tied-weight serialization inconsistency and t5gemma embedding resize propagation are different bugs." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing processor.save_pretrained files and AutoProcessor backend-missing messaging are not duplicate defects." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict-config loading for granite_speech and silently dropped Qwen3.5MoeVisionConfig fields are different model/config problems." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Router-logit gating of load-balancing loss and LwDetrImageLoss AMP crashes are distinct training-loss bugs." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BEiT Fast label reduction returning one label and Florence2 training-loss double-shift are different preprocessing vs loss-shift bugs." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe regression and PPDocLayoutV3 CPU/CUDA divergence are unrelated model-specific issues." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Physical-intelligence/fast load failure and protobuf-related tokenizer error masking are different failure modes." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() decoder_attention_mask bug and MLFlow not reporting failed jobs are entirely unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "BEiT label reduction bug and CohereASR training-loss double-shift bug are not the same code-path problem." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are different model families and root causes." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "NemotronHForCausalLM lacking FA2 support is a specific model capability issue, not the same as the generic Flash Attention 2.0 topic." + } + ] + }, + "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": 26, + "review_unit_index": 45, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44995", + 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"issue:45685|issue:46431", + "issue:44995|issue:45588", + "issue:45987|issue:46082", + "issue:45103|issue:46858", + "issue:44361|issue:44749", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749" + ], + "prepared_review_unit_hash": "c47ccc789a9ef9ab3eb0088691c30645bcf613cbf747ef237464d100f2300821", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36293, + "estimated_input_tokens": 9074, + "estimated_eval_tokens": 18404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous and mostly contains unrelated issue reports. A few pairs share a model family or subsystem, but the concrete failure modes differ enough that none should be merged as duplicates or paired PR-equivalents.", + "confidence": 0.36, + "canonical_issue_reason": "issue:44479 is the broadest and clearest standalone bug report in the set: it describes a concrete v5.3.0 regression affecting multiple video/VL model families, with a reproducible user-facing failure and wider apparent impact than the more narrow one-off reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best representative issue to anchor the cluster because it is explicit, reproducible, and spans several related model variants rather than a single edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different models and different bugs: a tied-weights warning in Qwen3-Next versus a deprecation/optional-post_init policy issue in patchtsmixer." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated failures: a video-input regression in Qwen/VL models versus a Windows ROCm import/type error around torch.distributed." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a weight-tying warning during LoRA fine-tuning and the other is a flash-attention generation correctness issue." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Different subsystems and symptoms: RT-DETR memory not released on deletion versus MaskGenerationPipeline dropping the last partial batch." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token decode bug in BigBirdTokenizer is unrelated to the ESM2 model breakage." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 loading and a deepspeed double-step optimizer issue are distinct training/runtime bugs." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer cache loading offline is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Same SAM3 family, but different concrete issues: a dummy Conv2d implementation versus a model-type/config warning." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different model paths and failures: missing vision encoder output attribute versus a video-input ValueError in Qwen3OmniMoe." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Granite speech config strictness is not the same bug as the Windows ROCm import dependency failure." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Import/type problems on Windows ROCm are unrelated to RT-DETR forward-shape errors when feature levels exceed backbone outputs." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "A tokenizer load issue in v5 is not the same as an accuracy regression after version upgrade." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 tie-word-embeddings warning are different classes of failure." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip behavior on the \u2581 token." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A repeated tie_word_embeddings warning is not the same as a stale generate warning for num_return_sequences." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa cache/indexer corruption on second forward is unrelated to Gemma4 requiring mm_token_type_ids for text-only fine-tuning." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "A chat-completions API acceptance regression is not the same underlying bug as a tokenizer/pipeline roundtrip failure." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "The isolated reproduction of another issue is not the same concrete failure as the Gemma roundtrip bug." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both involve performance/runtime behavior, but one is an attention-kernel correctness divergence and the other is cache initialization causing recompilation." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior and a deepspeed host-synchronization concern are unrelated code paths." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "An MPS histogram/int dtype issue is unrelated to apply_chat_template requiring a chat template." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on repeated forward passes and a flash_attention None-handling crash are different bugs." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type mismatch is unrelated to LlamaConfig validation of explicit head_dim." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Auto-docstring annotation handling and static-cache seq-length arithmetic are separate failure modes." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a Chinese-language performance regression after upgrade do not look like the same bug." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel-decoder implementation details are unrelated to mask generation batch-finalization behavior." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both concern save_pretrained, but one writes the wrong tokenizer class metadata while the other omits processor files; they are not the same concrete defect." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and AutoProcessor backend-missing reporting are different issues with different triggers." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A throughput regression after upgrading Transformers is not the same as deepspeed calling optimizer.step twice." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch and a filtering-speed regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 46, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43723", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44373", + "issue:44623", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + 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"issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:45561|issue:47059" + ], + "prepared_review_unit_hash": "99590bcdd432eee78712e7a6be45e9e5ba1b0839a94da4939b3e9cc97f1e07fe", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34844, + "estimated_input_tokens": 8711, + "estimated_eval_tokens": 17678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose thematic group of transformers regression reports, but the paired items do not look like true duplicates of the same underlying bug/change. No soft edges should be merged; the strongest representative issue is the broad v5 custom-initialization regression report.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43646 is the broadest and most representative of the cluster\u2019s dominant theme: Transformers v5 breaking model initialization / loading paths. It is still only a representative issue, not a true duplicate umbrella for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 has the clearest high-level framing and likely covers the most central regression class among the listed issues. It is the best single issue to anchor triage for this mostly-v5-breakage cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-list chat-template crash and XLMRobertaTokenizer/Unigram init failure are different code paths and different failure modes." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both mention model initialization regressions, but ESM2 broken is a specific model-family issue, not the same concrete bug as generic custom-model initialization." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor.save_pretrained file emission and DeepSpeed optimizer stepping are unrelated subsystems." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "EOS token config mismatch is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure and ZeRO3 deque underflow are different failures with no shared concrete code path." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving and Qwen2.5-GGUF loading are opposite directions and different model/loading stacks." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 MoE, but one is a missing vision-config field and the other is a generic from_pretrained error; not enough to call the same bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing SAM3 vision attribute and missing fields from AutoConfig with trust_remote_code are different model/config problems." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 vision output attribute error and TimesFM window_size attribute error are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Docs-example errors for SigLIP2 and missing-vision-backend AutoProcessor crash are both vision-related but not the same bug or change." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence and Qwen3.5 variable-length position_ids failure are distinct runtime issues." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but sync_gpus kwargs update and chunked_prefill cache absence are different code paths." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve AutoProcessor and missing vision dependencies, but one is video-model loading without torchvision and the other is generic unrecognized image processor handling; too broad to merge as one bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report versus gemma-4 ZeRO3 from_pretrained error; no concrete overlap." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 MoE issues, but one is a generic from_pretrained error and the other is a missing config field; likely related but not clearly the same underlying bug." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Docstring import-time lint output and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe model compatibility and processor.save_pretrained missing files are different functional areas." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation messaging and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Wrong docstring for position_ids is documentation-only; Qwen3.5 variable-length position_ids is a functional bug." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Missing AutoImageProcessor import and nonexistent image_utils import are both export/import problems, but not the same specific missing symbol or code path." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi tokenizer regression are different tokenizer bugs with different triggers." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer loading in v5 and continue_final_message for mistral_common tokenizers are separate tokenizer issues." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API settings guidance and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and incorrect pipeline-parallel LLM output are distinct problems." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "pytest-xdist captured_info.txt race and huggingface_hub CLI completion breakage are different test/CLI infrastructure issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + 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+ "issue:46701", + "issue:46829", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:43784|issue:46399", + "issue:45406|issue:46202", + "issue:45137|issue:47000", + "issue:44945|issue:45753", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:44857|issue:46877", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:46202|issue:46701", + "issue:45081|issue:45103", + "issue:45593|issue:46877", + "issue:44222|issue:45310", + "issue:42673|issue:43704", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:44496|issue:45561", + "issue:42175|issue:44933", + "issue:44743|issue:47068", + "issue:45561|issue:45600", + "issue:45405|issue:46877", + "issue:43976|issue:44933", + "issue:30333|issue:33290", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:43479|issue:46829", + "issue:42175|issue:45712", + "issue:44568|issue:47085" + ], + "prepared_review_unit_hash": "48db43c9b8e507ee710e8ece305bf7a40fb9136da294e1171987ccc56e47c22a", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36343, + "estimated_input_tokens": 9086, + "estimated_eval_tokens": 18428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports with one clear duplicate pair: issue:42673 and issue:43704 share the same title and describe the same Qwen3ForCausalLM VRAM leak across dataloader threads.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the better canonical issue because it is the earlier side of the exact-title duplicate pair and has much higher discussion activity than 43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest global issue representative because it anchors the only exact duplicate pair and appears to have the broader discussion around the bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen-related failures, but one is an import-time NameError and the other is a rotary/kernel registration crash; different code paths and bugs." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both involve Gemma-related behavior, but one is a processor attribute error and the other is a tokenizer roundtrip issue; not the same defect." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and RTDetrLoss infeasible cost matrix are unrelated failures." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism wrong output and Qwen3_5 image-specific infinite loop are distinct runtime bugs." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols (`AutoImageProcessor` vs `HybridCache`) and different fixes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import failure and AutoImageProcessor import failure are separate API/export issues." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "`add-new-model-like` mapping logic and a CLI completion error from huggingface_hub are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "CUDA fp16 crash in LwDetrImageLoss and auto_docstring stdout noise are unrelated subsystems." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and a missing Qwen2_5_VL import are different problems." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen MoE models, but they are different model families and different from_pretrained failures." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma pipeline roundtrip and DiffusionGemmaGenerationOutput pipeline breakage are distinct pipeline/model bugs." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto_docstring future-annotations crash are unrelated AttributeErrors." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss logic and auto_docstring import-time output are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained error are not the same concrete bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same reported bug: Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads; 43704 is a near-verbatim duplicate of 42673." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and a Janus image generation test failure are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained failure; different bugs." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config import/registration failure and a pytest-xdist file race are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow optional dependency packaging and a missing image_utils import are different issues." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen recurrent-state reset logic and a DeepSpeed host-synchronization concern are separate code paths." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Captured-info race in testing utils and stale auto_mappings references are different CI problems." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version pinning and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility issue and missing image_utils import are not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow job reporting and DeepSpeed Adafactor OOM are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang and embedding resize/reinit behavior are different issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior change and missing BOS/EOS insertion are related only broadly to tokenization v5, but not the same concrete bug." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Default config initialization in Phi4MultimodalConfig and VideoPrism output field misassignment are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Missing TensorFlow backend dependency and leftover dummy classes in dummy_pt_objects.py are different maintenance issues." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "A tokenizer-specific add_special_tokens regression and a general tokenizers thread-safety regression are different defects." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate pair (42673/43704) is well grounded from the identical titles, but the canonical_issue_reason overstates the evidence by claiming 42673 is the \u201cmore detailed\u201d report and the better global representative without body-level support in the packet. The rest of the soft-edge rejections look conservative, but I can\u2019t accept the summary as written because of that unsupported detail." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 26, + "review_unit_index": 48, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44843", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:44623|issue:45310", + "issue:45600|issue:47059", + "issue:42673|issue:46693", + "issue:44186|issue:47085", + "issue:46077|issue:46123", + "issue:43479|issue:44869", + "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:39692|issue:46909", + "issue:44843|issue:47085", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:43784|issue:43824", + "issue:42673|issue:47085", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42222|issue:45200", + "issue:42898|issue:43295", + "issue:43874|issue:45092", + "issue:44295|issue:45656", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:44075|issue:46231", + "issue:44222|issue:44297", + "issue:43116|issue:44190", + "issue:45405|issue:45712" + ], + "prepared_review_unit_hash": "42f6a8bcad99caaed84bec48f125db3ea879cfa65118a83aa783c310ce14b04b", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36638, + "estimated_input_tokens": 9160, + "estimated_eval_tokens": 18576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All candidate edges are superficial similarity matches; they describe different bugs, models, or code paths, so none should be merged as duplicates. The most representative issue in this set is the broad tokenizer-behavior regression report around v5 semantics.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 42898 is the broadest, most central regression report here: it describes a generic v5 tokenizer behavior change that can affect many downstream callers, not just one model or example.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42898 is also the best overall representative because it is a clear, cross-cutting tokenizer regression with direct user impact and broad applicability.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Different failure modes: save_pretrained missing files vs from_pretrained error for Qwen3.5 MoE." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated: stale auto_mappings CI breakage vs huggingface_hub CLI attribute error." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both are performance-related, but they target different symptoms and code paths (VRAM leak in multithreaded loading vs FA2 long-context slowdown)." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer crash on NER/padding is not the same bug as thread-safety regressions in fast tokenizers." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different subsystems: Gemma4 attention-mask construction vs pipeline final-batch handling." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config default initialization is unrelated to Whisper timestamp decoding on trailing replacement characters." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and docs parameter-name mismatch are separate documentation issues." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both mention v5 tokenizer regressions, but one is a generic behavior change while the other is a model-specific Granite token-ID bug." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading issue is different from mDeBERTa add_special_tokens/BOS-EOS handling." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Different broken docs examples for different models." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline model_info call in AutoTokenizer is unrelated to tokenizer thread safety." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults are unrelated to ModelOutput key assignment behavior." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different model-specific breakages and likely different causes." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Importing sentence-transformers with missing nn is unrelated to missing Qwen2.5-VL symbol exports." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leak in one model/threading scenario is not the same as tokenizer thread-safety failures." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 model support is unrelated to MLflow reporting after training failure." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Different bugs: failed-job MLflow status vs model loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 multimodal token-type defaults are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both touch v5 tokenizer/processor behavior, but one is a generic tokenizer-space regression while the other is a processor.tokenizer/images API break." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Image-processor helper missing a method is unrelated to remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access and deepspeed double-step are different training/runtime bugs." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash is unrelated to auto-docstring annotation handling." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different tokenizers and distinct codec/warning behavior." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow failure tracking and custom trainer loss-signature incompatibility are separate training issues." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are unrelated import errors." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling is unrelated to a documentation parameter-name typo." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained behavior is unrelated to tokenizer_class metadata mismatch." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example script output bug and local dataset loading failure are different issues." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning and leftover dummy classes are unrelated maintenance 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": 26, + "review_unit_index": 49, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46710", + "issue:46762", + "issue:46909", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:44060|issue:45125", + "issue:44933|issue:45712", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:43479|issue:43644", + "issue:44360|issue:46762", + "issue:46132|issue:46710", + "issue:44373|issue:44485", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:43504|issue:47059", + "issue:45071|issue:46082", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:43122|issue:46209", + "issue:46614|issue:46932", + "issue:44263|issue:45092", + "issue:44295|issue:44623", + "issue:43232|issue:46424", + "issue:46209|issue:46431", + "issue:43232|issue:45834", + "issue:30990|issue:38175", + "issue:44263|issue:44373", + "issue:44190|issue:46082", + "issue:46305|issue:46655", + "issue:46369|issue:46909" + ], + "prepared_review_unit_hash": "f6df4dd6e57a3c33324a08b33cadf1db80fee43147c74ebac853348d8462db05", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36337, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated Transformers issues (tokenizers, save/load, config validation, FP8, attention, docs). None of the soft pairs look like the same underlying bug/change, so they should all stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "If one issue must represent this noisy cluster, issue:45071 is the broadest cross-cutting regression report (v5.4.0 / PretrainedConfig type checking) and is less model-specific than the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45071 is the best umbrella representative because it describes a general v5 regression rather than a single model- or component-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3 sub-issues: one is a tied-weights warning, the other is a missing tensor-parallel plan." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both touch imports/namespace exposure, but the concrete bugs are different: a nonexistent image_utils import vs dummy PT objects leaking into dir()." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy problems and processor.save_pretrained file emission are unrelated code paths." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer metadata mismatch and DeepSpeed double optimizer step are different failures." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "A Pegasus v4/v5 output regression is not the same as AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both involve tokenizers, but one is BPE-marker handling and the other is AutoTokenizer loading/import behavior." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are different save paths and symptoms." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category cardinality overflow is unrelated to AttentionInterface.register semantics." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config default initialization and non-persistent buffer junk are unrelated initialization bugs." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is not the same as Minimax MSA numerical drift." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "AttentionInterface.register behavior change is distinct from an accuracy regression in a specific model after upgrade." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring for position_ids is documentation-only and not the same as GLM-5 RoPE implementation behavior." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but from different packages and different missing symbols." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not clearly the same bug as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Legacy model preset loading and a CLI/huggingface_hub attribute error are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "General PretrainedConfig type checking breakage is distinct from LlamaConfig rejecting an explicit head_dim." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 generation with flash-attention are different failure modes." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Saving FP8 MoE checkpoints is unrelated to the default max_shard_size question." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization changes across versions are unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 quantized embedder dtype casting are unrelated bugs." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A torch.split issue in GlmMoeDsaIndexer is unrelated to remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after buffer registration is not the same as processor.save_pretrained missing files." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs sync behavior and cache max length handling are different implementation paths." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 is unrelated to apply_chat_template requiring an actual chat template." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation state update after sync_gpus and a SAM3 LiteText memory overflow are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and zero probabilities from SigLIP2 are different model-level bugs." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer arithmetic and a docstring typo are not the same underlying issue." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "An off-by-one in sliding_window_mask_function is distinct from a video processor padding bug." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "A memory overflow in sam3-litetext is unrelated to a broken documentation example." + } + ] + }, + "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": 26, + "review_unit_index": 50, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43644", + "issue:43824", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44327", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:43475|issue:46305", + "issue:44263|issue:44360", + "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:45092|issue:45357", + "issue:44483|issue:45406", + "issue:44279|issue:46328", + "issue:22355|issue:27957", + "issue:44964|issue:47059", + "issue:42831|issue:44038", + "issue:44829|issue:46002", + "issue:45381|issue:46305", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:44261|issue:45092", + "issue:43644|issue:46305", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:44327|issue:47059", + "issue:42886|issue:42994", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:43408|issue:46369", + "issue:44188|issue:44373", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:42796|issue:43122", + "issue:45381|issue:46909", + "issue:43232|issue:45593", + "issue:43540|issue:46909" + ], + "prepared_review_unit_hash": "629e9b02b7499f4381c552c688958cb5bf57cf7b67a78ea497bd0036be5a6fc4", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36261, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous and does not contain safe duplicate pairs; the only plausible overlaps are broad tokenizer/import/saving regressions, but the titles are still different enough to reject. I picked a single representative issue as the canonical anchor based on specificity and external linkage.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43824 is a concrete, user-facing import regression with a specific missing class and multiple inbound references, making it a stronger representative than the more generic or less-linked issues here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best standalone issue candidate: specific symptom, clear repro surface, and enough linkage to serve as an anchor despite the cluster being mixed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Different models and failure modes: SAM 3 video attribute access vs MoonshineStreaming mask off-by-one." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA/indexer, but one is about torch.split outputs and the other about a missing ReLU; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantized save/load, but they target different quantization paths and model families; too broad to treat as one bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated issues: FineGrainedFP8 accuracy vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are save/load regressions, but one is meta-init incompatibility for InternVL2 and the other is incorrect visual encoder keys in Qwen3.5." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different code paths: chat/completions request handling vs Gemma4Processor serving crash." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Dependency/import complaint versus a padding performance issue; no shared underlying bug." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "No common bug: missing transformers.onnx module vs XLMRoberta Flash Attention 2 behavior." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Different failures and subsystems: model loading for Phi-4 multimodal vs cli test breakage from huggingface_hub." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Same broad model area, but the symptoms differ: FP8 accuracy issue vs Qwen3-VL-Moe from_pretrained error." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different training pathologies: flash_attention_3 degeneracy vs NaNs at checkout/init." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both are off-by-one style bugs, but in different models and components; not the same underlying defect." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different root causes." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Both are SAM3-related, but one is a model-type mismatch warning and the other is missing text encoder weights." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different failure modes and models: missing rms_norm_eps in MLA q_a_layernorm vs InternVL2 meta-init incompatibility." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer corruption and a streaming mask off-by-one are unrelated bugs." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different issues: FP8 accuracy regression vs Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing module import and tokenizer added-space behavior are unrelated." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA span decoding crash and cli/huggingface_hub test failure are unrelated subsystems." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading failure and quantized model save failure are different bugs." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization semantics." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Different tokenizer/version issues: offline cache loading vs wrong decoder type in v5." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both reference SAM3, but one is a type warning and the other is a memory overflow; not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel branching bug and a docstring typo are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "The latter is an umbrella report of many import errors; not enough evidence it is the same concrete failure as the specific is_offline_mode import error." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and Sentence Transformers loading hang are different problems." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different models and different symptoms, so they are not the same underlying bug." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "A video-input position_ids regression and a broken documentation example are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation sync state handling and D-FINE auxiliary losses are unrelated code paths." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-processing error and a DIA documentation 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": 26, + "review_unit_index": 51, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:47059" + ], + "soft_pairs": [ + "issue:43646|issue:46002", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:43329|issue:47059", + "issue:43576|issue:43784", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:42371|issue:44263", + "issue:42907|issue:43937", + "issue:39401|issue:44488", + "issue:44117|issue:44704", + "issue:43784|issue:45600", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:46172|issue:46762", + "issue:44704|issue:45290", + "issue:43122|issue:46326", + "issue:43408|issue:43475", + "issue:44360|issue:44485", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:22355|issue:29159", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:44038|issue:44222", + "issue:43824|issue:44351" + ], + "prepared_review_unit_hash": "1df1bb936f56d2a3c8a8d5c04771ae1c501e7c6cfda5ddf37fb50f2457040355", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35774, + "estimated_input_tokens": 8944, + "estimated_eval_tokens": 18144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated Transformers bug reports spanning tokenizers, imports, multimodal processors, and model-specific regressions. None of the soft edges look like true duplicates of the same concrete issue, so all should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set: a generic burst of import regressions after upgrading versions. It is more representative than the narrower model-, tokenizer-, or API-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single anchor for this cluster because it captures the widest regression symptom and could subsume multiple import-related reports, while the rest are much more specialized.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Different failure modes: custom model initialization breakage vs NaNs in classification heads. Same project/version context, but not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models is unrelated to incorrect outputs under pipeline parallelism. Different code paths and symptoms." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are loading/runtime problems, but one is SentenceTransformers hanging and the other is a MacOS bus error with a CLIP model. Too different to merge." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to tokenizer_class mismatch during save_pretrained. Similar API surface, different bug." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save_pretrained failure and loading Phi-4 multimodal are distinct model workflows with different underlying issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline parallel output corruption are not the same concrete defect." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "A multimodal processor internal video-token bug is unrelated to a CLI compatibility break in huggingface_hub." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command in v5 and a NameError on importing sentence-transformers are separate import/packaging problems, not one bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer mismatch and Qwen3-Next tied-weights warning are model-specific architectural issues with no shared code path." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor export and broad import errors after upgrade are related only at a very high level; the concrete symbols and causes differ." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning and a torch.split return-value issue in GlmMoeDsaIndexer are unrelated subsystems." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized models has nothing to do with invalid GenerationConfig validation for GLM-5." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenization and failure to load a specific model checkpoint are different tokenizer/model loading bugs." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs to cached_file are different loader plumbing problems." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Importing sentence-transformers with latest transformers and stale auto_mappings references to removed Sam3LiteText configs are separate breakages." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "A tokenizer offset_mapping regression is not the same as assistant_masks being all zero for multimodal chat templates." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and degenerate training with flash_attention_3 are different model configuration and training-path issues." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Deepseek-v4 comb transpose/dtype bug and Minimax MSA numerical differences are distinct implementation mismatches." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file and crashing on tool-call assistant messages are unrelated code paths." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Version-to-version tokenization differences and continue_final_message handling for mistral_common are both tokenizer-related, but not the same concrete defect." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A model-type warning during loading and a missing fpn_position_embeddings attribute in SAM 3 Video are different SAM3 issues." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A DSA indexer lacking ReLU and a GLM-5 RoPE implementation problem are unrelated model internals." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different tokenization outputs across versions and all-zero assistant masks for multimodal inputs are not the same failure." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading issues and tokenizer_class mismatch on save_pretrained affect different paths and artifacts." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf_file breaking from_pretrained are separate serialization/loading bugs." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe load failure and position_ids buffer read error do not share the same underlying code path." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 save/load regressions, but one is save_pretrained checkpoint correctness and the other is a from_pretrained error; not enough to treat as one bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration export and missing HybridCache export are separate import-symbol regressions." + } + ] + }, + "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": 26, + "review_unit_index": 52, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46726", + "issue:46877", + "issue:46909", + "issue:46981" + ], + "soft_pairs": [ + "issue:43116|issue:45200", + "issue:39401|issue:46614", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:42898|issue:46614", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:43611|issue:46002", + "issue:43066|issue:44779", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:42673|issue:45072", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:45357|issue:45478", + "issue:43116|issue:43493", + "issue:44610|issue:46909", + "issue:45083|issue:45446", + "issue:44075|issue:44936", + "issue:42371|issue:43874", + "issue:46726|issue:46981" + ], + "prepared_review_unit_hash": "897738af37eaf68f47cb2389e159f938f1b05108725b33dc63cadec461966fae", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35114, + "estimated_input_tokens": 8779, + "estimated_eval_tokens": 17814 + }, + "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 import errors, tokenizer regressions, multimodal model bugs, training/runtime issues, and doc/tooling problems. None of the soft-edge pairs look like the same concrete defect.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items are too heterogeneous to represent one underlying bug or change.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No single issue is a good global representative because the cluster spans multiple unrelated subsystems and failure modes.", + "best_pr_reason": "No PRs are present, so there is no best PR candidate.", + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Both involve text generation/classification behavior, but one is a multi-label example bug and the other is Gemma 4 multimodal token IDs; different code paths and fixes." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both are tokenizer-related, but one is Qwen3 offset mapping and the other is Wav2Vec2 phonemizer language state; unrelated defects." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions in v5, but one is a broad tokenization change report and the other is a Deepseek-specific incorrect result; not clearly the same bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different symbols from different packages; separate missing-export issues." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training and multi-label example output are unrelated problems." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "One is a dtype mismatch in eval, the other is incorrect output under pipeline parallelism; different runtime failures." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure for transformers.onnx vs a LayoutLMv3 error-message clarity issue; not the same defect." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "A backend extra-install packaging issue and a Python 3.14 load failure are different environment problems." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite loop are separate model bugs." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance regression." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Both touch doc tooling, but one is a parameter-name mismatch in docs and the other is unwanted stdout at import time." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "A v5 tokenizer cleanup-behavior change and a stale phonemizer backend state bug are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation failure and GLM-5 RoPE implementation concerns are different issues." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad bundle of import errors after upgrade are not the same concrete bug." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading via base_model_prefix and NaNs in classification heads are distinct failures." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder-type regression and Deepseek output regression may be related broadly, but not enough to be the same concrete change." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility and a PyTorch version-check bug in flex_attention are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5/Moe, but they report different versioned failures and likely different code paths." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in dataloader threads and bfloat16 dtype mismatches are different bugs." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python-file errors and a docstring parameter mismatch are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Config propagation for num_labels and classification-head NaNs are separate training/model-init problems." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 save/load regressions, but one is incorrect saved keys and the other is from_pretrained failure; not the same fix." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "A classification example bug and a SigLIP2 implementation discrepancy do not share the same underlying defect." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "A processor/model input-size mismatch and a broken documentation example are different kinds of issues." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A Qwen3 Omni feature-length helper bug and a PyTorch version-check bug are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer.evaluate failing after train are different training issues." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch method are unrelated." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Both involve AutoProcessor.from_pretrained, but one is missing-vision-backend handling and the other is HTTP 429 retry behavior; 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": 26, + "review_unit_index": 53, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43450", + "issue:43618", + "issue:43673", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:43992", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44704", + "issue:44779", + "issue:44977", + "issue:44995", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46981", + "issue:47000", + "issue:47059" + ], + "soft_pairs": [ + "issue:43618|issue:46829", + "issue:43992|issue:44704", + "issue:43116|issue:43825", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:44995|issue:46697", + "issue:45092|issue:46762", + "issue:42673|issue:42796", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:44263|issue:46762", + "issue:43824|issue:46981", + "issue:43064|issue:43673", + "issue:42222|issue:43441", + "issue:43673|issue:46328", + "issue:42222|issue:47000", + "issue:42222|issue:46752", + "issue:43937|issue:45563", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:44380|issue:46077", + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:45071|issue:47059" + ], + "prepared_review_unit_hash": "503187e055285b01bcf7a3d3ab8aaa8bf7047919960a0c6c941a012e2aec6410", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35936, + "estimated_input_tokens": 8984, + "estimated_eval_tokens": 18224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes tokenizer, generation, processor, attention, and training issues with no strong single duplicate theme. All soft-edge pairs look like separate bugs or feature requests rather than the same underlying change; no PRs are present.", + "confidence": 0.68, + "canonical_issue_reason": "No true canonical duplicate stands out, but issue:46640 is the least-specific and broadest open report in the set, and it is the only item that cleanly matches the small flash-attention overlap seen elsewhere.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:46640 is the best cluster anchor because it is broad, open, and thematically closer to the only flash-attention-related overlap than the more model-specific or unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both mention output fields being wrong, but one is CLIP attentions disappearing and the other is VideoPrism hidden_states being mis-assigned; different models and different code paths." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and AutoProcessor not passing kwargs to cached_file are unrelated failures in different subsystems." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "One is a multi-label classification example returning empty results; the other is a pipeline() error message about unsupported translation tasks. Same area loosely, but not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder type corruption and an accuracy regression after upgrading Transformers are different problems with different symptoms." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Issue 28348 is a feature request to add FlashAttention 2 support for GPT2LMHeadModel, while 46640 is a separate Flash Attention 2 bug report." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale indexer cache crashes on second forward pass is unrelated to an image processor over-padding batched inputs." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility for old remote-code checkpoints is not the same as numerical differences in Minimax MSA attention." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "A VRAM leak in multi-threaded Qwen3 causal LM use and a tokenizer BPE-marker handling bug are different issues." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation still referencing pipeline() and a wrong PyTorch version check are separate fixes." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 offset_mapping errors are both tokenizer-related, but the described failures are not the same underlying bug." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to the Minimax attention numerical-difference report." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and repeated HTTP 429 retries in AutoProcessor are different failure modes." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer states/params under FSDP2 + PEFT is a training-state bug, not the missing GenerationMixin cache issue in chunked prefill." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage and a Ministral FlashAttention failure involve different models and different code paths." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Missing generation cache and a performance issue in SequenceFeatureExtractor.pad are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "A broken vitpose model family and RTDetrLoss cost-matrix infeasibility are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vitpose breakage and apply_chat_template crashing on an empty list are unrelated bugs." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "An invalid GenerationConfig and a stale num_return_sequences warning are not the same problem." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized in init_empty_weights and v5.4.0 type checking breakage are separate compatibility issues." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT minimum-version bump and an incorrect PyTorch version check for AuxRequest are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling being ignored under SDPA/FlashAttention and Gemma4 building causal masks despite bidirectional attention are different attention-bug classes." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and a flash_attention.py crash on s_aux=None are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Inconsistent lm_head.weight serialization and NaNs in classification heads are different defects." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "qwen3next missing projections and Qwen3.5 Moe from_pretrained errors are related by family name only; the concrete bugs differ." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer bugs, but one is wrong offset_mapping and the other is incorrect tokenization results; not enough evidence they share the same root cause." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape errors and AutoProcessor crashes without torchvision are different video-processing issues." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation and DeepSeek tokenizer incorrect outputs are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "Type-checking breakage in PretrainedConfig and a CLI completion attribute error from huggingface_hub 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": 26, + "review_unit_index": 54, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43742", + "issue:43937", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45561", + "issue:45632", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46762", + "issue:46894", + "issue:46981" + ], + "soft_pairs": [ + "issue:45341|issue:46328", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:45632|issue:46981", + "issue:44829|issue:45216", + "issue:43408|issue:43742", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:45362|issue:46328", + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:39401|issue:46209", + "issue:42371|issue:44261", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:44261|issue:46762", + "issue:38617|issue:44220", + "issue:44933|issue:45278", + "issue:44075|issue:45656", + "issue:44410|issue:45478", + "issue:42371|issue:46617", + "issue:44263|issue:44485", + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:43097|issue:44493" + ], + "prepared_review_unit_hash": "22c4fb921f477d3c37d5f9819147e036839ed31dd8cbeedbca03e948fd9d78c7", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34857, + "estimated_input_tokens": 8715, + "estimated_eval_tokens": 17686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share broad themes like imports, tokenizers, configs, or model loading, but not the same concrete underlying bug. I rejected all soft edges.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a true canonical duplicate target; the items span unrelated regressions across tokenizers, model loading, configs, optimizers, and utilities.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest umbrella-style report in the set (multiple import errors after upgrade), but even it does not actually match the other reports closely enough to serve as a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Both mention utilities, but one is a testing_utils bug and the other is a SequenceFeatureExtractor.pad performance issue; different code paths and symptoms." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both are API/type-related regressions, but one is about PretrainedConfig type checking while the other is dtype handling in from_config; not the same bug." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both involve testing_utils.py, but one is a generic bug and the other is an xdist race on captured_info.txt; distinct failures." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Both concern loading/caching behavior, but one is a cache-path collision for local models and the other is repeated 429 retries in AutoProcessor.from_pretrained; different issues." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: one is degenerate training with flash_attention_3, the other is incorrect checkpoint saving for Qwen3.5 since 5.4.0." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Both are model-loading reports, but they concern different models and different failure modes (type warning vs KeyError)." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer loading bugs, but one is a mapping lookup returning None and the other is a Mistral regex patch crash; not the same concrete path." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "One is about running 3d_parallel.py and the other is a testing_utils.py bug; unrelated problems." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different fixes." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization regression vs noisy logging; no shared underlying bug." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash and SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Different subsystems and symptoms: vitpose model breakage vs BACKENDS_MAPPING validation error." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Config-loading strictness and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset_mapping bug and FP8 inference failure on B200 are different problems." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior settings and MLA rms_norm_eps precision issues are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained sharding threshold question vs Qwen3.5 MoE from_pretrained error; different code paths." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Different model/config loading failures: invalid GenerationConfig vs unrecognized model type in config.json." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical behavior, but one is a missing config epsilon and the other is a Minimax attention correctness mismatch; not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError in configuration_utils vs torch_extract_fbank_features issue; unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "One specific missing import from image_utils, the other a broader upgrade-related import-error report; too general to call the same bug." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both involve optimizer behavior, but one is ignored SGD args and the other is double optimizer steps under deepspeed; different defects." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3Next missing projections in layer 0 vs Qwen3.5 MoE from_pretrained error; different model families/issues." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 setting warning and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value bug in one model component vs GLM-5 RoPE implementation discussion; not the same concrete issue." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both touch tokenizer behavior across v5, but one is decoder type selection and the other is tokenization output differences; different failures." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Distinct model-specific training bugs in xLSTM vs CohereASR; no shared underlying defect." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder API vs unexpected position-id keys; different regression classes." + } + ] + }, + "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": 26, + "review_unit_index": 55, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:42886", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44077", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46369", + "issue:46897", + "issue:46981" + ], + "soft_pairs": [ + "issue:44483|issue:45464", + "issue:44077|issue:46981", + "issue:43673|issue:45341", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:44263|issue:46172", + "issue:43012|issue:43577", + "issue:43441|issue:44829", + "issue:44360|issue:46172", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:43531|issue:45341", + "issue:44117|issue:44987", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:44410|issue:45375", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43208|issue:46897", + "issue:43986|issue:44484" + ], + "prepared_review_unit_hash": "d775f5aef33ad8fd72c9c155dc19a0c064aa296b8dea26dc7f618645065fb478", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36848, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated bug reports that only share broad themes like model loading, Flash Attention, or config/import errors. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:46981 is the clearest self-contained bug report here: it has a specific trigger (HF_ENDPOINT + HTTP 429 retries in AutoProcessor.from_pretrained), a focused failure mode, and likely actionable fix scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both concern chat/completions behavior, but one is a request-validation failure and the other is a streaming inference issue on a specific model; not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Completely different problems: model class post-init validation vs HTTP 429 retry behavior in AutoProcessor." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked prefill bug and a testing_utils bug are unrelated code paths." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen3-family loading issues, but one is weight-shape mismatch and the other is missing layer projections; different concrete defects." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing AutoImageProcessor and PreTrainedConfig type checking are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are different model-specific support issues." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained shard size behavior and Qwen3.5 MoE from_pretrained failure are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different GLM-related components and different failures: missing image-patch helper vs rms_norm_eps precision issue." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Both are tensor-shape/math bugs, but they affect different model families and different operations." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "One is a PyTorch warning during bf16 compilation; the other is a dtype-loading bug in BLIP2. Not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failures, but one is model support in v5 RC and the other is degenerate training with flash_attention_3; different symptoms and fixes." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Different GLM/DeepSeek code paths and different concrete math issues." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Same broad Qwen3-VL area, but one is a load-time weight mismatch and the other is a model-specific bug report; not the same defect." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed config flag and a gguf_file loading regression are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model processor dependency handling and a testing_utils bug are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug are different code paths." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Both involve loading behavior, but offline cache loading and 429 retry handling are distinct failures." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "One is an RMS norm epsilon omission; the other is a RoPE implementation question. Not the same bug." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite-loop image behavior and memory overflow are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both touch from_pretrained loading, but one is a tokenizer mapping invariant and the other is a specific model-load failure; not enough to be the same bug." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A config API removal and a flash_attention AttributeError are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache handling and MaskGenerationPipeline batch-finalization are different pipeline bugs." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Same GLM prefix, but image-patch counting and DSA indexer split handling are different defects." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek, but one is a remote-implementation divergence and the other is a specific tensor transpose/cast issue." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3next projection-missing bug and Qwen3_5MoeVisionConfig field dropping are different model/config issues." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different missing-dependency/import errors affecting different processors and packages." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Config API removal and quantized-model save/load breakage are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen3-related, but they describe different model variants and distinct failures." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages; not the same underlying issue." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Distributed optimizer-state corruption and Liger Kernel application timing are different training bugs." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and Florence2 loss-shift bug are unrelated model-specific defects." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor dependency handling and save_pretrained shard sizing 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": 26, + "review_unit_index": 56, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47059" + ], + "soft_pairs": [ + "issue:46655|issue:46664", + "issue:46298|issue:46752", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:46172|issue:46710", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43825|issue:44655", + "issue:43352|issue:43976", + "issue:43208|issue:43550", + "issue:43352|issue:44380", + "issue:43066|issue:43906", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:44077|issue:46365", + "issue:42890|issue:47059", + "issue:44222|issue:45478" + ], + "prepared_review_unit_hash": "11b03892d0b4c9ac9baa4829b04dd0a73e761f2bf65c2b0f05607dde16085305", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37362, + "estimated_input_tokens": 9341, + "estimated_eval_tokens": 18938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug or change; the candidates are mostly superficially similar by subsystem, model family, or error type but diverge on concrete failure mode and fix path.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43502 is the clearest, most actionable bug report in the set: it has a precise symptom (`local_files_only=True` still making API requests) and a narrow code-path implication, making it a strong representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43502 is the best overall issue candidate because it is specific, reproducible, and directly points to the failing behavior without conflating it with unrelated versioning or model-family concerns.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same product area (SmolVLM video processing) but different bugs: padding calculation vs. meaning of `num_frames`." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Unrelated symptoms: noisy logging vs. `apply_chat_template` IndexError on empty input." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Both are generic quality issues, but one is missing `set_seed()` in tests and the other is a logging complaint." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different export regressions." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is about a removed config flag in v5, the other about offloading with quantization; different code paths." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer-related, but one is an `AddedToken` argument collision and the other is a `TOKENIZER_MAPPING_NAMES` lookup bug." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "Different failures: a bfloat16 compile warning versus a `window_size` attribute error in TimesFM 2.5." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback bug versus image-text-to-text pipeline failure; no shared concrete defect." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "DeepSeek-v4 tensor operation bug versus an accuracy regression after upgrade; not the same underlying issue." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "`local_files_only` causing network calls is unrelated to missing `embed_tokens.weight` in `UMT5Encoder.from_pretrained`." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Both involve loading/documentation helpers, but one is kwargs forwarding in `AutoProcessor` and the other is an auto-docstring crash." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "`trainer.evaluate()` after training is different from failing to import `Trainer` due to `datasets` interaction." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention scaling under SDPA/FlashAttention is unrelated to lazy cache initialization causing recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure is not the same as an invalid backend name (`tensorflow_text`) error." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "Video-model loading without torchvision is unrelated to a notebook syntax error." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and an infinite-loop generation bug are different behaviors and fix paths." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both mention saving, but one is dequantized model persistence and the other is pipeline object serialization." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A precision warning during compile is distinct from a Bamba SDPA compile failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy class cleanup/export leakage is unrelated to a noisy logging message." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both involve warnings, but the former is a PyTorch precision warning and the latter is a config warning about tied embeddings." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing encoder weights on load is not the same as questioning the default `max_shard_size` in save_pretrained." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline v5 error messaging is unrelated to inability to save pipeline objects." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support missing for a model is not the same as Python version compatibility failure." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba SDPA compile failure are different model-specific bugs." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "One is lack of Flash Attention 2 support, the other is incorrect attention scaling under backend selection." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is unrelated to an isolated reproduction of another issue." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed config attribute in v5 is not the same as a noisy logging message." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation bug is unrelated to importing `Trainer`." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling with SDPA/FlashAttention is different from `AttentionInterface.register` changing callback behavior." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor bug are separate model-specific regressions." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "`patchtsmixer` post-init policy issue is unrelated to a `Trainer` import problem." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Flaky tests due to missing seeds are unrelated to a CLI completion attribute error from `huggingface_hub`." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Same model family (Qwen MoE) but one is FP8 save_pretrained and the other is a from_pretrained 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": 26, + "review_unit_index": 57, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45479", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46877", + "issue:47059" + ], + "soft_pairs": [ + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42757|issue:43824", + "issue:42175|issue:46365", + "issue:43064|issue:44380", + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:38617|issue:43502", + "issue:43618|issue:44380", + "issue:43756|issue:44485", + "issue:43618|issue:43761", + "issue:43208|issue:43526", + "issue:36010|issue:42757", + "issue:45276|issue:46077", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44483|issue:45290", + "issue:44038|issue:44230", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:44355|issue:46877", + "issue:36683|issue:43475", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:44655|issue:46050", + "issue:44938|issue:47059", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:36683|issue:44077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296" + ], + "prepared_review_unit_hash": "7f785cffd597a8334020a7e09f7a240ad8a288fecbc4775e2b289e8f50e4a9a6", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37768, + "estimated_input_tokens": 9442, + "estimated_eval_tokens": 19140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a grab bag of mostly unrelated regressions/import errors; none of the soft pairs are close enough to treat as the same underlying bug or merge into one fix. The most representative issue is the Gemma3Config `vocab_size` report because it is concrete, high-signal, and the most connected node in the similarity graph.", + "confidence": 0.84, + "canonical_issue_reason": "issue:36683 is the strongest representative: it has the clearest reproducible model-config regression, very high discussion activity, and the widest similarity connectivity to other config/attribute-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36683 is the best single issue to anchor this cluster because it is specific, well-scoped, and the most central issue among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Different failures: missing `vocab_size` on `Gemma3Config` vs Apple Silicon `TypeError` in `caching_allocator_warmup`; no shared code path." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "One is attention scaling under SDPA/FlashAttention, the other is degenerate loss for `num_labels=1`; unrelated behavior." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages and likely different causes." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Dependency/import problems, but one is backend installation packaging and the other is importing `Trainer` blocked by `datasets`; not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Different training/runtime problems: optimizer state placement under FSDP2/PEFT vs attention scaling backend behavior." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "A local-model path warning is unrelated to a bfloat16 compilation precision warning." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both involve chat/completions, but one is API request acceptance and the other is `apply_chat_template` crashing on batched padding; different code paths." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Importing `layer_type_validation` vs ignoring `local_files_only=True`; unrelated module/API issues." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output-attention regression vs GPT-2 attention scaling; different models and different bugs." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is Smollm3 layer dropping and the other is GLM-5 RoPE implementation discussion; not the same issue." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP v5 regressions, but one concerns attentions and the other hidden states; related theme, not clearly one bug." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and Beit image processor label reduction are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different libraries; similar symptom only." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4-related, but one is embedding resize propagation and the other is attention-mask construction; not the same fix." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading regression vs state-dict sorted load error; no clear shared failure mode." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Saving quantized models and saving Pipeline objects are different save_pretrained problems." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "One is an API request acceptance issue, the other is a processor crash with tool-call assistant messages; not mergeable as one bug." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is a loading bug in v5 and the other is fp8 inference support; different changes." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "`num_labels` propagation in Qwen3.5 vs importing `Trainer` blocked by `datasets`; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support error for Nemotron vs invalid `GenerationConfig` for GLM-5; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled-file loading errors and auto_docstring import-time diagnostics are different tooling issues." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are attribute errors, but on different models and different missing fields." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "`base_model_prefix` loading regression and Pipeline save_pretrained failure are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Config propagation for `num_labels` vs Gemma4 bidirectional-attention masking; different subsystems." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline serialization and sinq quantized save/load are different persistence bugs." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 load failure vs CLI breakage from a huggingface_hub API change; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but for different versions and failure modes." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State-dict sorting load failure vs Qwen3.5 checkpoint save_pretrained regression; not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config attribute missing vs patchtsmixer `post_init` policy validation; unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 bidirectional-attention masking vs LlamaConfig head_dim validation; different config validations." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression vs Qwen3.5 save_pretrained checkpoint corruption; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing-config-attribute bugs on different model families." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both involve config fields, but one is missing `vocab_size` and the other is propagation of `num_labels`; not the same underlying defect." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate-time `decoder_attention_mask` bug vs tensor-parallel training bug; no shared code path." + } + ] + }, + "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": 26, + "review_unit_index": 58, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44964", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45561", + "issue:45850", + "issue:46002", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:44908|issue:46851", + "issue:44393|issue:47000", + "issue:29870|issue:33453", + "issue:43867|issue:46202", + "issue:44355|issue:44855", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:36296|issue:43575", + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43992|issue:46002", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:43502|issue:44062", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125" + ], + "prepared_review_unit_hash": "17b066533ef88e3d167a698676ac375a39378fc6a4611384faa95cd72581abcf", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36019, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated version-regression, loading, training, tokenizer, or CI complaints that only share broad Transformers vocabulary. None of the soft pairs look like true duplicates or the same code-path fix.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43010 is the strongest representative here: it is a concrete runtime bug with a specific fix surface, and it sits near the center of the noisy similarity graph.", + "canonical_pr_reason": null, + "best_issue_reason": "Best single issue to keep as the cluster representative because it is specific, actionable, and among the most centrally linked items; the rest are too diverse to collapse around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state corruption in FSDP/PEFT is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "No_grad decoration for cache updates is a specific runtime bug; the other is a broad import-regression report." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD args not applied is not the same issue as failing to import Trainer due to datasets." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder is a different model-loading failure than Qwen3.5 MOE from_pretrained errors." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to variable-length position_ids handling in Qwen3.5." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL bbox hallucination is not the same failure as RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate() decoder mask bug and tokenizer-loading regression are distinct paths." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Sorted state_dict load failure and Gemma pipeline roundtrip on \u2581 are different loading/roundtrip problems." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors are not the same as the Python 3.13 IndentationError from a TorchScript decorator parsing issue." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing Gemma3Config vocab_size and wrong optimizer states under FSDP2/PEFT are unrelated bugs." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State_dict sorting error and missing deepstack_visual_indexes are different serialization/config issues." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A flaky seed-dependent integration test is not the same as an xdist file race in patched testing utils." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "No_grad cache updates are not the same as a broad complaint that v5 breaks many models." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and TP loading OOM are different tensor-parallel failure modes." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-star removal causing import cost and intermittent slow imports are related only at a very broad level, not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init validation are unrelated model-specific changes." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache no_grad behavior is not the same as the Python version compatibility issue." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State_dict sorting load errors and incorrect visual encoder keys on save_pretrained are different serialization bugs." + }, + { + "left": "issue:43992", + "right": "issue:46002", + "accept": false, + "reason": "Missing encoder weights and NaNs in classification heads are separate failure classes." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch dependency and tokenizer-loading regression do not share the same underlying defect." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both mention CLIP, but one is an attentions field issue and the other is a structural model API change." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion and DeepseekV3MoE divergence are unrelated model/algorithm issues." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related test flakiness is not the same as a model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "A flaky integration test is not the same as a stale CI device-override assertion." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only API leakage and AddedToken special-arg duplication are separate tokenizer/loading bugs." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space cleanup behavior and SmolVLM num_frames semantics are different user-facing changes." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing crash and trust_remote_code cache FileNotFoundError are unrelated serve/loading failures." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression in v5 and checkpoint reload compatibility after version upgrade are not the same defect." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan metadata are different MOE-related issues, not one 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": 26, + "review_unit_index": 59, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43576", + "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:44556", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059" + ], + "soft_pairs": [ + "issue:43502|issue:44485", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:45125|issue:45478", + "issue:42548|issue:44351", + "issue:30990|issue:31795", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:46664|issue:46726", + "issue:43827|issue:44961", + "issue:43010|issue:43232", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43299|issue:44556", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44315|issue:44360", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:36296|issue:43901", + "issue:43352|issue:44961", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209" + ], + "prepared_review_unit_hash": "70ed9c32b6c45b9b6105a1c7304423c9a388bf4c1c33423094939f0637829e54", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 38051, + "estimated_input_tokens": 9513, + "estimated_eval_tokens": 19282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most pairs are only superficially similar by broad Transformers/v5/regression wording, not the same concrete bug or change. No PRs are present, and there is no strong true-duplicate core issue; issue:43576 is only a weak representative because it has the most cluster-like connectivity.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43576 is the closest thing to a hub in this set, with multiple soft links and a broad v5 regression surface, but it still does not unify the other issues into one concrete bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the most central representative for the cluster\u2019s broad version/regression theme, though the overall cluster remains too mixed to treat it as a single duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs: offline/caching network requests vs a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "ImportError for a missing model class is unrelated to a cache FileNotFoundError for trust_remote_code loading." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No shared code-path bug: no-grad decoration for cache update methods vs a SAM3 pixel decoder dummy Conv2d concern." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch API in a processor is a different failure mode than cache-loading file lookup errors." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI env command breakage and AttentionInterface register behavior are distinct issues." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Memory/OOM under int4 quantization is not the same as reload failure after upgrading checkpoint versions." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on job failure and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing tensor-parallel plan and Qwen3.5 MoE from_pretrained error are not the same concrete bug." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different breakages." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading-stuck behavior and documentation confusion in forward args are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-Python-file errors do not match the performance regression after upgrading Transformers." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan support and a missing config field are different model issues." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network behavior is unrelated to the placeholder racoon issue." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline/network request behavior is not the same as FP8 save_pretrained support for MoE models." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Inconsistent num_frames semantics and missing-vision-backend image processor errors are different video/processor problems." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing removed pipeline APIs has nothing to do with the racoon issue." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both mention generation internals, but they describe different generation bugs and code paths." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow job-state reporting and tensor-parallel training are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "An UnboundLocalError in generation is not the same as documentation confusion about forward arguments." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version/loading regressions, but for different models and different failure modes." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading breakage are not the same concrete issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors and PretrainedConfig type-checking breakage are distinct." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "huggingface_hub import failure and transformers env CLI breakage are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI command breakage and config type-checking regression are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "CLI completion attribute failure in tests is not the same as the env command regression." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and missing configuration utility import are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and missing Qwen2.5-VL class import are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application in model_init is unrelated to a DSA indexer ReLU discussion." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The racoon issue is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion and racoon are clearly unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are different import/loading problems." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training and text-classification docs mentioning return_all_scores are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support for Nemotron and the racoon issue are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Missing SAM3 video attribute and trust_remote_code cache loading are different bugs." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Missing kwargs passthrough and lack of attention interface usage are related thematically but not the same concrete fix." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained for MoE and FP8 inference support for Qwen3-VL/Qwen3.5 are separate capabilities." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are different symbol-export issues." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "model_init not applying Liger Kernel and FP8 inference on B200 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": 26, + "review_unit_index": 60, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664", + "issue:47059" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:44485|issue:46664", + "issue:43673|issue:44492", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44273|issue:45003", + "issue:44038|issue:45125", + "issue:44360|issue:46664", + "issue:41669|issue:43673", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:44230|issue:46095", + "issue:45850|issue:47059", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44492|issue:46328", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829" + ], + "prepared_review_unit_hash": "3e19b692cc0367cb5f90e320b322129f1b6edd8c837cf3424427c82726bcb8d4", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38271, + "estimated_input_tokens": 9568, + "estimated_eval_tokens": 19392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated v5 regression or model-specific issues; the shared similarity is usually just broad Transformers breakage, not the same underlying bug. None of the soft pairs look safe to merge as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set, capturing the general 'v5 breaks many models' regression theme that overlaps with several other reports, even though it is still vague.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best global representative because it is the most general summary of the cluster\u2019s recurring v5 breakage pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash vs a vague broad complaint about v5 breaking many models; not the same bug." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs SmolVLM video-frame semantics; different code paths and symptoms." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "GenerationMixin cache missing in chunked_prefill vs a typo in cache-strategy docs/naming; unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading malfunction vs TensorBoard-without-TF backend error; no shared underlying failure." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files from processor.save_pretrained vs an unspecified bug report; too generic to be the same issue." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading bug vs unsafe sys.modules access in modeling_utils; only broad import/loading overlap." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs missing tensor-parallel plan for Qwen3_5Moe; different model/runtime problems." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer discussion vs video processor num_frames meaning; unrelated components." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star/lazy-loading performance issue vs missing GenerationMixin cache during chunked prefill; not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "2D bounding-box hallucination/error vs infinite loop on a specific image; both Qwen3_5 but different failure modes." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Model output error vs PretrainedConfig type-checking breakage; unrelated regressions." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "transformers env command broken in v5 vs checkpoint reload incompatibility after upgrade; different commands and failure surfaces." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4Config pad_token_id attribute error vs a broad v5-breakage umbrella; not the same concrete bug." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Checkpoint reload failure after v5.2/v5.3 vs old InternVL2 remote-code/meta-init incompatibility; same upgrade era, different root causes." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx missing vs generic v5 breakage; too broad to be a duplicate." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo vs broad v5 regressions; not the same underlying issue." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 support request for Qwen3-VL/Qwen3.5 Moe vs a weight-conversion question for deepseekv4; different features and tasks." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Broad 'v5 breaks too many models' complaint vs a specific CLI incompatibility with huggingface_hub 1.22.0; not the same bug." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "General import errors after 4.57.0\u21925.5.0 vs a vague broad breakage report; overlapping theme but not one concrete defect." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API-settings warning vs cache-strategy typo; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3_video/sam3_tracker config mismatch vs Liger Kernel not applied with model_init; different model-loading paths." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "import-star/lazy-loading performance issue vs could not import Qwen3_5ForCausalLM; one is a systemic import-cost problem, the other a specific module absence." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import time is slow vs lazy loading not working properly; related area but not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in SAM HQ tests vs inverse_sqrt scheduler ignoring kwargs; different subsystems and symptoms." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command vs scheduler kwargs being dropped; no shared code-path." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2.0 unsupported in NemotronH vs Qwen3-VL bbox hallucination; unrelated model issues." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility problem vs Qwen3-VL bounding-box output error; different failure class." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error vs generic bug report placeholder; no basis for duplication." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling vs PretrainedConfig type-checking breakage; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "tokenizer_class mismatch on save_pretrained vs generic bug report; too little overlap." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance issue; completely different areas." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs not forwarded to cached_file vs scheduler kwargs ignored; both kwargs-related but different components and bugs." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star usage performance issue vs cannot import HybridCache; different import failures." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star performance problem vs a bug in testing_utils.py; no shared root cause." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python 3.9/3.10 compatibility breakage vs missing Qwen3_5ForCausalLM import; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init policy change vs _get_tied_weight_keys AttributeError; different code paths." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about inputs/cache vs tokenizer loading regression; unrelated user-facing problems." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command vs lazy loading not working properly; only a generic v5 regression theme overlaps." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init vs flash_attention_3 training degeneration; different mechanisms and symptoms." + } + ] + }, + "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": 26, + "review_unit_index": 61, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43572", + "issue:43576", + "issue:43618", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46655", + "issue:46894", + "issue:47059" + ], + "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:43576|issue:46218", + "issue:44655|issue:44861", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:42913|issue:43066", + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "34f4352037576005fd5a9a527c6fa47c8e65011ccf286c5068d654f4d80058b8", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 43, + "serialized_chars": 39143, + "estimated_input_tokens": 9786, + "estimated_eval_tokens": 19828 + }, + "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 only broad theme overlap around v5 regressions, loading/import problems, and model-specific support gaps. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates. The broadest umbrella-style issue is the best representative.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45850 is the broadest umbrella-style report here; it captures the general 'v5 breaks many models' regression theme that several other issues vaguely resemble, even though it is not a true duplicate of them.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best cluster representative because its scope is widest and it sits closest to the recurring v5 regression/loading breakage pattern in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor-related bugs, but one is Qwen3VL timestamp calculation and the other is SmolVLM video padding; different code paths and different failure modes." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated subsystems: DSA indexer/ReLU vs Gemma-4 audio positional encoding. No shared concrete bug." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated issues." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "'Bug report' is too generic to tie to the Qwen3.5 MoE from_pretrained error; no evidence they describe the same defect." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp math and GLM-5 RoPE implementation are different model-specific bugs." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR training-loss shifting are separate model/training problems." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken `transformers env` command and Qwen3_5 import failure are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Both involve saving-related code paths, but one is pipeline save_pretrained and the other is tied-weight key handling; not the same bug." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation in a processor vs scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and VRAM leak in Qwen3ForCausalLM are completely different issues." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion in forward signatures vs a model-loading regression for Llama 3.2 Vision are different problems." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both are model-architecture topics, but GLM-5 RoPE and Gemma-4 audio positional encoding are not the same bug." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-V4, but one is gating/shared-expert behavior and the other is a tensor transpose/dtype bug; not the same fix." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage and Qwen3VL timestamp calculation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance and a VRAM leak bug do not describe the same issue." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad v5 breakage complaint is not the same concrete bug as a Qwen3_5 import failure." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and processor.save_pretrained file omission are different processor bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing `rms_norm_eps` in MLA q_a_layernorm is a separate precision/config bug, not the same as Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different models and different failure modes: timestamp calculation vs VRAM leak." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronHForCausalLM and Qwen3_5 import failure are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import failures, but for different symbols/modules and likely different root causes." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5 behavior, but one is generic behavior drift while the other is a specific decoder-type issue; not enough to treat as the same bug." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight-key AttributeError and a cli completion error from huggingface_hub are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel-specific support and the other is a generic title with no evidence it targets the same model or code path." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated 'Unemployment' report do not match." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A typo in cache strategies is unrelated to the generic non-technical issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Generic placeholder report vs broad v5 regression complaint; no duplicate evidence." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the generic placeholder issue." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and an ImportError for `layer_type_validation` are different failure types." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig and a tied-weight-key crash are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and missing processor save files are different issues." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both are Flash Attention 2.0-related, but they target different models and appear to be separate support requests." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate() decoder mask bug and slow from_pretrained checkpoint loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training and slow checkpoint loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow loading and tensor-parallel training bug are different problem areas." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Performance complaint during from_pretrained and documentation confusion in forward signatures are not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and a Qwen3.5 MoE from_pretrained error are related by model family only, not by the same code-path failure." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and Qwen fp8 inference support are different topics." + } + ] + }, + "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": 26, + "review_unit_index": 62, + "review_unit_count": 62, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-510", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "2e35ae47cf0fe606a5fbfd2f1d4564a23014f23c4abb2f72bef67149c4623345", + "component_budget": { + "node_count": 510, + "item_count": 510, + "soft_pair_count": 1874, + "serialized_chars": 972519, + "estimated_input_tokens": 243130, + "estimated_eval_tokens": 486516 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 8610, + "estimated_input_tokens": 2153, + "estimated_eval_tokens": 4562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are all closed/open issue reports, but they describe distinct bugs across unrelated models and subsystems. None of the soft pairs look like true duplicates or the same underlying change.", + "confidence": 0.39, + "canonical_issue_reason": "issue:42936 is the most concrete, code-path-specific bug report in the set: a specific model behavior issue with a clear expected-vs-actual failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42936 is also the best representative issue overall because it is specific, actionable, and easy to triage, unlike the more generic or broad reports in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Different subsystems and failure modes: Mamba/Mamba-2 weight initialization vs RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Unrelated model bugs: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "One is a type-hint/config schema problem, the other is a tokenizer regex warning regression; not the same bug." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and loss-function kwargs propagation are different code paths and different fixes." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding is unrelated to RoFormer attention interface implementation." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Different domains and symptoms: model label ignore handling vs tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different model components and no shared concrete bug; not mergeable as one change." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A model behavior bug and a typo in a quantization attribute name are not the same underlying issue." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint mismatch in config vs a literal typo in quantization code; unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwarg forwarding and incorrect type hints do not share a code path or fix." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4 normalization behavior vs ModernBERT config typing are different kinds of issues." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value usage and ModernBERT norm_eps typing are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "5dbdde9269109e3833d75579e1391568cd663815a210ba345e49459bd2cc6ac9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: the three issues discuss unrelated features (token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word offsets). The soft similarity appears to be lexical only, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 10519 is the most specific and self-contained of the set, but it is not a true canonical for the cluster because the other issues are about different problems entirely.", + "canonical_pr_reason": null, + "best_issue_reason": "10519 is the clearest representative only in the sense of being the most concrete request; however, there is no valid duplicate cluster here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different topics: truncation-from-beginning behavior for tokenization vs. time offsets in Wav2Vec2. No shared underlying bug or change." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Completely unrelated features: token truncation direction vs. ReduceLROnPlateau-like learning-rate scheduling." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No common code-path problem: optimizer scheduling request vs. extracting word start/end timestamps from Wav2Vec2." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "f12f8e265c6355b95e07ee062169e079dcdfc07e264eb73184beb14d33e8a629", + "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 issues do not look like one duplicate cluster: one is about Tapas tokenization, one about private-model auth/error messaging, and one about a generic BERT loading failure. The shared similarity is only very broad Hugging Face model-related behavior.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the broadest standalone report and the most plausible anchor for this cluster, but it still does not match the other two as the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch vs. generic 'can't load the model' failure for bert-base-uncased are different code paths and symptoms." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model download/auth error messaging is a different root cause from a public model loading failure; they would not be merged as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "fb86d138e768e0669c17bee5257d1b41ce55b4588dc8bb748fb23a742c79e119", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated community contribution requests: one for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They share a broad theme of expanding architecture coverage, but not the same underlying feature or code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue fits this cluster; the issues request different features and should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature areas (Flash Attention 2 vs GGUF) and different implementation targets; only a broad thematic similarity, not the same underlying request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "cb9374450e965d8d05e4fabc6c700dc0e4c15b2c4c15a046e8959f9c374c0f52", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15976, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15976, + "estimated_input_tokens": 3994, + "estimated_eval_tokens": 8244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly a mix of language-specific doc-translation requests that are not true duplicates. The only clear duplicate groups are the three identical placeholder issues titled '[i18n-] Translating docs to ' and the two identical Thai-titled issues. All other soft-similarity pairs should be rejected as related-but-distinct translation requests.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43834 is the earliest and cleanest representative of the repeated placeholder issue template; 44365 and 44370 appear to be the same exact issue text. It is the best issue anchor for the duplicate subgroup, though not for the whole mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the best issue candidate because it anchors the exact duplicate placeholder subgroup and is the earliest of that set. The broader cluster is heterogeneous, so its suitability is limited outside that subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different concrete translation targets (Turkish vs generic placeholder); similar template, but not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish-specific request vs generic placeholder issue; same theme, not a duplicate." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different language-specific request versus placeholder template; not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish and Romanian translation requests are separate work items, not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are distinct issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request is distinct from the generic placeholder issue text." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish-specific request versus generic placeholder; not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish-specific request versus generic placeholder; not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are separate issues." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request is distinct from the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian-specific request versus generic placeholder; only superficially similar." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific request versus generic placeholder; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request is unrelated to the Thai-titled issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request is unrelated to the Thai-titled issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Both have the same placeholder title and appear to be exact duplicates of the same issue template." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Identical placeholder translation issue; same underlying item." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue versus a different Thai-titled issue; not the same content." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue versus a different Thai-titled issue; not duplicates." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Placeholder translation issue and Thai-titled issue are not the same request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Exact same placeholder title/body pattern; clear duplicate pair." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different issue text and different apparent request; not a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different issue text and different apparent request; not a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Placeholder translation issue and Thai-titled issue are not the same underlying report." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue versus a different Thai-titled issue; reject." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue versus a different Thai-titled issue; reject." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and likely different requests; not duplicates." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "These are identical Thai-titled issues with the same apparent content; clear duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Thai-titled issues appear to be different requests, despite surface similarity." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Thai-titled issues are not the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and the soft-edge decisions are conservative overall. The duplicate subgroup calls are supported by identical titles and very high similarity, and the non-duplicate translation requests are appropriately rejected as related-but-distinct. One small caution: phrases like \"exact duplicates\" are a bit stronger than the packet strictly proves, since body text is not shown, but the overall assessment stays within reasonable bounds." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "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:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "4d28afd2f74d7b840ec1d04fff1c00105d77a922bf90504907454bbb3d70150b", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28609, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28609, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the items are mostly distinct model-request issues, and the apparent overlap is template-level similarity (e.g., \u201cAdd X model\u201d). All soft edges are rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: these are separate feature requests for different models/families and different capabilities, not the same underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for consolidation; any one issue would be arbitrary because the cluster is heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "RoMa vs LoMa are different keypoint systems; this is only surface-level similarity." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Different domains/models: RoMa keypoint matcher vs MiniCPM3 architecture request." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config and DEIMv2 are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config vs Qwen3-TTS support are different model families and tasks." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR model are unrelated additions." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config and this issue are not the same model/change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different detection models, not duplicates." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio 1.5B are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and weight-sparse transformer requests are different architectures/tasks." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different models and modalities." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated feature requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are distinct model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the sparse-transformer request are different model changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT models are different requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture and Qwen3-ASR support are not the same change." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture and sparse-transformer support are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture and ModernVBERT models are different additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture and Voxtral TTS support are different model requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are not the same feature." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT models and Mirko Privitera are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE models and Voxtral TTS support are different requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs BERT-like models with RoPE is only broad thematic overlap." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE models and Mirko Privitera are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE models and this issue are not the same underlying change." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "Mirko Privitera is unrelated to SAM3-LiteText." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "Mirko Privitera is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "Mirko Privitera is unrelated to DeepSeek-OCR2." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "Mirko Privitera is unrelated to the other issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are same family but different modalities and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support and Voxtral TTS support are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and sparse-transformer request are different changes." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model families and tasks." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and sparse-transformer support are not the same bug/change." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language model proposals, not duplicates." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and the other issue are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and the other 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": 7, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "1591202a77a0759594d3f2c1df0e397f27f8a46bb6232858daf4589dd198af4f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is a closed documentation request about adding Pruna as an optimization framework, while the other is an open technical issue about a Vision RoPE refactor. They do not describe the same underlying problem or change.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 46443 is the better canonical representative because it is the substantive open engineering task; issue 38740 is a separate closed docs request and not part of the same topic.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46443 is the best issue in the cluster because it reflects the actual code-level work, whereas 38740 is unrelated documentation content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Reject: these are unrelated artifacts. 38740 is a docs/optimization-framework request, while 46443 is a Vision RoPE refactor; they do not target 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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "9c007689bd8276cfc655d39d0b989ca19e95788085d81c776d96388418d3cf65", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is about block decoding behavior, the other is about DeepSeek v3.2 model support. No duplicate/canonical grouping is justified.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and expected fixes: block decoding vs model compatibility support. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "5f6429c9232395138fb5c03d3d5f9f5ae2e8ad5f6772920b068bcb11514b75cb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are about different model components and different requests: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy, the other asks for integrating TiledMLP to reduce memory usage. They do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different features in different code paths: logits-loss flag in `from_pretrained()` vs TiledMLP memory-footprint integration. Shared theme of model efficiency 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": 10, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "8e12d06ffe06ff82863062ec36243c56b17e55d309cd4338ae30814439622ac9", + "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": "Two closed issues are related only loosely through Trainer/custom trainer wording, but they describe different problems: unused-column handling vs FLOPS estimation. They should not be deduplicated.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #43598 is the more concrete, user-facing Trainer behavior change request and is a better representative of the cluster than the FLOPS-estimation question.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the clearest and most actionable issue in the set; it targets a specific Trainer customizability behavior rather than a broader instrumentation concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Not the same underlying bug: #43598 is about `remove_unused_column` behavior in Trainer, while #43600 is about accounting for custom trainers in FLOPS estimation. Shared Trainer/custom-trainer language is too broad to treat as a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "e0c898edc7212dba841657e1e7525f18f4fb309e0fd8b46997aa1e8cb426202b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very high level (both ask for model/class registration support), but they target different Qwen variants and different AutoModel entry points, so they are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43684 is broader and more foundational: it requests Qwen3-Omni registration for AutoModel and AutoModelForConditionalGeneration, which is a core model-registration gap rather than a narrower task-head support request.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the better canonical issue because it captures the larger underlying registration problem and is more likely to subsume related follow-up support requests than the narrower Qwen3.5 sequence-classification issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni base/conditional-generation registration vs Qwen3.5 sequence-classification support. Same ecosystem, but not 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": 12, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "6273b0e7cadbad40bf3f591f2d120fb7d09a07e4f43a076f2390557d9f4d0f54", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "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 the same sparse report based on exact title match and similarly minimal metadata; issue:43835 looks unrelated from the available information. I would use issue:43859 as the representative because it has the only discussion activity among the repeated-title issues.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43859 is the best representative of the repeated \"huggingface \" reports because it matches the same exact sparse title and has the only discussion activity in that subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43859 is the strongest global issue candidate in this cluster because it matches the repeated exact title and is the most active of the similar issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared issue-target or body evidence tying them to the same report." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared issue-target or body evidence tying them to the same report." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no shared issue-target or body evidence tying them to the same report." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Exact same sparse title and similarly minimal issue metadata; no conflicting evidence." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Exact same sparse title and similarly minimal issue metadata; no conflicting evidence." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Exact same sparse title and similarly minimal issue metadata; no conflicting evidence." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The issue-level summary is mostly grounded, but the soft-edge reasoning is not fully conservative. In particular, the accepted pairs involving issue:43859 cite 'very close creation times,' which is false because 43859 was created much later than 43845/43846. Also, all pairwise evidence is only soft_similarity, so the analysis should avoid stronger duplicate language than the packet supports." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "57d543d649064e601073b7aba1d3b663a5e6ee94b7aeb6dd5d66590ab8b644a0", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly spam/placeholder issues with generic titles and no bodies or links; there is no solid evidence that any pair is the same underlying report.", + "confidence": 0.21, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the least spammy and most legible title, but the cluster overall lacks enough substance to justify a true canonical duplicate.", + "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 shared technical symptom or actionable bug to indicate the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same spam-style title is not enough; no body, links, or context show they are the same report." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Spam placeholder versus documentation suggestion; these do not describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Unrelated titles with no technical overlap or explicit linkage." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "No evidence these refer to the same problem; one is spam-like and the other is a named-topic issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement and spam placeholder are not the same bug or change." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement and spam placeholder are not the same bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam titles alone are insufficient; there is no substantive issue content to confirm a shared underlying report." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "No shared technical problem or change target; the titles are unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No shared technical problem or change target; the titles are unrelated." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "No shared technical problem or change target; the titles are unrelated." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No shared technical problem or change target; the titles 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": 14, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "d3f86e52975af99f2652114482c14242ce85c5c176c781b9ac1cd2074bf4c202", + "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 cluster contains two closed issues with the same title and moderate body overlap, but the evidence shown is not enough to conclude they are definite duplicates. No pull requests are present.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #45145 is the earlier report and the safest canonical representative among two highly similar issues, but the available evidence only supports strong similarity, not exact textual identity.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best issue to keep as the representative because it appears first and has the same title as #45151.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Same title and moderate similarity suggest related reports, but the packet does not show identical problem statements or enough evidence to treat them as definite duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairwise duplicate call is too strong for the evidence shown. The packet only supports that the two issues share the same title and have moderate soft-similarity (Jaccard ~0.63); it does not show that the full problem statement is identical or that the issues are definitively duplicates. The canonical-issue rationale also overstates this by claiming textual identity. Please downgrade to a more conservative wording unless the body text is actually compared." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 16, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "6c5bef08058ff8cb73624b8b66d925018af6041bc9db853344f6a2b18fd93f3d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear unrelated: each is just a person\u2019s name plus a birth date, with no shared bug report, code context, or discussion. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue fits; these are distinct, empty-looking personal-name issues with different names/dates and no evidence of the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good representative for a duplicate cluster because there is no duplicate cluster here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Titles reference different individuals and dates, and there is no substantive body or shared issue context indicating the same underlying bug/request." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "986862fcbe094edee751d309fa3b500347fd6ebc35146b02033250f4e53ad7d6", + "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 closed issues have only personal-name/date titles, no descriptions, and no evidence of a shared software bug or actionable change. They do not look like duplicates of the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue looks like a real canonical bug report; if one must be chosen, issue 45764 is only marginally better because it is slightly earlier and otherwise equally sparse.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the titles are unrelated personal-name/date entries, with no body or other evidence of the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "34a64905699e1aa5f53f2d675343dd2ee308e15231ed4d2677a1279be34d95fd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one is a request for a new Qwen3_5 token-classification model class, the other is a feature request for FP8 training support. They target different capabilities and code paths.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #46295 is the broader, more central feature request in the cluster; #45810 is a separate model-class addition request and does not overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "#46295 is the better representative for this cluster because it is a standalone, broader training feature request rather than a narrowly scoped model addition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: adding Qwen3_5ForTokenClassification for value modeling vs FP8 training support. No shared code path or concrete change target." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "7f3ef6c06600059c3fdca7cbca847395b7ce7dc8f82653910f2320ce241c6be3", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5724, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5724, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The set splits into two exact duplicate issue pairs: 45870\u219445871 and 45872\u219445873. Issue 45869 is thematically related but appears to be a different dataset announcement, not a duplicate of the example/service requests. Cross-pair matches are too broad to merge.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifact types/content: a dataset bundle promo vs a DataForge example request; same general finance theme only." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different underlying topic; 45869 advertises a dataset bundle, while 45871 is an example request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and likely same report; clear duplicate pair." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related finance/DataForge theme, but one is an example and the other is a scraping-service request; not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same broad subject area, but not the same concrete request or bug." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Broad thematic overlap only; the requested change/problem differs." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Broad thematic overlap only; the requested change/problem differs." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and likely same report; clear duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative. The only clear duplicates in the packet are 45870\u219445871 and 45872\u219445873, which have identical titles; 45869 is only thematically related and not shown to be the same request. Cross-pair rejects stay appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "ee700fb4de80a631293006bba732ed414916d6658e992e32d92ce2e557a7c1f6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related to static cache and linear-attention handling, but they describe different failure modes: one is shape corruption during `early_initialization`, the other is a `KeyError` for `linear_attention` in Qwen3.5. They are similar enough to cluster loosely, but not the same concrete bug.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader static-cache/linear-attention failure and names the likely problematic phase (`early_initialization`), while 46441 reads as a more specific model-specific crash report.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the most representative of the shared area and frames the problem as a general runtime failure in static-cache initialization affecting linear-attention layers.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both involve static cache plus linear attention, but the concrete symptoms differ: shape corruption/runtime error vs `KeyError: 'linear_attention'`. That is similar subsystem context, not enough evidence of 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": 21, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "6e1e696a1924d1502fec133dac5ebffda4ff0895bd85fd50c2b9bfca23591d60", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1705, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1705, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are duplicates with identical titles and body content describing the same Wav2Vec2CTCTokenizer v5 special-token regression. The open issue is the better canonical thread.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is open, has inbound references, and is identical in content to #46551, making it the best thread to keep active.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the best issue to track because it is still open and already attracting references, while #46551 is a duplicate closed copy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same described tokenizer bug; these are clearly the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the two issues have the same title, identical body length, and a soft-similarity score/Jaccard of 1.0. Choosing the open issue (#46552) as the canonical thread is conservative and supported by its inbound references, while noting #46551 is closed. No overstatement detected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "ff33e4167ddf3efade35ff90ad7478d9284397e2c19aee2d4393b854c645480f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe different training failures: one is a tensor size mismatch during object detection training, while the other is an out-of-memory problem appearing after some epochs with RT-DETR v2. They do not look like the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the more concrete bug report, with a specific runtime error and a clearer failure mode to represent the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different symptoms and likely different root causes: tensor shape mismatch versus gradual OOM during training. They 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": 23, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "b6010b9caaa690fb4eb5a04d1a80f6cd287be2f6c943bed079595dc084e52f89", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues describe different failure modes in different loading paths: ZeRO-3 zero.Init partitioning causes OOM for a composite model submodule, while 4-bit + device_map='auto' + max_memory incorrectly dispatches to CPU and raises ValueError. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 46823 is the more concrete and broadly actionable report, with a specific configuration and explicit failure behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46823 has the clearest symptom/repro framing and appears most suitable as the representative issue for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different subsystems and code paths: ZeRO-3 partitioning during zero.Init vs 4-bit device_map/max_memory dispatch logic. The observed failures are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-9", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:47049", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:46998", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:47037|issue:47049", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:46969|issue:47049", + "issue:46985|issue:47053", + "issue:46969|issue:47053" + ], + "prepared_review_unit_hash": "a705687291990e35a93894b35eb30ea8740491e1f769225e1a613f68758d714a", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 27, + "serialized_chars": 14783, + "estimated_input_tokens": 3696, + "estimated_eval_tokens": 7648 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 27, + "serialized_chars": 14783, + "estimated_input_tokens": 3696, + "estimated_eval_tokens": 7648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are date-stamped integration triage issues with highly similar templates, but they appear to be separate daily reports rather than duplicates of one underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "If a single representative is needed, issue 46906 is the best anchor because it is the earliest in the series and has the strongest engagement/inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46906 is the best global issue choice for the same reasons: earliest, most visible, and most likely to serve as the cluster representative without implying the others are duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template and date series, but the date-stamped titles suggest separate daily issues, not one shared bug." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Looks like another day\u2019s triage report, not the same underlying issue." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Highly similar format, but different report date indicates a distinct triage ticket." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "These are recurring triage issues for different dates, so they should not be merged as duplicates." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Same series pattern, but each issue is date-specific and likely tracks a different set of failures." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Both are daily triage entries, but the date separation means they are not the same artifact." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Similar wording is just the template; this appears to be a different day\u2019s report." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Date-stamped triage issues should stay separate unless they clearly point to the same bug." + }, + { + "left": "issue:46940", + "right": "issue:47049", + "accept": false, + "reason": "No evidence of a single shared underlying defect beyond the recurring title template." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Separate daily triage reports, not a duplicate bug report." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "The similarity is procedural, not evidence of the same underlying issue." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Different date and likely different failure snapshot; do not merge." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Same recurring triage pattern, but not the same concrete issue." + }, + { + "left": "issue:46969", + "right": "issue:46998", + "accept": false, + "reason": "These appear to be daily log/triage tickets rather than duplicates." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Different date-specific triage issue; no shared underlying bug is shown." + }, + { + "left": "issue:46969", + "right": "issue:47049", + "accept": false, + "reason": "The titles match a series, not a duplicate report." + }, + { + "left": "issue:46969", + "right": "issue:47053", + "accept": false, + "reason": "Recurring integration-failure triage entries should not be collapsed without concrete same-bug evidence." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Separate daily triage reports with the same template." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "No evidence they describe one identical failure instance." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Same subsystem and template, but likely different day-specific failures." + }, + { + "left": "issue:46985", + "right": "issue:47053", + "accept": false, + "reason": "These are not clearly the same underlying bug; the date series suggests distinct reports." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Different triage day, different issue artifact." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "The match is only template-level similarity, not duplicate-bug evidence." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "No concrete same-code-path indication; reject duplicate merge." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Same recurring title pattern, but these are separate daily triage issues." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Date-separated triage reports should remain distinct." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Likely adjacent daily triage tickets, not one duplicate issue." + }, + { + "left": "issue:46969", + "right": "issue:47049", + "accept": false, + "reason": "Different date-specific report; no basis to treat as the same underlying defect." + }, + { + "left": "issue:46985", + "right": "issue:47053", + "accept": false, + "reason": "They look like consecutive triage logs rather than duplicate bug reports." + }, + { + "left": "issue:46969", + "right": "issue:47053", + "accept": false, + "reason": "Similarity is from the repeated triage template, 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": 25, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "45b2b66fda3441d2a4adef2e24f67fe1a8d6d7d01e2c9e30bc3b0d49a897719a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1489, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1489, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two issue reports with the same title and very similar bodies; they are the same feature request for RWKV7 support.", + "confidence": 0.99, + "canonical_issue_reason": "Prefer issue:46984 as the canonical issue because it is open and has the only recorded discussion activity, making it the better live tracker for the same request.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46984 is the best issue for the cluster: it is active/open and appears to be the current tracking issue for RWKV7 support.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and highly similar request text indicate the same underlying feature request; the open issue is likely the live duplicate/tracker." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both issues share the same title, have high textual similarity, and 46984 is the open issue with discussion activity while 46983 is closed. The soft-edge acceptance is conservative enough given the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "a0e838dac41470648a4111510cffd4db52634a0d210dde16522bc5db35bdd8dd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are superficially similar research/article-style topics about AI-driven vulnerability discovery, but they do not describe the same underlying bug, feature, or concrete change. I would not treat them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No true canonical duplicate here: both are standalone topic/article issues, and their titles point to different framing and scope (LLMs/lessons learned vs transformers/cybersecurity system).", + "canonical_pr_reason": null, + "best_issue_reason": "If one must be chosen as the cluster representative, 47015 is slightly more specific and self-contained, but the pair is still not a real duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "Similar wording, but they read as different standalone topics rather than the same underlying issue; no shared target, filename, or explicit linkage to justify duplication." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-53", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:46196", + "pull_request:46266", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46903", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46941", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46961", + "pull_request:46965", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46974", + "pull_request:46986", + "pull_request:46995", + "pull_request:47006", + "pull_request:47019", + "pull_request:47025", + "pull_request:47034", + "pull_request:47035", + "pull_request:47054", + "pull_request:47055", + "pull_request:47056", + "pull_request:47057", + "pull_request:47058", + "pull_request:47062", + "pull_request:47069", + "pull_request:47072", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47083", + "pull_request:47088", + "pull_request:47089" + ], + "soft_pairs": [ + "pull_request:47083|pull_request:47088", + "pull_request:46903|pull_request:46958", + "pull_request:46950|pull_request:46951", + "pull_request:46950|pull_request:47057", + "pull_request:46927|pull_request:47054", + "pull_request:46927|pull_request:46951", + "pull_request:46951|pull_request:46971", + "pull_request:46949|pull_request:46971", + "pull_request:46951|pull_request:47057", + "pull_request:46941|pull_request:46970", + "pull_request:47056|pull_request:47058", + "pull_request:47006|pull_request:47058", + "pull_request:46908|pull_request:47006", + "pull_request:46927|pull_request:47055", + "pull_request:46908|pull_request:46928", + "pull_request:46907|pull_request:46926", + "pull_request:46927|pull_request:46986", + "pull_request:46926|pull_request:46928", + "pull_request:46928|pull_request:47057", + "pull_request:46986|pull_request:47058", + "pull_request:46926|pull_request:46941", + "pull_request:46908|pull_request:47058", + "pull_request:46928|pull_request:47058", + "pull_request:46928|pull_request:47054", + "pull_request:46941|pull_request:46986", + "pull_request:46941|pull_request:47006", + "pull_request:46928|pull_request:46941", + "pull_request:46954|pull_request:46961", + "pull_request:46958|pull_request:46961", + "pull_request:46954|pull_request:46968", + "pull_request:46954|pull_request:46958", + "pull_request:46961|pull_request:46974", + "pull_request:46958|pull_request:46974", + "pull_request:46954|pull_request:46971", + "pull_request:46971|pull_request:46974", + "pull_request:46958|pull_request:46968", + "pull_request:46968|pull_request:46974", + "pull_request:46961|pull_request:46968", + "pull_request:46961|pull_request:46971", + "pull_request:46949|pull_request:46968", + "pull_request:47072|pull_request:47089", + "pull_request:47077|pull_request:47078", + "pull_request:46266|pull_request:46957", + "pull_request:44517|pull_request:47082", + "pull_request:47019|pull_request:47025", + "pull_request:47034|pull_request:47035", + "pull_request:47062|pull_request:47077", + "pull_request:47019|pull_request:47069", + "pull_request:46196|pull_request:46995", + "pull_request:47069|pull_request:47089", + "pull_request:47019|pull_request:47088", + "pull_request:46957|pull_request:46965", + "pull_request:46266|pull_request:46707", + "pull_request:46707|pull_request:46961", + "pull_request:46968|pull_request:47019", + "pull_request:47019|pull_request:47082", + "pull_request:46707|pull_request:46968", + "pull_request:46912|pull_request:47025", + "pull_request:46707|pull_request:46957", + "pull_request:46707|pull_request:47082", + "pull_request:46961|pull_request:47082", + "pull_request:46707|pull_request:47019", + "pull_request:46968|pull_request:47062", + "pull_request:46912|pull_request:47082", + "pull_request:46196|pull_request:46965", + "pull_request:46658|pull_request:47062", + "pull_request:46912|pull_request:47078", + "pull_request:46965|pull_request:47062", + "pull_request:47035|pull_request:47089", + "pull_request:43451|pull_request:46995", + "pull_request:46836|pull_request:46995", + "pull_request:46196|pull_request:47025" + ], + "prepared_review_unit_hash": "b26fb324649ee41bcef51eb241085b97901fb9616d3f8e01dffa6027591a3d7f", + "component_budget": { + "node_count": 53, + "item_count": 53, + "soft_pair_count": 170, + "serialized_chars": 191265, + "estimated_input_tokens": 47817, + "estimated_eval_tokens": 95890 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 72, + "serialized_chars": 132702, + "estimated_input_tokens": 33176, + "estimated_eval_tokens": 66608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with a few clear duplicate/near-duplicate PR pairs around the same concrete code path, but most other pairs are unrelated cross-model or docs/test changes and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single duplicate family dominates the set, but PR 46957 is the most central/broad representative here: it has the widest code impact and multiple soft similarities to nearby optimization/fix PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 46957 is the strongest global representative for this cluster because it is the broadest technical change, touches core generation/integration code, and sits near several of the softer similarity links.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47083", + "right": "pull_request:47088", + "accept": true, + "reason": "Same Canine attention-mask fp16 dtype bug in the same file; one PR is just a slightly broader variant of the other." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Both fix the same CohereASR training-loss double-shift in the same code path; 46903 just bundles an additional model fix." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46951", + "accept": false, + "reason": "Different bugs in different subsystems: Mamba2 OOM/runtime behavior vs PEFT loading mismatch handling." + }, + { + "left": "pull_request:46950", + "right": "pull_request:47057", + "accept": false, + "reason": "Different models and failure modes; Mamba2 kernel behavior is unrelated to DeepSeekV3.2 load/offload test fixes." + }, + { + "left": "pull_request:46927", + "right": "pull_request:47054", + "accept": false, + "reason": "Unrelated model fixes: GLM46V input handling vs MiniMax-M3-VL load/offload test adjustment." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46951", + "accept": false, + "reason": "No shared underlying bug; GLM46V input dtype handling is unrelated to PEFT checkpoint loading." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46971", + "accept": false, + "reason": "PEFT loading mismatch and Mamba2 test dtype/OOM fixes are unrelated." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46971", + "accept": false, + "reason": "Whisper/audioflamingo3 cache handling is unrelated to Mamba2 test changes." + }, + { + "left": "pull_request:46951", + "right": "pull_request:47057", + "accept": false, + "reason": "Different code paths and symptoms; PEFT loading changes do not overlap with DeepSeekV3.2 integration-test load fixes." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46970", + "accept": false, + "reason": "Both are test-failure cleanup PRs, but they address different models and distinct root causes." + }, + { + "left": "pull_request:47056", + "right": "pull_request:47058", + "accept": false, + "reason": "Whisper cache-state initialization is unrelated to Mamba2 OOM/load behavior." + }, + { + "left": "pull_request:47006", + "right": "pull_request:47058", + "accept": false, + "reason": "Gemma3 generation behavior and Mamba2 test/OOM fixes are different bugs." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47006", + "accept": false, + "reason": "DeepSeekV3.2 load_error and Gemma3 output_mismatch are unrelated." + }, + { + "left": "pull_request:46927", + "right": "pull_request:47055", + "accept": false, + "reason": "GLM46V input handling and EdgeTam processor-kwarg cleanup are unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "DeepSeekV3.2 load_error test fixes and BLIP-2 tokenizer registry changes are 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false, + "reason": "MiniMax-M3-VL load_error and DAC output-mismatch fixes are unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47058", + "accept": false, + "reason": "DeepSeekV3.2 load_error and Mamba2 OOM fixes are unrelated." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47054", + "accept": false, + "reason": "BLIP-2 tokenizer changes do not match MiniMax-M3-VL loading fixes." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46986", + "accept": false, + "reason": "DAC output-mismatch and GLM-OCR output-mismatch are different model bugs." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46961", + "accept": false, + "reason": "Pytest compatibility changes for GlmASR are unrelated to the Serge normalization workflow PR." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46961", + "accept": false, + "reason": "CohereASR loss fix and Serge branch-normalization workflow are unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46968", + "accept": false, + "reason": "GlmASR pytest fix and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46974", + "accept": false, + "reason": "Normalization workflow and Musicgen generate typo fix are unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "CohereASR loss logic and Musicgen cache-length typo are unrelated." + }, + { + "left": "pull_request:46968", + "right": "pull_request:46974", + "accept": false, + "reason": "Docs autolink cleanup and Musicgen generation fix are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46968", + "accept": false, + "reason": "Different areas entirely: workflow automation vs documentation link cleanup." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46971", + "accept": false, + "reason": "Workflow automation and Mamba2 test adjustments are unrelated." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46968", + "accept": false, + "reason": "Whisper/audioflamingo3 cache handling and docs autolink cleanup are unrelated." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47089", + "accept": false, + "reason": "Chat-schema extraction and AqlmConfig validation-message fixes are unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both touch Japanese docs, but they address different content changes and are not the same underlying change." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Modernizing DINO backbones and fine-grained FP8 generation optimizations are unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47082", + "accept": false, + "reason": "Qwen3 TTS addition and RoMa keypoint matcher addition are distinct features." + }, + { + "left": "pull_request:47019", + "right": "pull_request:47025", + "accept": false, + "reason": "Masking-utils contract fix and DiffusionGemma test cleanup are unrelated." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47035", + "accept": false, + "reason": "Related to Neuron training, but one is an experimental script bundle while the other only changes compile-backend defaults; not the same concrete change." + }, + { + "left": "pull_request:47062", + "right": "pull_request:47077", + "accept": false, + "reason": "IMDb link correction and Japanese DistilBERT doc translation are unrelated docs changes." + }, + { + "left": "pull_request:47019", + "right": "pull_request:47069", + "accept": false, + "reason": "Masking-utils correctness guard and num_labels typing/None behavior are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Wav2Vec2 SDPA dispatch support and flash-linear-attention MLU availability are different feature gates." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47089", + "accept": false, + "reason": "num_labels None typing and AqlmConfig error text fixes are unrelated." + }, + { + "left": "pull_request:47019", + "right": "pull_request:47088", + "accept": false, + "reason": "Masking-utils XPU guard and Canine attention-mask dtype fix are unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46965", + "accept": false, + "reason": "Finegrained FP8 generation changes and DeepSeek V4 use_cache=False support are unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46707", + "accept": false, + "reason": "DINO modernization and native FSDP2 module/migration are unrelated infrastructure/model changes." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46961", + "accept": false, + "reason": "FSDP2 migration work and Serge normalization workflow are unrelated." + }, + { + "left": "pull_request:46968", + "right": "pull_request:47019", + "accept": false, + "reason": "Docs autolinks cleanup and masking-utils correctness fixes are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47082", + "accept": false, + "reason": "RoPE test coverage and RoMa model addition are unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47019", + "accept": false, + "reason": "Native FSDP2 migration and masking-utils correctness guard are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47025", + "accept": false, + "reason": "Wav2Vec2 SDPA dispatch and DiffusionGemma test cleanup are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 2, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-53", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:45694", + "pull_request:46196", + "pull_request:46266", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46895", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46926", + "pull_request:46927", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46957", + "pull_request:46958", + "pull_request:46961", + "pull_request:46965", + "pull_request:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46986", + "pull_request:46995", + "pull_request:47003", + "pull_request:47006", + "pull_request:47025", + "pull_request:47034", + "pull_request:47035", + "pull_request:47054", + "pull_request:47055", + "pull_request:47056", + "pull_request:47057", + "pull_request:47058", + "pull_request:47069", + "pull_request:47077", + "pull_request:47078", + "pull_request:47079", + "pull_request:47082", + "pull_request:47088", + "pull_request:47089" + ], + "soft_pairs": [ + "pull_request:46707|pull_request:47025", + "pull_request:46266|pull_request:47034", + "pull_request:45694|pull_request:47069", + "pull_request:43451|pull_request:47079", + "pull_request:46836|pull_request:46965", + "pull_request:47035|pull_request:47069", + "pull_request:46836|pull_request:46961", + "pull_request:46995|pull_request:47003", + "pull_request:46957|pull_request:46961", + "pull_request:46961|pull_request:47035", + "pull_request:43451|pull_request:47025", + "pull_request:46912|pull_request:47077", + "pull_request:46707|pull_request:47077", + "pull_request:43451|pull_request:46266", + "pull_request:46196|pull_request:46961", + "pull_request:46266|pull_request:47003", + "pull_request:47069|pull_request:47082", + "pull_request:46658|pull_request:46965", + "pull_request:45694|pull_request:47035", + "pull_request:43451|pull_request:47078", + "pull_request:47003|pull_request:47078", + "pull_request:46658|pull_request:46961", + "pull_request:46961|pull_request:46965", + "pull_request:43451|pull_request:44517", + "pull_request:45694|pull_request:46707", + "pull_request:46961|pull_request:47088", + "pull_request:46836|pull_request:47078", + "pull_request:44517|pull_request:46836", + "pull_request:46658|pull_request:47088", + "pull_request:43451|pull_request:47088", + "pull_request:44517|pull_request:47003", + "pull_request:43451|pull_request:46957", + "pull_request:43451|pull_request:46961", + "pull_request:46961|pull_request:47003", + "pull_request:46961|pull_request:47034", + "pull_request:46912|pull_request:46961", + "pull_request:46836|pull_request:47088", + "pull_request:46658|pull_request:46895", + "pull_request:43451|pull_request:47089", + "pull_request:47003|pull_request:47089", + "pull_request:44517|pull_request:47077", + "pull_request:43451|pull_request:45694", + "pull_request:43451|pull_request:46895", + "pull_request:45694|pull_request:47003", + "pull_request:46895|pull_request:47003", + "pull_request:46836|pull_request:46895", + "pull_request:46968|pull_request:47003", + "pull_request:46895|pull_request:46958", + "pull_request:46907|pull_request:47055", + "pull_request:46950|pull_request:46971", + "pull_request:46949|pull_request:47056", + "pull_request:46950|pull_request:47058", + "pull_request:46971|pull_request:47058", + "pull_request:46926|pull_request:47054", + "pull_request:46908|pull_request:47057", + "pull_request:46949|pull_request:46950", + "pull_request:47054|pull_request:47057", + "pull_request:46949|pull_request:46951", + "pull_request:46927|pull_request:46949", + "pull_request:46907|pull_request:46927", + "pull_request:46908|pull_request:47054", + "pull_request:46926|pull_request:47057", + "pull_request:46927|pull_request:46971", + "pull_request:46908|pull_request:46926", + "pull_request:46986|pull_request:47006", + "pull_request:47054|pull_request:47055", + "pull_request:46970|pull_request:47006", + "pull_request:46970|pull_request:46986", + "pull_request:47057|pull_request:47058", + "pull_request:46907|pull_request:47054", + "pull_request:47055|pull_request:47056", + "pull_request:46907|pull_request:47056" + ], + "prepared_review_unit_hash": "2e5560061e33c1cca91e7af0683e8f826171985b8baf6805de7418b25ab462f4", + "component_budget": { + "node_count": 53, + "item_count": 53, + "soft_pair_count": 170, + "serialized_chars": 191265, + "estimated_input_tokens": 47817, + "estimated_eval_tokens": 95890 + }, + "budget": { + "node_count": 43, + "item_count": 43, + "soft_pair_count": 72, + "serialized_chars": 121164, + "estimated_input_tokens": 30291, + "estimated_eval_tokens": 60838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many PRs are unrelated docs, model-addition, or infra changes that only look similar at the surface. 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}, + { + "left": "pull_request:44517", + "right": "pull_request:47077", + "accept": false, + "reason": "Qwen3-TTS model/docs work is unrelated to Japanese DistilBERT docs translation." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45694", + "accept": false, + "reason": "Molmo2 model addition is unrelated to TrainingArguments split-batch behavior." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46895", + "accept": false, + "reason": "Molmo2 model addition is unrelated to CohereASR loss-shift behavior." + }, + { + "left": "pull_request:45694", + "right": "pull_request:47003", + "accept": false, + "reason": "TrainingArguments split-batch fix and OpenVINO exporter support are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47003", + "accept": false, + "reason": "CohereASR loss fix and OpenVINO exporter support are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46895", + "accept": false, + 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"soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated feature additions in different subsystems, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for the cluster: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support.", + "best_issue_reason": null, + "best_pr_reason": "#41224 is the more self-contained PR, with a narrowly scoped model capability addition and focused file changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and code paths: TimesFM covariate regression versus DINOv3 image classification. They are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 33, + "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": 4, + "component_count": 33, + "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-41855-13", + "nodes": [ + "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:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "3aea998798abf6206fbe55d75be9b589db6fdf3ab6c36578764a4ae70ef4e96d", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34784, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34784, + "estimated_input_tokens": 8696, + "estimated_eval_tokens": 17648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated PRs grouped by soft similarity only; the only true duplicate-like pair is the fixed_cross_entropy kwargs change (43251/43254).", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a representative is needed, 43254 is the cleanest exemplar of the only real duplicate pair; otherwise the cluster is too heterogeneous to have a single canonical PR.", + "best_issue_reason": null, + "best_pr_reason": "43254 is the best overall representative because it cleanly captures the concrete fixed_cross_entropy kwargs fix, while the other PRs are about unrelated subsystems.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method additions vs Executorch dynamic-shape export tests; unrelated changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer API additions vs adding MobileLLM; different models and code paths." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs new MobileLLM model support; not the same bug or change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss utility kwargs forwarding vs adding MobileLLM; unrelated functionality." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs handling vs Mistral4 test fixes; different concrete problems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test coverage vs Mistral4 test fixes; not duplicate work." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch dynamic-shape test vs MobileLLM model addition; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model support vs config resolution order fix; different code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Adding MobileLLM vs Falcon output-interface refactor; not the same change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor vs model-creation skill/doc tooling; unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output collection refactor vs Mistral4 test fixes; different model code." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model wiring vs layrnorm->layernorm rename across CLIP-like models; separate issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes vs chat parsing/serve updates; unrelated subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes vs TDT loss kernel integration; different concrete code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes vs config resolution order fix; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes vs new-model skill scaffolding; not a duplicate." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition vs model-creation skill/docs; the latter is tooling, not the same feature." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both patch the same fixed_cross_entropy path to support kwargs (weight/label_smoothing) and target the same underlying issue 43240; they are plausibly mergeable into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only mergeable duplicate-like pair is indeed 43251/43254: both touch src/transformers/loss/loss_utils.py, share issue target 43240, and make the same fixed_cross_entropy kwargs change. The remaining pairwise rejections are supported by the differing files/titles and do not overclaim duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 33, + "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": "60601cb7e7101e7c657ff26ff580304d64077359925772feac58e667dcfa780e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two workflow-dependency upgrade PRs overlap in files but address different action families and different upgrade goals; they should not be treated as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:42975 is the better canonical representative because it is the broader workflow-actions compatibility upgrade focused on Node 24, while pull_request:42976 is a narrower Docker action version bump.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:42975 is the strongest overall representative of the cluster\u2019s theme due to its wider scope across many workflow files and clearer compatibility-driven intent.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are CI/workflow dependency bumps, but they touch different actions and different problems: Node 24 compatibility for GitHub actions versus upgrading docker/build-push-action and related workflow versions. Shared workflow files alone is not enough to treat them as the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "3a2a222d1004a1143572b48b5c7db28cc76ff12522a70d934cba75114ad239ca", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four artifacts are separate model-addition PRs for different architectures, not duplicates. The similarity is mostly from shared framework files like auto-mappings, docs TOC, and repo checks, which is expected for new model integrations.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for deduplication: each PR introduces a different model family and fixes/implements different code paths, so they should not be merged as one change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45490 is the closest representative only in the sense that it is a substantial standalone model addition with broad integration work, but it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA and Molmo are unrelated model implementations; overlap is limited to shared scaffolding in auto/docs files, not the same code-path change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM add different models for different tasks; shared auto-registration files are expected and do not indicate the same bug or fix." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are distinct model additions with different filenames, configs, and tests; they are not plausibly a single merged PR." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 touch some of the same auto/docs infrastructure, but they implement different models and do not share a concrete 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": 7, + "component_count": 33, + "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-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "2bbb71e87183a5d0301c9e48631e127e0243db7ab98278018c58fad5d16ddcbe", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19594, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19594, + "estimated_input_tokens": 4899, + "estimated_eval_tokens": 10054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and not duplicate-heavy: most PRs are unrelated test, infra, or subsystem fixes. The only clear overlap is the YOLOS device-mismatch pair (#46886/#46922).", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46922 is the best representative of the only true duplicate pair: it directly fixes the YOLOS device-mismatch path and includes the supporting model-splitting change, whereas the rest of the cluster is unrelated.", + "best_issue_reason": null, + "best_pr_reason": "PR #46922 is the strongest standalone PR here: it is focused, has an explicit issue target, and fixes a concrete runtime bug in YOLOS rather than test or infrastructure noise.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-only PRs, but they target different models and different test failures; no shared underlying bug or code path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test cleanup and FP8 dequant loading changes are unrelated changes to different subsystems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper decode/test work does not match generation-config watermark validation; different bug classes and code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenization/tests and YOLOS device-mismatch fixes are unrelated model-specific changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Dummy model test edits are not the same as the Phimoe CI memory/device-map integration fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "These touch unrelated areas: model test scaffolding versus FP8 quantization/dequantization internals." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "CLIP/ViT test edits are not the same underlying issue as generation config watermark conversion." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Test-only changes for CLIP/ViT are unrelated to YOLOS runtime device placement." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization fixes and Phimoe CI runner-memory setup address different failure modes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "One is FP8 kernel/loading logic, the other is generation-config validation; no same concrete bug." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8 dequantization and YOLOS device mismatch are separate model/runtime issues." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermark-config validation and Phimoe CI environment fixes are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Generation config dict conversion is not the same underlying problem as YOLOS tensor device placement." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI memory-limit adjustments for Phimoe do not fix the YOLOS model device mismatch." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs fix the same YOLOS device-mismatch issue in the same file and can plausibly be merged into one change; #46922 subsumes the more minimal #46886." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most PRs are indeed heterogeneous test/infra/subsystem changes, and the only clearly mergeable duplicate-looking pair is 46886/46922 on the same YOLOS device-mismatch fix. The soft-edge verdicts are conservative rather than overstated, and the accepted YOLOS pair looks mergeable into a single bugfix PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "914a2f9153dfeb38026ca290d53aa804ccaef7dd28dd0945ddef989f3e45f865", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6350, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three are similarly titled test/placeholder PRs, but the actual changes are different: repo-bot/version/dependency tweaks, workflow/test harness edits, and a security-gate workflow trigger change. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "Pull request 46747 is the most self-contained and concrete change in the set: a single workflow file switching the security gate from pull_request_target to pull_request.", + "best_issue_reason": null, + "best_pr_reason": "PR 46747 is the best representative because it has the narrowest, clearest code change and the least noisy test/dummy scaffolding compared with the other two.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different underlying changes: 43488 edits setup/versioning and test dependencies, while 46747 only changes the PR security-gate workflow trigger." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Not the same fix or code path: 43488 is about setup.py/dependency/version changes, whereas 43532 rewrites several CI/workflow and testing files." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "These touch different workflow logic and goals; 43532 is a broad CI/test harness change, while 46747 is a focused security-gate trigger adjustment." + } + ] + }, + "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": 33, + "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": "abfc2e391d3aa89915fc6aeeccf43da6e763ef72c632c33d3a38a46670301e78", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate pipeline-addition PRs for different segmentation tasks: promptable concept segmentation vs promptable visual segmentation. They share scaffolding files and docs patterns, but they target different underlying model/code paths and should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43613 is the broader representative in this cluster: it adds the promptable visual segmentation pipeline with more model/test coverage and a larger implementation surface.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the best representative because it is the more substantial and fully fleshed-out pipeline addition, with wider model support and more associated tests/docs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation. The shared docs/registry plumbing is generic, but the pipeline implementations and supported model families differ, so they are 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": 10, + "component_count": 33, + "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": "91d5caab0b9c2a5173f4fd07229d0d92320b712ab874368adb73e2d899d756ae", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `trainer.py`, but they address different trainer extension points: `43651` changes gradient-accumulation loss scaling, while `43663` refactors signature-column filtering for custom trainers. Same subsystem, different underlying changes.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for a duplicate cluster here: the two PRs are unrelated changes. If forced to pick a representative, `43651` is the more concrete bug fix, but it should not be merged with `43663` as a duplicate.", + "best_issue_reason": null, + "best_pr_reason": "`43651` is the stronger standalone representative because it fixes a specific training-step loss-scaling behavior, whereas `43663` is a separate refactor for column filtering extensibility.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and goals: GA loss scaling vs. signature column filtering. Shared file/subsystem alone is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 33, + "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-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "1ac980e3e540a216ad373060508138caf036fc318be9f0f8b9f53918c8a372f0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related because they touch the same module and both involve TypeAdapter/annotation handling, but they are not clearly the same single fix. PR 43656 also introduces `from __future__ import annotations` and broader annotation cleanup, while PR 43842 is a narrower `TYPE_CHECKING`/quoted-annotation fix for a different runtime-import edge case.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the most focused representative: it directly fixes the TypeAdapter NameError path with a minimal `TYPE_CHECKING` import/quoted annotation change, without broader annotation refactoring.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative because it targets the concrete runtime failure more narrowly than 43656, making it the clearest standalone bugfix in the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Related but not clearly the same mergeable change set: 43656 adds future-annotations and wider cleanup, while 43842 is a narrower TypeAdapter import/annotation fix. The evidence does not show one underlying bugfix that would safely collapse into a single PR." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the relationship between the PRs. The packet only shows both touch `src/transformers/cli/serve.py` and both mention `TypeAdapter`, but PR 43656 also adds `from __future__ import annotations` and broad annotation cleanup, while PR 43842 is a narrower `TYPE_CHECKING`/quoted-annotation fix. That makes them related, but not clearly the same single bugfix or safely mergeable as one change set on the evidence shown. The soft-pair verdict should be more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 33, + "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": 13, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|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:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44066", + "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:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074" + ], + "prepared_review_unit_hash": "993e3b3852e5b3a67b4481d25d8395e90d63061947bac99e4f8a96ab7f92ed29", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84111, + "estimated_input_tokens": 21028, + "estimated_eval_tokens": 42312 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76932, + "estimated_input_tokens": 19233, + "estimated_eval_tokens": 38722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of model-specific PRs for a standardized output-tracing migration. The only clear duplicate families are the GPT-J/CodeGen refactors and the GPT-Neo refactors; the rest share the same theme but touch different models and should not be merged.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the clearest representative of the main duplicate family: it targets the same GPT-J/CodeGen output-tracing refactor with explicit issue linkage and overlapping files.", + "best_issue_reason": null, + "best_pr_reason": "Best global PR representative for triage; it cleanly captures the shared GPT-J refactor while remaining specific enough to stand in for the near-duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (FNet/CVT vs GPT-J); same migration theme only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families; both are output-tracing refactors, but not the same code change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor; 44066 just adds CodeGen, so the overlapping GPT-J change is the same underlying fix." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model families (ResNet/RegNet/RT-DETR vs EfficientNet); same pattern, not the same change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families; both standardize outputs, but they are separate refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; no shared concrete code-path change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTaV2; only the refactor pattern is shared." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; different model implementations and code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; same migration style, different model code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor in the same model/file family, with overlapping tests and code changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; separate model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different models (GPT-Neo vs GPT-J/CodeGen); same broad initiative only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet vs GPT-J/CodeGen; unrelated model-specific changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen; same output-tracing theme but different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; not the same underlying bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; different model refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; only the migration pattern matches." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; separate refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM; different model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; same theme, different implementation." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen; not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; no shared concrete code-path problem." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT vs GPT-J; same refactor style only." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; unrelated implementations." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; only the output-tracing pattern is shared." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 vs MGP-STR; different model code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM; separate model refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 vs GPT-J/CodeGen; both are output-tracing changes, but not the same model change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "SegFormer vs GPT-Neo; different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer vs MPT; same refactor theme, different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; unrelated model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; same initiative, different model code." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo; separate refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; no shared concrete bug/change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT; different model-specific changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5; only a shared modernization pattern." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44017", + "accept": false, + "reason": "MPNet vs SegFormer; different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT vs LongT5; same migration style only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT vs SegFormer; unrelated model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT vs MPT; not the same underlying change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT vs VisualBert; separate model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer vs GPT-J/CodeGen; only the refactor pattern matches." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT vs GPT-Neo; different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT vs DeBERTaV2; same kind of refactor, not the same fix." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTaV2 vs TextNet; unrelated model implementations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT; both standardize output handling, but they are distinct model refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert vs TextNet; different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J/CodeGen vs SpeechT5; no shared concrete bug/change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo vs SpeechT5; different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo vs GPT2; similar modernization, but separate model changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT2 vs GPT-J/CodeGen; not the same underlying code-path problem." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM vs LongT5; separate model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet vs TextNet; different model code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor; the title mismatch does not change the file-level overlap and code change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 vs SpeechT5; same migration theme only." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 vs Vits; different model implementations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT; same standardized-output theme, but not the same change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: it correctly separates the GPT-J/CodeGen and GPT-Neo duplicate families from the many model-specific output-tracing refactors. The accepted soft-edge pairs are conservative enough and look mergeable as single bugfix PRs based on overlapping files and shared issue/theme evidence. No obvious overstatement found." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request: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": "34157acf7062f1f28ac148e04297713fdee59b8ce4ba3d6be14cf105623ce337", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84111, + "estimated_input_tokens": 21028, + "estimated_eval_tokens": 42312 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 12757, + "estimated_input_tokens": 3190, + "estimated_eval_tokens": 6636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs all apply the same broad output-tracing refactor pattern, but they target different model implementations and code paths, so they are not duplicates of one another.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the cleanest representative of the cluster: it explicitly introduces `capture_outputs` and `_can_record_outputs` for a model-specific standardized output tracing refactor, matching the shared theme most directly.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best thematic representative, but only as a cluster exemplar; the other PRs are related refactors, not duplicate fixes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Same refactor pattern, but different models and code paths (MPNet vs VisualBert). This is not the same underlying change and would not be one plausible merged PR without broadening scope too far." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Both migrate output tracing, but they touch different model implementations (MPNet vs TextNet) with distinct forward paths and tests. Related, not duplicate." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "Both are standardized output-tracing updates, but RegNet and SqueezeBert are separate model code paths. Same theme is not enough for duplicate triage." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 have different model internals and different refactor shapes. They share a pattern, not the same concrete bug or 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": 14, + "component_count": 33, + "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": "f0c307b40ff6f60d5ed4b199f18150bf083103075e15adcec84aa8b509cd1f3a", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40181, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40181, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are model-specific PRs that all apply the same broad output-tracing/refactor pattern, but they do not fix the same concrete code-path problem. None of the soft pairs should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is the clearest representative of the cluster: it applies the refactor across a closely related model pair (`depth_anything` and `prompt_depth_anything`) with a concrete, self-contained change.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the best standalone representative because it shows the output-tracing refactor in a clean, well-scoped model family change rather than a broader or more incidental update.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and files; same refactor theme, not the same concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models/subsystems; only share the general output-tracing refactor pattern." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model implementations; no shared bug or code path to merge." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Related theme, but `timm_backbone` and `falcon_mamba/mamba` are separate code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and files; not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families; similar refactor style is not enough for duplication." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate models and behaviors; no shared concrete fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; both touch output tracing, but not the same code path." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Separate encoder-decoder and image model implementations; not duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model stacks and files; same broad refactor only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated model families; only the refactor motif matches." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different concrete implementations; no evidence of one shared bug/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model code paths; too broad to treat as duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and responsibilities; not mergeable as one fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate audio/image-segmentation style models; same refactor language only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model architectures; no single concrete bug/change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; similar API cleanup, not the same fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model code paths; output-tracing refactor is the only commonality." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model implementations; not the same underlying problem." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different families (`mamba`/`falcon_mamba` vs `superpoint`); only theme overlaps." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths and outputs; not a duplicate fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and files; no shared concrete issue." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Separate model families; same refactor style but not same bug/change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths; not plausibly one merged PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Both are output-tracing refactors, but for different model families and code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder/decoder stacks; no shared concrete fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and outputs; same theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures; not the same underlying code-path problem." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and behaviors; not duplicate PRs." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate encoder-decoder model families; same refactor pattern is insufficient." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model code paths; no common concrete bug/change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations; not a single fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different families and functionality; only broad similarity." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and code paths; not duplicates." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate models and outputs; same refactor motif only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different concrete implementations; no shared bug." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; not the same fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and output contracts; not mergeable as one PR." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different architectures and code paths; only the refactor theme matches." + } + ] + }, + "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": 33, + "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-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "44ad7ce46d327c636451c3af500c7b51beeb44c7bc7a38f4a2f6e6ea4433f386", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated model-addition PRs for different architectures (PenguinVL vs Voxtral TTS). Their overlap is just generic Transformers scaffolding and docs/auto-registration, not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations and codepaths; shared files are broad registry/docs plumbing, not evidence of one mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 33, + "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": "f1de837302d662b161d3b2bab3f202eab74b97211b9a155b6c29d5f4da9fd47c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related around fusion infrastructure, but they are not the same change: PR 44979 adds a general module-fusion API, while PR 45363 wires n-to-1 kernel fusion through KernelConfig and integration points. They could land independently and are not close duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the more user-facing and broader feature PR, adding the KernelConfig-based n-to-1 fusion path across core integration code.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the stronger representative of the cluster because it captures the concrete kernel-fusion use case and spans the main integration changes, whereas PR 44979 is just the lower-level API foundation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Not the same underlying change: 44979 introduces a generic module-fusion API, while 45363 implements KernelConfig-driven n-to-1 kernel fusion and integration plumbing. The latter depends on/uses the former but they are distinct features, not one mergeable 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": 17, + "component_count": 33, + "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": "e7d4efa364a24afecb9197a1a1c81b317b3421cb3ba8ab1658029be7c5e9e902", + "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 implement the same Mistral regex patch for the same AttributeError in `_patch_mistral_regex`, with nearly identical code changes; one adds tests, the other appears to be a narrower earlier version of the same fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same fix plus test coverage and appears to be the more complete/iterated version of the patch.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the strongest representative of the cluster since it targets the same concrete bug and includes validation in tests, making it the most merge-ready version of the fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same function and same file; the diffs are essentially the same change, with #45317 adding tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 33, + "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": "184c9aae5fc238e224da90f2c80e9960e0e125f946fa8ae7523a1f72032201cd", + "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": "Both PRs touch NemotronH, but they target different changes: #45115 is a smaller refactor around inheritance/conversion mapping, while #45569 is a broader split into NemotronH Dense/Sparse models with docs and tests. They are related, not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the stronger representative: it makes the substantive model packaging change, adds the new Dense/Sparse docs and code paths, and includes test coverage. #45115 looks like a narrower supporting refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best overall artifact because it is the more complete, user-visible implementation and likely subsumes the smaller NemotronH refactor work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They are not the same concrete fix: #45115 refactors NemotronH into GraniteMoeHybrid-compatible conversion/model plumbing, while #45569 introduces separate NemotronH Dense/Sparse variants plus docs/tests. Shared files alone are insufficient for a duplicate merge." + } + ] + }, + "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": 33, + "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": "ad9a0ccb48effc8f323c4eac0b7e96f9b5de4cd0180c6099fd0cf2fa6d79b218", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6091, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6091, + "estimated_input_tokens": 1523, + "estimated_eval_tokens": 3302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are closely related and share the heterogeneous configuration/docs groundwork, but they are not the same change: 45333 is configuration-only, while 45332 adds the broader end-to-end heterogeneous model support including modeling, cache, masking, and related integrations. I would not deduplicate them.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "45332 is the better canonical representative because it is the broader umbrella PR and includes the shared configuration work plus the rest of the heterogeneous model implementation.", + "best_issue_reason": null, + "best_pr_reason": "45332 is the stronger standalone PR for the cluster because it covers the full feature area rather than only the per-layer config subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: 45333 appears to be a narrower config-only follow-up/subset, while 45332 adds substantial modeling and runtime support beyond the shared configuration files. They are related but not the same underlying 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": 20, + "component_count": 33, + "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": "1b57e69401e26047d0cc46c54a485e258808855cc63e34e5a4e094c4d925c04f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are typing-related pull requests, but they address different scopes: one is a broad type-checking sweep across many `src/transformers/*` files, while the other is a narrower typing cleanup centered on `_typing.py`, `modeling_utils`, and related helpers. They share infrastructure files, but not the same concrete bug or change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused and representative typing change in this cluster; 45415 is a broader multi-file type-checking sweep rather than the same specific fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better standalone candidate because it targets a narrower typing-related area and has clearer scope, whereas 45415 is a large umbrella typing pass.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "They overlap on typing infrastructure, but 45415 is a broad type-checking rollout across many modules and 45425 is a separate, more focused typing cleanup. Shared files alone are not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 33, + "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": "bcf812ee1a47da19beec4b11b1d11d8ae1f3424b3bc3cb1e08ba0821c4c47470", + "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 two PRs both touch distributed/EP loading paths, but they fix different bugs: one preserves distributed_config for accelerate/ZeRO-3 loading, the other prevents expert tensors from being overwritten during FSDP2/rank-0 broadcast. They are related in subsystem, not the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better canonical PR candidate because it targets a concrete distributed loading overwrite bug with a focused, cross-file fix; #45548 is a separate configuration/metadata preservation fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the stronger representative for this cluster since it addresses a specific failure mode in the model-loading path and includes the more substantial code-path changes. PR #45548 fixes a different, narrower loading/config serialization issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying bugs: #45548 keeps distributed_config serialized and adds has_ep for accelerate/ZeRO-3 loading, while #45662 changes post-shard handling to stop experts being overwritten by rank-0 broadcast under FSDP2. Same broad area, 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": 22, + "component_count": 33, + "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": "8af302dad1ccb96baff569abed90c40ec37545a1cfffeaccaa24d3340752dd31", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info collision problem and share the same touched codepaths/files; one is a code fix and the other extends the fix into CI log collection. They are close enough to treat as duplicates/one change set for triage.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical representative because it contains the core testing_utils xdist-safe fix plus the workflow/log-preservation follow-up, making it the more complete version of the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest single PR for the cluster: it addresses the same concrete captured_info artifact collision and also updates CI handling so the debug output remains accessible under xdist.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same underlying xdist collision in captured_info artifacts, touch the same primary files, and one is a natural extension of the other rather than a different bug or subsystem." + } + ] + }, + "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": 33, + "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": 24, + "component_count": 33, + "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-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "21d9663dbe0a931252d5503dd5e8670cb8d85508bc7ad051b292b99469a852e6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open pull requests with overlapping test/model areas, but they are not the same underlying change. PR 45932 is a mixed experimental/grafana-related PR with workflow secret plumbing and several unrelated model edits; PR 46100 is a focused test-migration PR adding DDP/kernel tests and updating a few vision tests. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46100 is the cleaner canonical representative: it is a coherent test-migration change centered on kernel/model testing. PR 45932 is broader and noisier, mixing CI secret changes with multiple model code edits and appears to be a separate experimental branch.", + "best_issue_reason": null, + "best_pr_reason": "PR 46100 is the best single representative for this cluster because its scope is narrower and more internally consistent, making it the least ambiguous artifact to anchor the group.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Do not merge: the PRs address different work. 45932 mainly changes CI/workflow secrets and assorted model internals, while 46100 adds kernel/DDP test infrastructure and test cases. They do not appear to fix the same concrete bug or implement one mergeable change set." + } + ] + }, + "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": 33, + "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-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "fc00bd0b0495d4fbd6eeee7430cd58c2d27c01d7e40f73989d612963e53ab53a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are pull requests in the distributed/parallel-training area, but they are not the same change: #46126 is a focused EP + Trainer integration patch, while #46269 is a broad distributed branch-base sweep spanning many unrelated files and features.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more canonical PR because it is narrowly scoped to a concrete EP/Trainer integration change with a clear code-path target, whereas #46269 is a large umbrella branch-base PR touching many subsystems and is not a clean duplicate candidate.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best PR representative for this cluster since it has the most specific, self-contained change set and the strongest single-change identity.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they overlap in distributed files, but #46269 is a broad branch-base integration PR, not a focused fix for the same concrete bug/change as #46126. The shared filenames are insufficient to treat them as duplicates or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 33, + "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-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "91fe0658833ca17a77239a4e3b31aa9588c73c952b5f581b6ee85085e5ba3b02", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26669, + "estimated_input_tokens": 6668, + "estimated_eval_tokens": 13592 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26669, + "estimated_input_tokens": 6668, + "estimated_eval_tokens": 13592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated workflow-maintenance PRs. There is a loose theme around CI/security hardening, but the concrete changes target different workflows and different failure modes; none are true duplicates. The pr-ci-security-gate updates are the closest group, but they still address separate concerns.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive representative because it makes the main functional change in the shared security-gate workflow; the others are either unrelated workflows or narrower follow-up hardening/comment changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best representative PR in this set: it changes concrete gate behavior rather than only tweaking permissions, comments, or unrelated workflow plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and bugs: stdin quoting for self-comment CI vs security checks in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow and change scope; one fixes comment handling, the other hardens PR CI permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated changes: self-comment CI input handling vs a comment-only note in PR CI security gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different problems: stdin quoting in one workflow vs stripping inherited secrets in another." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and code paths; comment/stdin handling is not the same as build-ci-docker-image commit-message parsing." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening is unrelated to benchmark workflow dispatch support." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and concerns: SSH runner security vs anti-slop workflow permissions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and behavior; no shared concrete bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Unrelated fixes: SSH runner download/token hardening vs PR CI security-gate logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow hardening tasks in different code paths; not the same bug/change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening is unrelated to a comment-only update in the PR CI security gate." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security concerns in different workflows; not the same underlying change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop workflow permissions and benchmark manual dispatch are unrelated changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and purposes; no shared concrete fix." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and behavior; same broad CI area is too weak for duplication." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Anti-slop and PR CI security-gate are different workflows with different failure modes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers base-ref checkout and benchmark workflow dispatch are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and fixes; not the same change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers checkout target is unrelated to PR CI security gating." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch support and commit-message parsing are different workflow behaviors." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and code paths; not a duplicate." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-image tag selection from commit message is unrelated to PR CI security checks." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and concerns; same repo/CI theme is insufficient." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Build-image workflow change is unrelated to a PR CI security-gate comment update." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and problems; not the same underlying bug." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different hardening concerns: change detection in security-gate vs permissions/approval condition changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "One adds actual security checks; the other only adds explanatory comments, so they are not the same change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Both touch PR CI security gating, but one adds diff-based file checks while the other removes inherited secrets; distinct fixes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Different modifications to the same workflow file, but not the same bug or code-path change." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Permissions/approval gating is a different change from replacing inherited secrets with an empty secret set." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comment-only review note vs concrete secrets handling change; not 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": 27, + "component_count": 33, + "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-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable 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": 28, + "component_count": 33, + "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-46281-2", + "nodes": [ + "pull_request:46281", + "pull_request:46890" + ], + "soft_pairs": [ + "pull_request:46281|pull_request:46890" + ], + "prepared_review_unit_hash": "61271f9afbba9d13bf653ee004a3c99f0043e81fd93c547ec86d4b7cca2d14a3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4280, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4280, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related security-hardening PRs, but they fix different model-loading code paths: one blocks traversal in sharded checkpoint file resolution, the other blocks traversal via the `transformers_weights` config field. Similar theme, not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46281 is the better canonical PR for this cluster because it is the more direct and self-contained fix for a concrete path-traversal bug in `get_checkpoint_shard_files()` and includes an explicit resolution check plus tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #46281 is the best representative because it targets a specific vulnerable code path in `src/transformers/utils/hub.py` with a narrowly scoped fix. PR #46890 addresses a different loading path in `modeling_utils.py`, so it is not a duplicate replacement for the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Both are path-traversal mitigations, but they act on different inputs and different loaders (`weight_map` shard files vs `transformers_weights`). They are related security fixes, not the same PR-worthy bug or code 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": 29, + "component_count": 33, + "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-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "c491b459a1a0e118273bce307cb1517d6c7af45f80a822a2a7a90cfae4d9a939", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests address different tokenizer problems in different model families and code paths, so they are not duplicates. One fixes CodeLlama decode stripping leading spaces; the other fixes auto-tokenizer selection for specific DeepSeek checkpoints.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes target distinct bugs with different affected files, model families, and fix strategies.", + "best_issue_reason": null, + "best_pr_reason": "PR 46574 is the more self-contained standalone fix: it directly corrects a concrete decode bug in CodeLlama and includes targeted tests; PR 46580 is a separate model-loading routing change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying issues: CodeLlama decoder stripping leading spaces vs DeepSeek checkpoint-to-tokenizer-class resolution. Different files, model families, and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 33, + "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-46781-3", + "nodes": [ + "pull_request:46781", + "pull_request:46993", + "pull_request:46994" + ], + "soft_pairs": [ + "pull_request:46781|pull_request:46993", + "pull_request:46993|pull_request:46994" + ], + "prepared_review_unit_hash": "47d5e93b1b31c7d6d0a2b620eefef3b09cbe1f4751334d62bcfffc384483bdd9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6604, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6604, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs fix three different bugs in different code paths (cache validation, prompt lookup decoding length, and generation input validation). They are not duplicates of one another.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the three pull requests address unrelated bugs in different subsystems, so there is no shared underlying change to canonicalize.", + "best_issue_reason": null, + "best_pr_reason": "PR 46994 is the cleanest standalone fix because it adds a narrowly scoped validation check with a direct error message and test coverage, but it still does not represent the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46781", + "right": "pull_request:46993", + "accept": false, + "reason": "Different problems and code paths: QuantizedCache layer-type validation versus prompt lookup decoding exceeding max_length. They do not appear mergeable into one fix." + }, + { + "left": "pull_request:46993", + "right": "pull_request:46994", + "accept": false, + "reason": "Both are generation-related, but one fixes prompt lookup token budgeting while the other validates empty lists in logits processors. These are distinct bugs, 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": 31, + "component_count": 33, + "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-47016-3", + "nodes": [ + "pull_request:47016", + "pull_request:47048", + "pull_request:47066" + ], + "soft_pairs": [ + "pull_request:47016|pull_request:47048", + "pull_request:47016|pull_request:47066", + "pull_request:47048|pull_request:47066" + ], + "prepared_review_unit_hash": "0ea21d7b07bae1bd67424c1f40f0992acd9946e72bb5b60eb1978e81ed315518", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7336, + "estimated_input_tokens": 1834, + "estimated_eval_tokens": 3924 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7336, + "estimated_input_tokens": 1834, + "estimated_eval_tokens": 3924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs all address the same failure mode\u2014Hungarian matching crashing on non-finite cost matrices\u2014but they do so in separate model-specific code paths. 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They look like closely related duplicate/overlapping fixes rather than distinct changes.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47046 is the better canonical PR because it is the later, broader fix for the same xLSTM train-mode crash class and includes tests/extra handling beyond the narrower subset in #47026.", + "best_issue_reason": null, + "best_pr_reason": "PR #47046 is the strongest representative of the change set: it covers the same crash path plus `use_cache`, and appears more complete than the smaller earlier patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47026", + "right": "pull_request:47046", + "accept": true, + "reason": "Same underlying xLSTM train-mode forward-path failure in `modeling_xlstm.py`; #47046 looks like an expanded version of the same fix rather than a different bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 33, + "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-47032-6", + "nodes": [ + "pull_request:47032", + "pull_request:47045", + "pull_request:47051", + "pull_request:47060", + "pull_request:47074", + "pull_request:47076" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47051", + "pull_request:47032|pull_request:47045", + "pull_request:47045|pull_request:47076", + "pull_request:47045|pull_request:47074", + "pull_request:47051|pull_request:47074", + "pull_request:47051|pull_request:47060", + "pull_request:47060|pull_request:47074", + "pull_request:47060|pull_request:47076", + "pull_request:47074|pull_request:47076" + ], + "prepared_review_unit_hash": "5b3a1cb433c43a60deb5e3142cdc943bdaf61d19514fabfcaf2bfd1c8dbae0cf", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 9, + "serialized_chars": 15762, + "estimated_input_tokens": 3941, + "estimated_eval_tokens": 8138 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 9, + "serialized_chars": 15762, + "estimated_input_tokens": 3941, + "estimated_eval_tokens": 8138 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly thematically related multimodal pipeline/processor fixes, but they are not duplicates of one another. The only near match is still too different in concrete code path and change intent to merge as one PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47051 is the broadest multimodal-generation plumbing change and overlaps the most with the shared pipeline surface, so it is the best representative if one PR must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "47051 is the most central representative of the cluster\u2019s shared multimodal-pipeline theme, but the set is too heterogeneous to treat it as a true duplicate canonical.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47051", + "accept": false, + "reason": "Both touch image_text_to_text, but 47032 fixes stop_sequence semantics while 47051 is about forwarding generation kwargs. Related area, different bug/change." + }, + { + "left": "pull_request:47032", + "right": "pull_request:47045", + "accept": false, + "reason": "Image-text pipeline stop-sequence handling and Voxtral audio-format handling are unrelated code paths and bug types." + }, + { + "left": "pull_request:47045", + "right": "pull_request:47076", + "accept": false, + "reason": "Both validate processor inputs, but one is Voxtral audio encoding formats and the other is Gemma4 placeholder/layout logic. Different concrete fixes." + }, + { + "left": "pull_request:47045", + "right": "pull_request:47074", + "accept": false, + "reason": "Voxtral transcription audio-format validation and AnyToAny input-key normalization are unrelated changes." + }, + { + "left": "pull_request:47051", + "right": "pull_request:47074", + "accept": false, + "reason": "Same file and subsystem, but 47051 routes generation kwargs while 47074 normalizes input keys. These are separate pipeline concerns." + }, + { + "left": "pull_request:47051", + "right": "pull_request:47060", + "accept": false, + "reason": "AnyToAny multimodal kwargs plumbing and Qwen Omni batched post-processing fix different stages of different models' pipelines." + }, + { + "left": "pull_request:47060", + "right": "pull_request:47074", + "accept": false, + "reason": "Qwen Omni text post-processing and AnyToAny input normalization are different components and different failure modes." + }, + { + "left": "pull_request:47060", + "right": "pull_request:47076", + "accept": false, + "reason": "Qwen Omni batched decode behavior is unrelated to Gemma4 audio placeholder validation." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Both are multimodal preprocessing changes, but one normalizes AnyToAny input keys and the other validates Gemma4 audio placeholders; not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260705T180850Z/analysis-runs/hybrid-model-20260705t180850z/manifest.json b/snapshots/20260705T180850Z/analysis-runs/hybrid-model-20260705t180850z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..176b0d5b815af38d9b2ad3e63c5ec396e7fcd943 --- /dev/null +++ b/snapshots/20260705T180850Z/analysis-runs/hybrid-model-20260705t180850z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260705t180850z", + "artifacts": { + "hybrid": "snapshots/20260705T180850Z/analysis-runs/hybrid-model-20260705t180850z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260705T180850Z/analysis-runs/hybrid-model-20260705t180850z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-05T18:18:27Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260705T180850Z", + "variant": "hybrid" +} diff --git a/snapshots/20260705T180850Z/manifest.json b/snapshots/20260705T180850Z/manifest.json index 0edd9f54eb7a585adc57f16b3710d4cd92af1ff9..743572752e50e0b1de69eab58d63c6b23874cbbd 100644 --- a/snapshots/20260705T180850Z/manifest.json +++ b/snapshots/20260705T180850Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 0 }, "extracted_at": "2026-07-05T18:08:50Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260705t180850z", + "runs": { + "hybrid-model-20260705t180850z": { + "analysis_id": "hybrid-model-20260705t180850z", + "artifacts": { + "hybrid": "snapshots/20260705T180850Z/analysis-runs/hybrid-model-20260705t180850z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260705T180850Z/analysis-runs/hybrid-model-20260705t180850z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260705T180850Z/analysis-runs/hybrid-model-20260705t180850z/manifest.json", + "model": null, + "published_at": "2026-07-05T18:18:27Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260705T180850Z", "watermark": {