diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 65332ec60b3fed24fe5013eb793987fa213e2f91..27da2a18f1aeab619fdaa58f43db094d27d32768 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260604T060113Z", - "generated_at": "2026-06-04T06:11:08Z", + "snapshot_id": "20260604T120021Z", + "generated_at": "2026-06-04T12:10:12Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,287 +1148,13 @@ } ] }, - { - "cluster_id": "cluster-43240-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", - "status": "open", - "confidence": 0.75, - "canonical_issue_number": 43240, - "canonical_pr_number": 43251, - "issue_numbers": [ - 43240 - ], - "pr_numbers": [ - 43251, - 43254 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target" - ], - "pr_comparisons": [ - { - "left_pr_number": 43251, - "right_pr_number": 43254, - "code_similarity": 0.794, - "size_similarity": 0.64, - "file_overlap": 1.0, - "area_overlap": 0.667, - "patch_similarity": 0.882, - "shared_filenames": [ - "src/transformers/loss/loss_utils.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/loss/loss_utils.py", - "left_ranges": [ - [ - 30, - 50 - ] - ], - "right_ranges": [ - [ - 30, - 43 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-41115-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #41115.", - "status": "open", - "confidence": 0.55, - "canonical_issue_number": 41115, - "canonical_pr_number": 45613, - "issue_numbers": [ - 41115 - ], - "pr_numbers": [ - 41116, - 45613 - ], - "evidence_types": [ - "closing_reference" - ], - "pr_comparisons": [ - { - "left_pr_number": 41116, - "right_pr_number": 45613, - "code_similarity": 0.797, - "size_similarity": 0.885, - "file_overlap": 0.75, - "area_overlap": 0.831, - "patch_similarity": 0.693, - "shared_filenames": [ - "docs/source/en/_toctree.yml", - "docs/source/en/model_doc/minicpm3.md", - "src/transformers/models/auto/modeling_auto.py", - "src/transformers/models/minicpm3/__init__.py", - "src/transformers/models/minicpm3/configuration_minicpm3.py", - "src/transformers/models/minicpm3/modeling_minicpm3.py", - "src/transformers/models/minicpm3/modular_minicpm3.py", - "tests/models/minicpm3/__init__.py", - "tests/models/minicpm3/test_modeling_minicpm3.py" - ], - "shared_file_areas": [ - { - "filename": "docs/source/en/_toctree.yml", - "left_ranges": [ - [ - 713, - 720 - ] - ], - "right_ranges": [ - [ - 730, - 737 - ] - ] - }, - { - "filename": "docs/source/en/model_doc/minicpm3.md", - "left_ranges": [ - [ - 1, - 67 - ] - ], - "right_ranges": [ - [ - 1, - 45 - ] - ] - }, - { - "filename": "src/transformers/models/auto/modeling_auto.py", - "left_ranges": [ - [ - 285, - 291 - ], - [ - 700, - 706 - ], - [ - 1298, - 1304 - ] - ], - "right_ranges": [ - [ - 720, - 726 - ], - [ - 1331, - 1337 - ] - ] - }, - { - "filename": "src/transformers/models/minicpm3/__init__.py", - "left_ranges": [ - [ - 1, - 29 - ] - ], - "right_ranges": [ - [ - 1, - 29 - ] - ] - }, - { - "filename": "src/transformers/models/minicpm3/configuration_minicpm3.py", - "left_ranges": [ - [ - 1, - 141 - ] - ], - "right_ranges": [ - [ - 1, - 126 - ] - ] - }, - { - "filename": "src/transformers/models/minicpm3/modeling_minicpm3.py", - "left_ranges": [ - [ - 1, - 544 - ] - ], - "right_ranges": [ - [ - 1, - 522 - ] - ] - }, - { - "filename": "src/transformers/models/minicpm3/modular_minicpm3.py", - "left_ranges": [ - [ - 1, - 444 - ] - ], - "right_ranges": [ - [ - 1, - 342 - ] - ] - }, - { - "filename": "tests/models/minicpm3/test_modeling_minicpm3.py", - "left_ranges": [ - [ - 1, - 109 - ] - ], - "right_ranges": [ - [ - 1, - 136 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-45647-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", - "status": "open", - "confidence": 0.75, - "canonical_issue_number": 45647, - "canonical_pr_number": 45738, - "issue_numbers": [ - 45647 - ], - "pr_numbers": [ - 45737, - 45738 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target" - ], - "pr_comparisons": [ - { - "left_pr_number": 45737, - "right_pr_number": 45738, - "code_similarity": 0.526, - "size_similarity": 0.11, - "file_overlap": 0.5, - "area_overlap": 1.0, - "patch_similarity": 0.024, - "shared_filenames": [ - "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", - "left_ranges": [ - [ - 491, - 497 - ] - ], - "right_ranges": [ - [ - 491, - 497 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-45363-3", "summary": "Cluster of 3 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 45666, + "canonical_pr_number": 46339, "issue_numbers": [], "pr_numbers": [ 45363, @@ -1641,138 +1367,412 @@ ], "shared_file_areas": [ { - "filename": "src/transformers/core_model_loading.py", + "filename": "src/transformers/core_model_loading.py", + "left_ranges": [ + [ + 19, + 25 + ], + [ + 80, + 86 + ] + ], + "right_ranges": [ + [ + 19, + 25 + ], + [ + 80, + 86 + ] + ] + }, + { + "filename": "src/transformers/integrations/hub_kernels.py", + "left_ranges": [ + [ + 11, + 53 + ], + [ + 286, + 295 + ], + [ + 521, + 1077 + ] + ], + "right_ranges": [ + [ + 14, + 51 + ], + [ + 284, + 293 + ], + [ + 520, + 744 + ] + ] + }, + { + "filename": "src/transformers/modeling_utils.py", + "left_ranges": [ + [ + 1330, + 1338 + ], + [ + 3763, + 3789 + ], + [ + 4223, + 4234 + ], + [ + 4628, + 4641 + ] + ], + "right_ranges": [ + [ + 1346, + 1354 + ], + [ + 3785, + 3811 + ], + [ + 4245, + 4257 + ], + [ + 4651, + 4664 + ] + ] + }, + { + "filename": "tests/kernels/test_kernels.py", + "left_ranges": [ + [ + 19, + 54 + ], + [ + 228, + 281 + ], + [ + 294, + 317 + ], + [ + 605, + 995 + ] + ], + "right_ranges": [ + [ + 21, + 28 + ], + [ + 33, + 39 + ], + [ + 90, + 103 + ], + [ + 217, + 301 + ], + [ + 314, + 337 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-41115-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41115.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41115, + "canonical_pr_number": 45613, + "issue_numbers": [ + 41115 + ], + "pr_numbers": [ + 41116, + 45613 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41116, + "right_pr_number": 45613, + "code_similarity": 0.797, + "size_similarity": 0.885, + "file_overlap": 0.75, + "area_overlap": 0.831, + "patch_similarity": 0.693, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "docs/source/en/model_doc/minicpm3.md", + "src/transformers/models/auto/modeling_auto.py", + "src/transformers/models/minicpm3/__init__.py", + "src/transformers/models/minicpm3/configuration_minicpm3.py", + "src/transformers/models/minicpm3/modeling_minicpm3.py", + "src/transformers/models/minicpm3/modular_minicpm3.py", + "tests/models/minicpm3/__init__.py", + "tests/models/minicpm3/test_modeling_minicpm3.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 713, + 720 + ] + ], + "right_ranges": [ + [ + 730, + 737 + ] + ] + }, + { + "filename": "docs/source/en/model_doc/minicpm3.md", "left_ranges": [ [ - 19, - 25 - ], - [ - 80, - 86 + 1, + 67 ] ], "right_ranges": [ [ - 19, - 25 - ], - [ - 80, - 86 + 1, + 45 ] ] }, { - "filename": "src/transformers/integrations/hub_kernels.py", + "filename": "src/transformers/models/auto/modeling_auto.py", "left_ranges": [ [ - 11, - 53 + 285, + 291 ], [ - 286, - 295 + 700, + 706 ], [ - 521, - 1077 + 1298, + 1304 ] ], "right_ranges": [ [ - 14, - 51 - ], - [ - 284, - 293 + 720, + 726 ], [ - 520, - 744 + 1331, + 1337 ] ] }, { - "filename": "src/transformers/modeling_utils.py", + "filename": "src/transformers/models/minicpm3/__init__.py", "left_ranges": [ [ - 1330, - 1338 - ], - [ - 3763, - 3789 - ], - [ - 4223, - 4234 - ], - [ - 4628, - 4641 + 1, + 29 ] ], "right_ranges": [ [ - 1346, - 1354 - ], - [ - 3785, - 3811 - ], + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/configuration_minicpm3.py", + "left_ranges": [ [ - 4245, - 4257 - ], + 1, + 141 + ] + ], + "right_ranges": [ [ - 4651, - 4664 + 1, + 126 ] ] }, { - "filename": "tests/kernels/test_kernels.py", + "filename": "src/transformers/models/minicpm3/modeling_minicpm3.py", "left_ranges": [ [ - 19, - 54 - ], - [ - 228, - 281 - ], + 1, + 544 + ] + ], + "right_ranges": [ [ - 294, - 317 - ], + 1, + 522 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modular_minicpm3.py", + "left_ranges": [ [ - 605, - 995 + 1, + 444 ] ], "right_ranges": [ [ - 21, - 28 - ], + 1, + 342 + ] + ] + }, + { + "filename": "tests/models/minicpm3/test_modeling_minicpm3.py", + "left_ranges": [ [ - 33, - 39 - ], + 1, + 109 + ] + ], + "right_ranges": [ [ - 90, - 103 - ], + 1, + 136 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ [ - 217, - 301 - ], + 491, + 497 + ] + ], + "right_ranges": [ [ - 314, - 337 + 491, + 497 ] ] } @@ -1972,64 +1972,6 @@ } ] }, - { - "cluster_id": "cluster-44001-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44004, - "issue_numbers": [], - "pr_numbers": [ - 44001, - 44004 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44001, - "right_pr_number": 44004, - "code_similarity": 0.087, - "size_similarity": 0.237, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.262, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, - { - "cluster_id": "cluster-44002-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44002, - "issue_numbers": [], - "pr_numbers": [ - 44002, - 44029 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44002, - "right_pr_number": 44029, - "code_similarity": 0.135, - "size_similarity": 0.43, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.329, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2361,24 +2303,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-44001-2", - "canonical_pr_number": 44004, - "duplicate_pr_numbers": [ - 44001 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44001-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-44002-2", - "canonical_pr_number": 44002, - "duplicate_pr_numbers": [ - 44029 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -2399,10 +2323,10 @@ }, { "cluster_id": "cluster-45363-3", - "canonical_pr_number": 45666, + "canonical_pr_number": 46339, "duplicate_pr_numbers": [ 45363, - 46339 + 45666 ], "target_issue_number": null, "reason": "PRs in cluster-45363-3 are treated as duplicates because they share soft_similarity evidence." diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 1291614752c345e3dafbe104985f84a0063fd615..5f44c7ae5349120930395102a0e76cbf562830d6 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": "20260604T060113Z", - "generated_at": "2026-06-04T06:11:08Z", + "snapshot_id": "20260604T120021Z", + "generated_at": "2026-06-04T12:10:12Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,13 +10,13 @@ "component_index": 1, "component_count": 19, "review_unit_index": 1, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ "issue:24643", "issue:30277", @@ -39,7 +39,7 @@ "issue:43716", "issue:43827", "issue:43828", - "issue:43901", + "issue:43866", "issue:43975", "issue:44292", "issue:44322", @@ -47,7 +47,6 @@ "issue:44509", "issue:44512", "issue:44560", - "issue:44589", "issue:44805", "issue:44918", "issue:45081", @@ -65,7 +64,8 @@ "issue:46015", "issue:46165", "issue:46294", - "issue:46304" + "issue:46304", + "issue:46402" ], "soft_pairs": [ "issue:44322|issue:45464", @@ -127,395 +127,389 @@ "issue:34928|issue:36010", "issue:45237|issue:46015", "issue:43039|issue:44805", + "issue:43866|issue:46402", "issue:45800|issue:46304", "issue:43296|issue:46304", "issue:41762|issue:43596", - "issue:39290|issue:41720", - "issue:44589|issue:46304", - "issue:43901|issue:44512", - "issue:45823|issue:46294", - "issue:45237|issue:45901" + "issue:39290|issue:41720" ], - "prepared_review_unit_hash": "5d99d6a41b93ee0874cf4ab9136cd2fdc1029a292694841ebcf2a9844383e03c", + "prepared_review_unit_hash": "ea5dff9f23e7d88ab3e55c4a8d243ee135d8389ac6c6e6d996397b10cfa2ac83", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 67, - "serialized_chars": 47829, - "estimated_input_tokens": 11958, - "estimated_eval_tokens": 24172 + "soft_pair_count": 64, + "serialized_chars": 46881, + "estimated_input_tokens": 11721, + "estimated_eval_tokens": 23698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports that only look similar by wording. The only clear duplicate family here is the DeepSpeed ZeRO-3 + BERT index-out-of-bounds training failure.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43638 is the best representative of the one clear duplicate family: it matches issue:43596 on the same DeepSpeed ZeRO-3 / BertModel index-0-out-of-bounds failure during training.", + "summary": "These items are largely unrelated bug reports and docs problems sharing only broad keywords like DeepSpeed, dtype, or model family names. I found no strong duplicate groups; the soft pairs should mostly be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 34928 is the most substantial concrete bug report here, with the most discussion and a clear reproducible FSDP/activation-checkpointing failure, so it is the best representative issue even though the cluster is not truly duplicate-heavy.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43638 is the strongest canonical issue because it is the clearest member of the confirmed duplicate pair and has the most specific, representative title for that failure mode.", + "best_issue_reason": "Issue 34928 is the strongest standalone issue in the set because it is well-scoped, reproducible, and heavily discussed.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different models and different failures: Qwen3.5 config attribute error vs streaming chat/completions API behavior." + "reason": "Different failures: missing config field vs streaming chat/completions error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated subsystems: AMD GPU support vs MPS histogram op missing for Int." + "reason": "Different hardware/code paths: AMD GPU failure vs MPS histogram op issue." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Both are model/runtime errors, but the triggers and code paths are unrelated." + "reason": "Different models and symptoms; image dtype mismatch is unrelated to AMD GPU execution." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different dtype/autocast issue vs AMD GPU runtime failure; not the same bug." + "reason": "Both mention runtime errors, but the MoE autocast dtype issue is not the AMD GPU failure." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model and failure mode; no shared concrete code path." + "reason": "Different underlying problem: AMD GPU support vs invalid method call in GraniteMoEHybrid." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different hardware/runtime complaints and different models." + "reason": "Different model/runtime contexts; NVFP4 run failure is not the AMD GPU bug." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." + "reason": "DeepSpeed collective mismatch and ONNX export are unrelated code paths." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export failure vs FineGrainedFP8 config failure; different code paths." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are distinct model/export issues." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Export-to-ONNX and device-map cuda assert are unrelated problems." + "reason": "ONNX export error is unrelated to Qwen3 auto device-map cuda assertion." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Different feature areas: table QA crash vs outdated RAG examples." + "reason": "Table QA crash and outdated RAG examples are different documentation/runtime issues." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions after v5 removals, but they target different removed docs content." + "reason": "Both are docs cleanups for v5, but they refer to different removed docs content." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export issue and GenerationMixin import issue are unrelated." + "reason": "ONNX export failure does not match the GenerationMixin import regression." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training scenarios and different error surfaces; not the same underlying bug." + "reason": "TRL input-embedding unpacking and resuming local-trust-remote-code training are different problems." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape mismatch and Gemma4 device mismatch are different failures." + "reason": "Mask-shape IndexError and Gemma4 device mismatch are different failures." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both mention indexing-related errors, but the model, trigger, and failure are different." - }, - { - "left": "issue:43638", - "right": "issue:46165", - "accept": false, - "reason": "ZeRO-3 BERT loading failure vs resume-training/trust-remote-code issue." + "reason": "Both are IndexErrors, but one is ZeRO-3/BertModel init and the other is a mask shape mismatch." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Not the same bug: one is ZeRO-3 BERT index error, the other is a mask/tensor shape mismatch." + "reason": "Different zero3/BertModel init bug vs tensor-mask indexing bug." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different model/input modality issues; no same code path." + "reason": "Mask shape mismatch is unrelated to Qwen3.5 video token/feature mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Shape mismatch in masking vs GPT-OSS MoE tensor-parallel issue are unrelated." + "reason": "Generic IndexError is not the same as GPT-OSS TP-only failure." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video chat-template mismatch is unrelated to resume-training/trust-remote-code." + "reason": "Video StopIteration failure and resume-training issue are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Same broad training area, but different model/setup and different failure mode." + "reason": "ZeRO-3 BertModel init bug is unrelated to resuming from local model with remote code." }, { "left": "issue:43572", "right": "issue:46165", "accept": false, - "reason": "Config field missing vs resume-training behavior; unrelated." + "reason": "StableLmConfig pad_token_idx regression is unrelated to training resume logic." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve distributed training errors, but the concrete bugs are different." - }, - { - "left": "issue:43596", - "right": "issue:43638", - "accept": true, - "reason": "Same underlying DeepSpeed ZeRO-3 / BertModel index-out-of-bounds training failure." + "reason": "Both involve distributed training, but the concrete errors and code paths differ." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy call issue vs GPT-OSS tensor-parallel issue; different code paths." + "reason": "Liger Kernel cross_entropy call and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug and LoRA merge/save inconsistency are not the same issue." + "reason": "Tokenizer detokenization bug and LoRA save/reload inconsistency are different issues." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model families and unrelated failures." + "reason": "NVFP4 runtime failure is unrelated to LoRA merge/save behavior." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recomputation mismatch vs mask shape mismatch." + "reason": "Different failures: recomputed tensor size mismatch vs mask indexing shape error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Older DeepSpeed weight-dimension error and later collective mismatch are different bugs." + "reason": "Different DeepSpeed errors and different model setups." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same class/module, but the symptoms and triggers differ enough that this is not clearly one duplicate bug." + "reason": "Both touch the same class, but one is CPU offload compatibility and the other is uninitialized buffer materialization." }, { - "left": "issue:43638", - "right": "issue:45161", + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attr regression and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", "accept": false, - "reason": "ZeRO-3 BERT loading failure vs GPT-OSS tensor-parallel failure are unrelated." + "reason": "Gemma4 device-map mismatch and reverse embedding lookup are different code paths." }, { "left": "issue:34928", - "right": "issue:36331", + "right": "issue:41720", "accept": false, - "reason": "Activation checkpointing/FSDP mismatch is unrelated to CustomTrainer compute_loss signature breakage." + "reason": "FSDP activation checkpointing mismatch is unrelated to Qwen3 auto device-map assert." }, { - "left": "issue:43596", + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch/transformers compatibility and Qwen NVFP4 runtime failure are different problems." + }, + { + "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Different model and distributed-training bug; not the same underlying defect." + "reason": "Phi MoE autocast dtype mismatch is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Grouped_mm tracing error in Mixtral is unrelated to Mistral-3 image dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and different failure modes." }, { "left": "issue:43716", - "right": "issue:45507", + "right": "issue:45685", "accept": false, - "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + "reason": "Image preprocessor dtype mismatch is unrelated to the MPS histogram Int error." }, { - "left": "issue:45874", - "right": "issue:46294", + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "Gemma4 reverse embedding lookup bug vs Qwen3.5 video template mismatch." + "reason": "TRL SFT embedding unpacking and GPT-OSS TP failure are not the same bug." }, { - "left": "issue:39290", - "right": "issue:45081", + "left": "issue:45507", + "right": "issue:45685", "accept": false, - "reason": "Gemma3 vLLM config attribute error and Mistral tokenizer regex crash are different issues." + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS histogram op issue." }, { - "left": "issue:45823", - "right": "issue:45874", + "left": "issue:44292", + "right": "issue:44918", "accept": false, - "reason": "Both are Gemma4-related, but one is device mismatch and the other is expensive reverse embedding lookup." + "reason": "NVFP4 runtime failure and TRL SFT input-embedding issue are different." }, { - "left": "issue:43425", + "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility and Qwen-3 NVFP4 runtime failure are not the same bug." + "reason": "Different model-specific runtime errors with no shared code path." }, { - "left": "issue:43828", - "right": "issue:45161", + "left": "issue:43039", + "right": "issue:44918", "accept": false, - "reason": "Autocast dtype mismatch vs GPT-OSS tensor-parallel issue; unrelated." + "reason": "Liger Kernel cross_entropy issue is unrelated to Qwen3.5 embedding unpacking." }, { - "left": "issue:43541", - "right": "issue:43716", + "left": "issue:41762", + "right": "issue:43638", "accept": false, - "reason": "Mixtral torch.dynamo tracing error and Mistral-3 dtype mismatch are different code paths." + "reason": "Both use DeepSpeed ZeRO-3, but the Gemma3 load error and Bert init error are distinct." }, { - "left": "issue:43828", - "right": "issue:44292", + "left": "issue:43827", + "right": "issue:44512", "accept": false, - "reason": "Different dtype/runtime failures in different models." + "reason": "Different v5 docs removals: pipeline tasks vs run command." }, { "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image dtype mismatch is unrelated to video StopIteration." + }, + { + "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Mistral-3 dtype mismatch vs MPS histogram op missing are unrelated." + "reason": "Different model/device problems; autocast dtype mismatch is not the MPS histogram bug." }, { "left": "issue:44918", - "right": "issue:45161", + "right": "issue:45685", "accept": false, - "reason": "TRL SFT input-embedding unpacking issue and GPT-OSS tensor-parallel issue are unrelated." + "reason": "TRL embedding unpacking and MPS histogram Int error are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross-entropy call and autocast dtype mismatch are different bugs." + "reason": "Different models and code paths; both mention runtime math but not the same bug." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer signature breakage do not share a concrete fix." + "reason": "DeepSpeed collective mismatch and custom trainer signature mismatch are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP checkpointing mismatch and GenerationMixin import error are unrelated." + "reason": "FSDP/activation checkpointing recompute bug is unrelated to GenerationMixin import regression." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "AMD GPU support failure vs docs cleanup for RAG examples." + "reason": "AMD GPU runtime failure and outdated RAG docs are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Cross-entropy/Liger Kernel issue and tensor mask shape mismatch are unrelated." + "reason": "Liger Kernel cross-entropy call and mask shape IndexError are different issues." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and unloaded Sam3Model text encoder weights are different." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are torch compatibility complaints, but they are different version-specific breakages." + "reason": "Generic torch/transformers compatibility and USE_DISTRIBUTED=0 breakage are not the same bug." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "vLLM/PaddleOCR-VL loading failure vs USE_DISTRIBUTED=0 PyTorch breakage." + "reason": "PaddleOCR-VL/vLLM load failure is unrelated to distributed-build support regression." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Both mention loading/training failures, but the models and underlying bug are different." + "reason": "Both are ZeRO-3-related, but the Gemma3 load issue and Bert zero3 init issue are distinct." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "vLLM Gemma3 config error and Qwen3 auto-device-map cuda assert are unrelated." - }, - { - "left": "issue:44589", - "right": "issue:46304", - "accept": false, - "reason": "Float8 storage lookup failure and distributed build/runtime incompatibility are different issues." - }, - { - "left": "issue:43901", - "right": "issue:44512", - "accept": false, - "reason": "Different docs topics and different removed/deprecated APIs." - }, - { - "left": "issue:45823", - "right": "issue:46294", - "accept": false, - "reason": "Gemma4 PLE device mismatch and Qwen3.5 video token mismatch are unrelated." - }, - { - "left": "issue:45237", - "right": "issue:45901", - "accept": false, - "reason": "AMD GPU model loading and table QA crash are unrelated." + "reason": "Gemma3 config attribute error is unrelated to Qwen3 auto device mapping assertion." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted duplicate pair, issue:43596 and issue:43638, is well-supported by matching DeepSpeed ZeRO-3/BERT index-out-of-bounds symptoms, and the many rejected soft pairs are appropriately cautious given the differing models, subsystems, or failure modes." - }, - "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 }, @@ -524,13 +518,13 @@ "component_index": 1, "component_count": 19, "review_unit_index": 2, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ "issue:36010", "issue:39290", @@ -546,17 +540,17 @@ "issue:43572", "issue:43596", "issue:43638", - "issue:43716", "issue:43792", "issue:43828", "issue:43854", "issue:43866", "issue:43872", + "issue:43901", "issue:43975", "issue:44291", "issue:44292", "issue:44387", - "issue:44479", + "issue:44512", "issue:44560", "issue:44589", "issue:44805", @@ -568,6 +562,7 @@ "issue:45070", "issue:45084", "issue:45161", + "issue:45237", "issue:45362", "issue:45464", "issue:45685", @@ -581,6 +576,10 @@ "issue:46304" ], "soft_pairs": [ + "issue:44589|issue:46304", + "issue:43901|issue:44512", + "issue:45823|issue:46294", + "issue:45237|issue:45901", "issue:44841|issue:45823", "issue:43039|issue:44560", "issue:43975|issue:46015", @@ -591,8 +590,8 @@ "issue:43872|issue:46304", "issue:44292|issue:46015", "issue:39290|issue:43531", - "issue:43854|issue:43866", "issue:41093|issue:43638", + "issue:43854|issue:43866", "issue:43792|issue:45901", "issue:43425|issue:45070", "issue:43596|issue:45800", @@ -601,8 +600,8 @@ "issue:45362|issue:45464", "issue:44292|issue:45901", "issue:39290|issue:45823", - "issue:43404|issue:43866", "issue:45464|issue:45685", + "issue:43404|issue:43866", "issue:43541|issue:45685", "issue:43541|issue:43828", "issue:44841|issue:45084", @@ -617,287 +616,288 @@ "issue:43828|issue:45464", "issue:44291|issue:45070", "issue:43366|issue:45464", - "issue:43531|issue:45070", - "issue:43716|issue:46294", - "issue:45020|issue:45800", - "issue:43541|issue:44589", - "issue:44479|issue:46294", - "issue:41093|issue:43596" + "issue:43531|issue:45070" ], - "prepared_review_unit_hash": "80156f8d8765653052c50a7cd9452c9bef18c8df59a33afa6671cb1879f5acbb", + "prepared_review_unit_hash": "95eb0a4e4965120aa65ed7c9f5887b9fe0b48d24e0d9be5b0877bf1651e22717", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 42, - "serialized_chars": 39566, - "estimated_input_tokens": 9892, - "estimated_eval_tokens": 20040 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39794, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster with a few real duplicate families: AutoTokenizer wrong-token-id regressions, a Bert/DeepSpeed ZeRO-3 index-out-of-bounds issue, and a Qwen3.5 video-input regression. Most other links are only broad thematic similarity and should remain separate.", - "confidence": 0.62, - "canonical_issue_reason": "No single canonical issue cleanly fits the whole heterogeneous set; if forced, issue 45920 is the best representative because it is the broadest active report in the clearest duplicate family (the v5 AutoTokenizer wrong-token-id regression).", + "summary": "Mostly unrelated Transformers issues across tokenization, model-loading, backend compatibility, and docs. A few pairs look like true duplicates with the same concrete runtime/error signature, but most are only superficially similar.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45920 is the broadest and most general report of the v5 AutoTokenizer wrong-token-ID regression, covering multiple model families rather than a single narrow case.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest global issue candidate: it is open, broad, and explicitly describes the same tokenizer-regression class affecting multiple model families, making it the best anchor for the duplicate subgroup.", + "best_issue_reason": "issue:45920 is the strongest representative issue overall: it is open, clearly scoped to a concrete regression, and its title captures the widest affected surface among the likely-duplicate tokenizer reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different failure classes: missing Float8 storage vs USE_DISTRIBUTED=0 support regression." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they target different outdated doc content and are not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different models and different failure modes: device mismatch vs chat-template video token mismatch." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated subsystems: AMD GPU support vs table-question-answering crash." + }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different model families and different failure modes; no shared concrete bug." + "reason": "Different model-specific loading/processor issues; no clear shared code-path bug." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Unrelated subsystems: Liger cross-entropy call vs Qwen3.5 video StopIteration." + "reason": "Liger Kernel cross-entropy call and Qwen3-VL StopIteration are unrelated." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization bug vs RAG documentation issue; not the same bug." + "reason": "Detokenization bug vs outdated RAG examples; different problem types." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same v5 AutoTokenizer wrong-token-id regression across model families; one is a narrower Granite report." + "reason": "Same concrete regression class: AutoTokenizer returns wrong token IDs in v5 across affected model families." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Checkpoint-loading failure vs outdated examples; unrelated." + "reason": "NemotronH checkpoint-loading bug is unrelated to documentation updates." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote_code breakage and USE_DISTRIBUTED=0 support are different compatibility problems." + "reason": "Both mention recent-version breakage, but they affect different paths and are not the same bug." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint vs checkpoint-loading implementation issue; not the same bug." + "reason": "Corrupted checkpoint vs NemotronH loader failure are different issues." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes constructor incompatibility vs distributed build/runtime support issue." + "reason": "bitsandbytes init argument incompatibility is unrelated to USE_DISTRIBUTED=0 support." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Model-loading TypeError vs RAG examples; unrelated." + "reason": "Model loading/runtime error vs outdated docs; no shared underlying defect." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window behavior, but the model targets and concrete failure paths differ." + "reason": "Both involve sliding-window terminology, but the model/config contexts differ and the concrete bugs are not the same." }, { - "left": "issue:43854", - "right": "issue:43866", + "left": "issue:41093", + "right": "issue:43638", "accept": false, - "reason": "Unit-test load failure vs corrupted checkpoint; not the same underlying defect." + "reason": "Similar IndexError wording, but one is a mask-shape mismatch and the other is a zero-sized tensor under ZeRO-3; not enough to merge." }, { - "left": "issue:41093", - "right": "issue:43638", + "left": "issue:43854", + "right": "issue:43866", "accept": false, - "reason": "Both are zero3-related index errors, but the reported symptoms and paths differ enough to keep separate." + "reason": "Different model-loading failures for different checkpoints." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper load/run failure vs table-question-answering crash; unrelated." + "reason": "Whisper load failure and table-question-answering crash are unrelated." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility vs PretrainedConfig/pydantic regression; different bugs." + "reason": "General torch incompatibility and pydantic PretrainedConfig regression are different breakages." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3/Bert index error vs torch/transformers version incompatibility; unrelated." + "reason": "ZeRO-3 Bert IndexError and torch 2.4.1/transformers 5.8.0 incompatibility are separate issues." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization vs table QA crash; no concrete overlap." + "reason": "Detokenization issue and table-question-answering crash do not share a concrete code path." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading problem vs pydantic config regression; unrelated." + "reason": "Different components and symptoms; no duplicate evidence." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Same model family, but different chat/streaming failure reports without enough evidence of one concrete bug." + "reason": "Qwen3.5 chat crash and streaming inference API failure are not the same issue." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Different tasks and error types; no duplicate signal." + "reason": "Model loading with init_empty_weights is unrelated to table-question-answering crashes." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different models and different failure modes; only broad theme overlap." + "reason": "Gemma3/vLLM sliding-window config issue is unrelated to Gemma4 PLE device mismatch." }, { - "left": "issue:43404", - "right": "issue:43866", + "left": "issue:45464", + "right": "issue:45685", "accept": false, - "reason": "Tied-weights bug vs corrupted checkpoint; unrelated." + "reason": "Streaming chat/completions failure and MPS histogram int error are unrelated." }, { - "left": "issue:45464", - "right": "issue:45685", + "left": "issue:43404", + "right": "issue:43866", "accept": false, - "reason": "Qwen3.5 streaming/API failure vs MPS histogram integer limitation; unrelated." + "reason": "Tied lm_head weights in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm/dynamo tracing bug vs MPS int histogram error; different code paths." + "reason": "Dynamo grouped_mm tracing failure and MPS histogram op error are different backend problems." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Different MoE dtype/tracing issues; same broad area but not the same bug." + "reason": "Both are dtype/backend-adjacent, but the model, trigger, and code path differ." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor loading issue vs compile/template-node error; unrelated." + "reason": "Processor failure for Voxtral is unrelated to template-node compilation." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin vs Gemma3 sliding-window config; unrelated." + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers compatibility vs Gemma4 device-mismatch; unrelated." + "reason": "Torch version incompatibility and Gemma4 device mismatch are different bugs." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both zero3-related, but the exception shapes and model paths differ." + "reason": "Both are IndexErrors, but they involve different models and different failing tensors." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading failure vs GGUF architecture support; unrelated." + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are different issues." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig vs pydantic PretrainedConfig regression; unrelated." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig regression." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Quantization OOM vs tied-weights translation-model issue; different bugs." + "reason": "Int4 memory regression and tied-weights translation-model issue are different concrete bugs." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen3.5-related failures, but one is a generic mask shape error and the other is SFT embedding unpacking; not enough to merge." + "reason": "Both are runtime errors, but one is a mask/tensor shape mismatch and the other is an embedding unpacking failure." }, { "left": "issue:43541", - "right": "issue:44589", - "accept": false, - "reason": "Different low-level runtime errors; no shared concrete code path." - }, - { - "left": "issue:44479", - "right": "issue:46294", - "accept": true, - "reason": "Both describe the Qwen3.5 video-input regression in v5.3.0, centered on chat-template/video-token mismatch." - }, - { - "left": "issue:44291", - "right": "issue:45070", + "right": "issue:45161", "accept": false, - "reason": "init_empty_weights TypeError and pydantic config regression are separate compatibility issues." + "reason": "Dynamo tracing grouped_mm failure is not the same as GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch vs streaming chat API failure; unrelated." + "reason": "Autocast dtype mismatch and streaming chat/completions failure are unrelated." }, { - "left": "issue:45020", - "right": "issue:45800", + "left": "issue:44291", + "right": "issue:45070", "accept": false, - "reason": "Remote_code breakage and torch version incompatibility are distinct compatibility problems." + "reason": "_is_hf_initialized init-empty-weights TypeError is different from the pydantic model field regression." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support vs Qwen3.5 streaming inference failure; unrelated." - }, - { - "left": "issue:43716", - "right": "issue:46294", - "accept": false, - "reason": "Both are multimodal preprocessing issues, but the model families and concrete mismatch differ." + "reason": "GGUF architecture support and Qwen3.5 streaming failure are unrelated." }, { - "left": "issue:41093", - "right": "issue:43596", + "left": "issue:43531", + "right": "issue:45070", "accept": false, - "reason": "Both are index errors under zero3, but they describe different failure shapes and likely different paths." + "reason": "Qwen3-MoE sliding_window issue is not the same as the PretrainedConfig pydantic regression." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The two accepted duplicate links are well-supported by the titles: AutoTokenizer wrong-token-ID regressions (45812 \u2194 45920) and the Qwen3.5 video-input regression (44479 \u2194 46294). The rejected links stay appropriately cautious given only title-level evidence, and the summary does not overclaim a single canonical cluster. " + "feedback": "The summary is well grounded in the packet and stays conservative. The chosen canonical issue (45920) is plausibly the broadest v5 AutoTokenizer wrong-token-ID report, and the only accepted duplicate pair (45812, 45920) is supported by their shared regression class. The rejected soft pairs are phrased cautiously and do not overclaim duplication beyond the evidence shown." }, "evaluator_used": true, "retried": false, @@ -910,25 +910,26 @@ "component_index": 1, "component_count": 19, "review_unit_index": 3, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ "issue:36331", "issue:38175", "issue:39186", "issue:39692", "issue:40990", - "issue:41553", + "issue:41093", "issue:41762", "issue:42915", - "issue:42947", "issue:43054", "issue:43404", + "issue:43541", + "issue:43596", "issue:43644", "issue:43645", "issue:43716", @@ -936,38 +937,41 @@ "issue:43866", "issue:43872", "issue:43873", - "issue:43883", "issue:43950", "issue:43975", "issue:43994", "issue:44292", "issue:44360", - "issue:44387", "issue:44403", + "issue:44479", "issue:44492", "issue:44512", "issue:44530", "issue:44534", "issue:44589", "issue:44863", - "issue:44910", "issue:44918", "issue:44928", "issue:44960", "issue:45005", + "issue:45020", "issue:45399", "issue:45507", "issue:45542", "issue:45632", - "issue:45663", "issue:45698", "issue:45701", "issue:45759", "issue:45800", - "issue:45859", - "issue:45902" + "issue:45902", + "issue:46294" ], "soft_pairs": [ + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596", "issue:43054|issue:43994", "issue:45759|issue:45902", "issue:45542|issue:45800", @@ -993,240 +997,242 @@ "issue:36331|issue:41762", "issue:43872|issue:44589", "issue:43950|issue:45902", - "issue:43866|issue:44403", "issue:43054|issue:45701", - "issue:38175|issue:43054", - "issue:41553|issue:43883", - "issue:44910|issue:45859", - "issue:45663|issue:45902", - "issue:42947|issue:44387" + "issue:43866|issue:44403", + "issue:38175|issue:43054" ], - "prepared_review_unit_hash": "200c6f033b00e6bc28e94dc51f0817c53b5050835fc34a49596d5019f6c27584", + "prepared_review_unit_hash": "7926aa37cc33a8172bab9da902688c8bef98e712ae63ffab4a3c2070ecbf74a1", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37143, - "estimated_input_tokens": 9286, - "estimated_eval_tokens": 18828 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36893, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated reports, but there is a clear duplicate set around Transformers 5.x corrupting non-persistent buffers during model loading/materialization. I chose the most precise report in that set as canonical.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43950 is the clearest, most explicit statement of the regression (`from_pretrained()` silently corrupts non-persistent buffers in transformers 5.x) and matches the duplicate reports around the same buffer-loading bug.", + "summary": "Most pairs are unrelated symptomatically despite overlapping subsystems. The only clear duplicate cluster is the Transformers 5.x non-persistent-buffer regression, centered on the more specific from_pretrained corruption report.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43950 is the most specific and complete report of the non-persistent-buffer regression, directly naming the corrupting from_pretrained path and the transformers 5.x scope.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best representative for the cluster because it names the concrete regression, scopes it to the 5.x behavior change, and is the most actionable description of the underlying bug.", + "best_issue_reason": "issue:43950 is the best representative issue: it is precise, regression-focused, and describes the concrete failure mode more clearly than the broader duplicate reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different models and failure modes: image preprocessor/model dtype mismatch vs video feature/token count mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "One is about recent versions breaking remote_code models; the other is a specific torch 2.4.1 vs transformers 5.8.0 incompatibility." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different concrete errors: grouped_mm tracing failure vs missing Float8 storage class." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-related, but one is a v5.3.0 regression across Qwen VL models and the other is a chat-template feature/token mismatch on Qwen3.5-9B." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but they involve different shapes, loaders, and likely different root causes." + }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both are about SigLIP2 poor outputs, but the reports do not clearly describe the same underlying code-path bug; one is embedding quality, the other is nonsensical AutoModel/pipeline behavior." + "reason": "Same model family, but the reports describe different symptoms and code paths; not enough evidence of the same underlying bug." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Both mention Qwen3.5/3.6 config or embedding internals, but they are different bugs: config unwrapping vs uninitialized rotary frequency memory." + "reason": "Different problems: config unwrapping for multimodal AutoModelForCausalLM vs uninitialized rotary embedding memory after materialization." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "Completely different problems: missing TensorFlow backend detection vs a torch/transformers version incompatibility." + "reason": "Unrelated issues: missing TensorFlow backend handling vs version incompatibility between torch and transformers." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Different failures on different paths: FSDP weight shape error vs Qwen3.5 embedding unpacking in TRL SFT trainer." + "reason": "Different stack traces and subsystems: FSDP weight shape error vs TRL SFT embedding unpacking failure." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different issues affecting different components: image preprocessor/model dtype mismatch vs Qwen3.5 embedding unpacking failure." + "reason": "Both are model mismatch-ish, but one is a multimodal dtype issue and the other is a trainer/input embedding failure." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "No shared bug: high perplexity on gpt-oss-20b vs a GLM5 model-loading topic." + "reason": "Different models and symptoms: GPT-OSS perplexity anomaly vs GLM5-specific issue." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve custom module loading, but the concrete bug differs: cache path collision vs wrong module loaded after save_pretrained." + "reason": "Related custom-code loading area, but one is a trust_remote_code cache collision for same leaf names and the other is wrong module loading after save_pretrained; insufficient evidence of one bug." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Unrelated: notebook custom-model initialization regression vs flash-attn2 fallback gating when FA2 is absent." + "reason": "Custom-model initialization in notebooks is unrelated to flash-attn fallback selection logic." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Different model families and different defects: untied lm_head weights vs translation-model tied-weights issues in v5." + "reason": "Tied-weight bug in Mistral3 is not the same as the broader translation-model tied-weights regression in v5." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Different problems: Qwen3Moe FineGrainedFP8 failure vs flash-attn2 fallback being blocked by checks." + "reason": "Qwen3 MoE FP8 failure is unrelated to flash-attn fallback gating." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is not the same bug as tied-weights issues on translation models." + "reason": "PagedAttentionCache / linear_attention crash is a different code path from tied-weight loading issues." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior and translation-model tied weights are separate issues." + "reason": "Quantization offloading behavior is unrelated to tied-weight initialization regressions." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading is unrelated to tied-weight handling in translation models." + "reason": "NemotronH checkpoint-loading failure is not the same bug as translation-model tied weights." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "Completely different: DSA indexer ReLU discussion vs documentation mentioning a removed command." + "reason": "A DSA indexer algorithm discussion is unrelated to a docs-only v5 command removal issue." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different code paths and symptoms: TRL embedding unpacking vs GraniteMoEHybrid invalid method call." + "reason": "Different models and failures: Qwen3.5 embedding unpacking vs GraniteMoEHybrid invalid method call." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Typo in cache strategy docs is unrelated to the removed run-command documentation issue." + "reason": "Typo in cache strategies is unrelated to documentation still mentioning a removed run command." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different bugs: detokenization regression vs Qwen-3-8B-NVFP4 runtime error." + "reason": "Different models and defects: detokenization regression vs NVFP4 runtime error." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "No shared underlying bug; these are separate model/runtime issues." + "reason": "No shared underlying code path; one is Qwen-3 NVFP4 runtime failure, the other is GraniteMoEHybrid method dispatch." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both report the same Transformers 5.x regression where non-persistent buffers are loaded/materialized with junk values." + "reason": "Both report the same Transformers v5 regression where non-persistent buffers are filled/corrupted with junk during loading." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both involve SigLIP2, but one is a documentation example error and the other is a report of poor text embedding quality." + "reason": "Docs example/model-processor mismatch and quantization failure is broader and different from the text-embedding quality complaint." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same underlying bug: Transformers 5.x corrupts non-persistent buffers during loading/materialization." + "reason": "Same bug: Transformers 5.x corrupts non-persistent buffers on load; 43950 is the more precise report." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different dtype-related failures: autocast mismatch vs RLHF gradient explosion from 3D position_ids and SDPA fallback." + "reason": "Different failure modes: autocast dtype mismatch vs RLHF NaN explosion from 3D position_ids and SDPA fallback." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different failures: unexpected trainer keyword argument vs DeepSpeed ZeRO-3 loading index error." + "reason": "Different APIs and traces: custom trainer compute_loss signature change vs DeepSpeed ZeRO-3 model loading index error." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different bitsandbytes/storage compatibility problems with different error signatures." + "reason": "Bitsandbytes __new__ argument incompatibility is unrelated to missing Float8 storage objects." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Both concern bad state after loading/materialization, but 45902 is a specific Qwen3_5Moe rotary-embedding uninitialized-memory bug, not the same as the generic non-persistent-buffer corruption regression." + "reason": "One is a load-time non-persistent-buffer corruption regression; the other is uninitialized memory in Qwen3_5MoE rotary embeddings after materialization." }, { - "left": "issue:43866", - "right": "issue:44403", + "left": "issue:43054", + "right": "issue:45701", "accept": false, - "reason": "Ovis2 checkpoint corruption is unrelated to the generic loading noise issue." + "reason": "Model quality/output regression is not the same as a version-dependent tokenization change." }, { - "left": "issue:43054", - "right": "issue:45701", + "left": "issue:43866", + "right": "issue:44403", "accept": false, - "reason": "SigLIP2 text-embedding quality and tokenization changes across transformers versions are not the same bug." + "reason": "Checkpoint corruption is unrelated to noisy transformer-loading logs." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both concern SigLIP2 behavior, but one is a model probability issue and the other is embedding quality; not the same concrete bug." - }, - { - "left": "issue:41553", - "right": "issue:43883", - "accept": false, - "reason": "Different error paths: bad AutoTokenizer error message for Voxtral vs missing all_tied_weights_keys on MolmoForCausalLM." - }, - { - "left": "issue:44910", - "right": "issue:45859", - "accept": false, - "reason": "Both are Qwen3.5-related, but flash-attention illegal memory access and CPU-offload incompatibility are different bugs." - }, - { - "left": "issue:45663", - "right": "issue:45902", - "accept": false, - "reason": "Different shared-state bugs in Gemma4 attention vs Qwen3_5Moe rotary embedding materialization." - }, - { - "left": "issue:42947", - "right": "issue:44387", - "accept": false, - "reason": "Different training/quantization regressions: LoRA gradient checkpointing vs int4 CUDA memory growth." + "reason": "Both concern siglip2, but one is zero probabilities and the other is poor embeddings; not enough evidence of the same concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the canonical choice is conservative: issue:43950 is clearly the best representative for the duplicate set around Transformers 5.x non-persistent-buffer corruption. The soft-edge verdicts mostly avoid overclaiming and the single accepted pair is well supported by the issue titles." + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The Transformers 5.x non-persistent-buffer regression cluster is correctly identified, with issue:43950 as the most specific canonical report and issue:44534/43644 as supporting duplicates. I did not see any overstatement of evidence in the remaining rejections." }, "evaluator_used": true, "retried": false, @@ -1239,16 +1245,14 @@ "component_index": 1, "component_count": 19, "review_unit_index": 4, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ - "issue:36331", - "issue:41093", "issue:41553", "issue:41762", "issue:42491", @@ -1266,41 +1270,46 @@ "issue:43827", "issue:43828", "issue:43856", - "issue:43866", "issue:43872", "issue:43881", "issue:43883", - "issue:43940", "issue:43950", "issue:43975", "issue:44220", "issue:44291", "issue:44368", + "issue:44387", "issue:44403", "issue:44451", "issue:44488", "issue:44509", "issue:44661", + "issue:44910", "issue:44960", "issue:44991", "issue:45020", "issue:45081", - "issue:45237", "issue:45305", - "issue:45313", "issue:45356", "issue:45399", + "issue:45520", + "issue:45663", "issue:45685", "issue:45715", "issue:45823", - "issue:45923", + "issue:45859", + "issue:45902", "issue:46315" ], "soft_pairs": [ + "issue:41553|issue:43883", + "issue:45663|issue:45902", + "issue:44910|issue:45859", + "issue:42947|issue:44387", "issue:43054|issue:43493", - "issue:44403|issue:44451", "issue:41553|issue:43881", - "issue:43975|issue:45237", + "issue:44403|issue:44451", + "issue:43975|issue:45520", "issue:44403|issue:44488", "issue:43643|issue:45020", "issue:42947|issue:43856", @@ -1309,8 +1318,8 @@ "issue:45685|issue:45823", "issue:44991|issue:45399", "issue:43824|issue:43872", - "issue:43881|issue:43883", "issue:42491|issue:44368", + "issue:43881|issue:43883", "issue:45020|issue:45823", "issue:44661|issue:45020", "issue:43828|issue:45823", @@ -1320,235 +1329,231 @@ "issue:43742|issue:45399", "issue:43404|issue:43950", "issue:43827|issue:44509", - "issue:43257|issue:43866", "issue:43872|issue:44291", "issue:42915|issue:43872", "issue:43792|issue:44220", - "issue:43257|issue:45305", - "issue:36331|issue:41093", - "issue:43940|issue:45313", - "issue:42947|issue:45923" + "issue:43257|issue:45305" ], - "prepared_review_unit_hash": "01309a5a2e3405100c7b87d6109940ce5f98b6c13ccaea9e57175a8eb5b87582", + "prepared_review_unit_hash": "597ad2ea6bcf9666910d19f55a9584e91c47b3cc90a3d116156cd54ca5fcd282", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 37208, - "estimated_input_tokens": 9302, - "estimated_eval_tokens": 18860 + "serialized_chars": 36794, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but it contains two clear duplicate subclusters: the v5 docs/pipeline-tasks regression and the _is_hf_initialized TypeError in init_empty_weights. The remaining pairs are related by subsystem but not the same concrete bug.", + "summary": "Mostly a heterogeneous set of Transformers issues with only a few likely duplicate families: remote_code loading regressions, v5 pipeline-doc cleanup, and the `_is_hf_initialized` / `init_empty_weights` TypeError regression. The rest are model-specific and should stay separate.", "confidence": 0.82, - "canonical_issue_reason": "No single canonical issue cleanly represents the full cluster; if one representative must be chosen, issue:43872 is the strongest exact-duplicate anchor, with a precise reproducible TypeError and a matching duplicate report.", + "canonical_issue_reason": "Issue 45020 is the broadest umbrella among the likely duplicate families: it captures the general recent `remote_code` loading regression that 43643 appears to exemplify. It is the best single issue to anchor the cluster, even though the cluster as a whole is mixed.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43872 is the best global issue candidate because it is a concrete, tightly scoped bug report with an exact duplicate and a clear failure signature.", + "best_issue_reason": "45020 is the best representative issue because it is the most general, user-facing regression among the soft matches and is broad enough to subsume at least one specific loading-failure report. It is a better anchor than the more narrow, symptom-level reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43054", - "right": "issue:43493", + "left": "issue:41553", + "right": "issue:43883", "accept": false, - "reason": "Same model family area, but one is a quality regression and the other is an implementation discrepancy; not the same bug." + "reason": "Different bugs: Voxtral AutoTokenizer error messaging vs Molmo missing `all_tied_weights_keys`." }, { - "left": "issue:44403", - "right": "issue:44451", + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different models and code paths: Gemma4 FSDP2 shared KV state handling vs Qwen3.5 MoE rotary embedding materialization." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a flash-attn position-id crash and the other is CPU-offload incompatibility in rotary embedding; not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", "accept": false, - "reason": "One is generic loading noise, the other is a model-specific load failure; different root causes." + "reason": "Unrelated regressions: LoRA gradient checkpointing vs int4 CUDA reserved-memory growth/OOM." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Likely the same SigLIP2 implementation discrepancy: poor text embeddings are a symptom of HF diverging from the JAX reference behavior." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and different failure modes; only a broad loading theme is shared." + "reason": "Different models and failures; no shared underlying bug is evident." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise/warnings vs a concrete load failure for a specific model are not the same issue." }, { "left": "issue:43975", - "right": "issue:45237", + "right": "issue:45520", "accept": false, - "reason": "Detokenization bug vs AMD GPU runtime failure; unrelated concrete issues." + "reason": "Tokenizer detokenization regression is unrelated to the Python 3.13 `flash_attn` import key error." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both concern loading, but they target different models and symptoms." + "reason": "One is noisy loading output, the other is a specific tokenizer/model load failure." }, { "left": "issue:43643", "right": "issue:45020", - "accept": false, - "reason": "Both involve remote_code, but one is missing fields in AutoConfig while the other is a broader model-loading regression." + "accept": true, + "reason": "43643 is a specific instance of the broader `remote_code` loading regression described by 45020." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Gradient checkpointing behavior and Qwen3 MoE memory usage are different problems." + "reason": "Different training concerns: ineffective gradient checkpointing vs memory inefficiency in Qwen3 MoE training." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Both use DeepSpeed, but the affected models and failure paths are different." + "reason": "Different failures: Gemma3 ZeRO-3 loading index error vs Qwen3 MoE with FineGrainedFP8Config." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model families and different loading errors; not the same underlying bug." + "reason": "Different models and symptoms; no concrete shared code-path problem is apparent." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram/int issue vs device mismatch during forward; unrelated failures." + "reason": "MPS histogram support error vs Gemma4 device-mapping mismatch are unrelated." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure vs flash-attn fallback gating; different code paths." + "reason": "Tokenizer load failure for one model vs flash-attn2 fallback gating; different subsystems and bugs." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for a missing symbol is not the same as the _is_hf_initialized TypeError." + "reason": "ImportError for a missing class vs bitsandbytes `_is_hf_initialized` TypeError are separate issues." }, { - "left": "issue:43881", - "right": "issue:43883", + "left": "issue:42491", + "right": "issue:44368", "accept": false, - "reason": "Different models and different root causes; one is a load failure, the other an attribute error." + "reason": "LoRA compatibility across HF versions is not the same bug as the `tie_word_embeddings` warning on Qwen3.5." }, { - "left": "issue:42491", - "right": "issue:44368", + "left": "issue:43881", + "right": "issue:43883", "accept": false, - "reason": "LoRA compatibility regression and a tie_word_embeddings warning are not the same bug." + "reason": "Different model-loading failures with different root causes." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code regressions and Gemma4 device-mapping issues are unrelated." + "reason": "Remote_code regression vs Gemma4 PLE device mismatch; different code paths." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Model-registration bug vs remote_code loading regression; different concrete changes." + "reason": "Tokenizer-mapping failure in add-new-model-like is distinct from the remote_code loading regression." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch and device placement mismatch are distinct issues." + "reason": "Autocast dtype mismatch and Gemma4 device mismatch are separate runtime bugs." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash vs flash-attn fallback checks; not the same defect." + "reason": "Mistral regex patch crash is unrelated to flash-attn2 fallback gating." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect opposite conversion paths and likely different fixes." + "reason": "Both are tokenizer performance regressions, but they affect different conversion directions and do not clearly share one underlying bug." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote_code breakage and Kimi-K2.5 tokenizer regression are different problems." + "reason": "Remote_code loading regression is not the same as the Kimi-K2.5 tokenizer codec-handling regression." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM loading failure and flash-attn fallback blocking are unrelated." + "reason": "MobileLLM key error and flash-attn fallback gating are unrelated." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Weight tying bug and non-persistent buffer corruption are different code paths." + "reason": "lm_head tying bug in Mistral3 is unrelated to non-persistent buffer corruption during from_pretrained." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same v5 documentation regression: both say removed pipeline tasks are still referenced in docs." - }, - { - "left": "issue:43257", - "right": "issue:43866", - "accept": false, - "reason": "Qwen3 MoE weight conversion/loading issue vs corrupted Ovis2 checkpoint; different bugs." + "reason": "These are the same v5 docs cleanup problem: both say removed pipeline task names are still referenced in documentation." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same TypeError caused by unexpected `_is_hf_initialized` during init_empty_weights/model loading." + "reason": "Both report the same `_is_hf_initialized` / `init_empty_weights` regression when constructing/loading models in transformers 5.x." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Qwen3 MoE weight loading and the `_is_hf_initialized` TypeError are separate failures." + "reason": "Qwen3 MoE FP8 training failure and the `_is_hf_initialized` TypeError are different issues." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper load failure and `_torch_extract_fbank_features()` issue are related to audio, but not the same concrete bug." + "reason": "Too little evidence that the whisper runtime failure and `_torch_extract_fbank_features()` issue are the same underlying bug." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "DeepSpeed gradient averaging bug vs Qwen3 MoE loading/weight-conversion issue." - }, - { - "left": "issue:36331", - "right": "issue:41093", - "accept": false, - "reason": "Unexpected kwarg in compute_loss and tensor mask shape mismatch are unrelated errors." - }, - { - "left": "issue:43940", - "right": "issue:45313", - "accept": false, - "reason": "Both are ZeRO-3 loading failures, but they involve different models and distinct missing-weight symptoms." - }, - { - "left": "issue:42947", - "right": "issue:45923", - "accept": false, - "reason": "Gradient checkpointing ineffective and missing gradient_checkpointing support flag are different issues." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and DeepSpeed gradient averaging are separate training bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The two accepted pairs are credible duplicates (43827/44509 docs-v5 pipeline regression; 43872/44291 _is_hf_initialized TypeError), and the rest are appropriately treated as related-but-distinct rather than overmerged." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft pairs are all reasonably supported by the issue titles, especially the remote_code regression, docs cleanup, and `_is_hf_initialized`/`init_empty_weights` family. The cluster is correctly characterized as mostly heterogeneous." }, "evaluator_used": true, "retried": false, @@ -1561,35 +1566,34 @@ "component_index": 1, "component_count": 19, "review_unit_index": 5, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ "issue:24643", "issue:30064", "issue:36010", + "issue:36331", "issue:38175", - "issue:39692", "issue:41093", "issue:41553", "issue:42617", "issue:42915", - "issue:43317", + "issue:42947", "issue:43366", "issue:43531", "issue:43550", - "issue:43596", "issue:43632", - "issue:43638", "issue:43645", "issue:43646", "issue:43824", "issue:43828", "issue:43854", + "issue:43940", "issue:43950", "issue:43957", "issue:43994", @@ -1600,15 +1604,13 @@ "issue:44560", "issue:44589", "issue:44661", - "issue:44756", "issue:44805", "issue:44863", - "issue:44877", "issue:44910", "issue:44918", "issue:44928", "issue:44991", - "issue:45030", + "issue:45313", "issue:45325", "issue:45584", "issue:45588", @@ -1616,16 +1618,22 @@ "issue:45685", "issue:45823", "issue:45834", - "issue:45902" + "issue:45902", + "issue:45923", + "issue:46402" ], "soft_pairs": [ + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:41553|issue:44991", "issue:43854|issue:44863", "issue:44928|issue:45588", - "issue:41553|issue:44991", "issue:41093|issue:44805", "issue:44479|issue:44560", - "issue:44530|issue:44863", + "issue:44863|issue:46402", "issue:41553|issue:44488", + "issue:44530|issue:44863", "issue:24643|issue:30064", "issue:45325|issue:45902", "issue:43366|issue:43828", @@ -1636,8 +1644,8 @@ "issue:44560|issue:45685", "issue:43824|issue:43957", "issue:43550|issue:44910", - "issue:43645|issue:43646", "issue:42915|issue:43957", + "issue:43645|issue:43646", "issue:43366|issue:44589", "issue:44560|issue:44918", "issue:42617|issue:43366", @@ -1645,246 +1653,204 @@ "issue:44661|issue:45823", "issue:44560|issue:44805", "issue:43632|issue:45834", - "issue:38175|issue:43994", - "issue:43638|issue:44661", - "issue:44877|issue:45030", - "issue:43596|issue:44661", - "issue:44661|issue:44805", - "issue:43317|issue:44756", - "issue:38175|issue:39692" + "issue:38175|issue:43994" ], - "prepared_review_unit_hash": "543e24d5447938e86be21a655a54d3996bad21dc73c7e179f1293d716281b92b", + "prepared_review_unit_hash": "9a022a7c7c0ed17e25e4d76e4d4e14566114e009fead79c689752f628d7013bf", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37728, - "estimated_input_tokens": 9432, - "estimated_eval_tokens": 19120 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36559, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly distinct model- or backend-specific bugs; only the two custom-model initialization reports and the `_is_hf_initialized`/DeepSpeed ZeRO3 reports look like true duplicates. No PRs were present.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43632 is the best root-cause-style issue: it describes the broad Transformers v5 regression in `_is_hf_initialized`, which can explain downstream init failures and is more general than the model-specific symptoms.", + "summary": "Mostly a heterogeneous set of issue reports; only a few soft pairs look like true duplicates. The strongest duplicate subclusters are the custom model init regression, the SigLIP2 wrong-output reports, the mask/index shape-mismatch errors, and the Qwen3.5 video regression reports.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue for the whole set; the items span several unrelated bugs, with only a few small duplicate subclusters.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43632 is the strongest representative because it states the underlying regression directly, is model-agnostic, and has the broadest potential impact among the set.", + "best_issue_reason": "issue:43994 is the strongest representative of an actual duplicate pair: it is clearer and broader than issue:38175 while describing the same SigLIP2 base-patch16-224 bad-output problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:36331", + "right": "issue:41093", "accept": false, - "reason": "Both are load failures, but they target different models/checkpoints and appear to be unrelated loader/config issues." + "reason": "Different failures: Trainer API kwarg mismatch vs tensor mask shape mismatch; no shared code path." }, { - "left": "issue:44928", - "right": "issue:45588", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "Different failure modes: Qwen3.5 3D position_ids/SDPA NaNs vs. flash_attention integration crashing on `s_aux=None`." + "reason": "Both mention gradient checkpointing, but one is LoRA ineffectiveness and the other is a missing flag on a trust_remote_code model; not the same bug." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Same broad area (DeepSpeed ZeRO-3 loading), but different Qwen model families and different missing-weight patterns." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both concern tokenizer loading, but one is a bad error message for Voxtral and the other is a hard load failure for a different model." + "reason": "Unrelated tokenizer-load problems affecting different models; one is an error-message issue, the other is an actual loading failure." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different load failures; too little evidence of a shared underlying bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems and symptoms: RLHF/SDPA gradient instability vs flash_attention attribute crash." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Same error class, but the reports are for different examples/sizes and don\u2019t clearly point to one underlying bug." + "accept": true, + "reason": "Near-identical IndexError about mask length not matching indexed tensor length; same underlying shape-mismatch bug." }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "Both involve Qwen video inputs, but one is a broad v5.3 regression and the other is a specific StopIteration in Qwen3-vl-embedding." + "accept": true, + "reason": "Both describe the same v5.3.0 Qwen3/VL video-input regression; 44560 looks like a specific reproduction of the broader failure." }, { - "left": "issue:44530", - "right": "issue:44863", + "left": "issue:44863", + "right": "issue:46402", "accept": false, - "reason": "PagedAttentionCache / linear_attention is unrelated to NemotronH checkpoint loading." + "reason": "Different model-loading issues for different architectures; no clear common bug." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but they are about different tokenizers/models and different failure points." + "reason": "Different tokenizer/model-loading failures with different models and symptoms." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-shape error and image processor void-mask handling are unrelated subsystems." + "reason": "Completely different domains: DeepSpeed training weight-shape error vs image processor void-segmentation bug." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both mention position/embedding internals, but they are different models and different bugs (still-image temporal scaling vs. uninitialized rotary memory)." + "reason": "Different regressions: Qwen2.5-VL rope scaling vs Qwen3.5-MoE uninitialized rotary embedding memory." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated issues." + "reason": "Different features and failures: GGUF gpt-oss support vs autocast dtype mismatch on Phi-tiny-MoE." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but one is an FSDP2 shared_kv_states bug and the other is a device_map auto-loading mismatch." + "reason": "Same model family, but different bugs: FSDP2 shared_kv_states KeyError vs device_map auto mismatch." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF architecture support and Qwen3-MoE sliding_window behavior are different code paths." + "reason": "Different Qwen/gguf support vs sliding_window behavior; not the same bug." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 batch leakage and Whisper empty-transcription generation are separate audio bugs." + "reason": "AudioFlamingo3 batch leak is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "from_pretrained buffer corruption and Kosmos2.5 OCR index errors are unrelated regressions." + "reason": "Different bugs: non-persistent buffer corruption in from_pretrained vs Kosmos2.5 long OCR index error." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-vl-embedding video StopIteration and MPS histogram int support in MoE are unrelated." + "reason": "Different subsystems: Qwen3-vl video StopIteration vs MoE MPS histogram not implemented." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Importing a missing class and meta-device loading failures are different problems." + "reason": "Both are model-loading regressions, but one is an import/export issue and the other is meta-device initialization; not the same bug." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and attention paths: Bamba torch.compile+SDPA vs. Qwen3.5 flash-attention position_id handling." - }, - { - "left": "issue:43645", - "right": "issue:43646", - "accept": true, - "reason": "Both report the same Transformers v5 custom-model initialization regression; the notebook detail is incidental." + "reason": "Different models and failures: torch.compile/SDPA issue vs FlashAttention illegal-memory-access on Qwen3.5." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and meta-device loading breakage are not the same bug." - }, - { - "left": "issue:43366", - "right": "issue:44589", - "accept": false, - "reason": "GGUF gpt-oss support and missing Float8 storage type are unrelated." - }, - { - "left": "issue:44560", - "right": "issue:44918", - "accept": false, - "reason": "Both touch Qwen3.5 video/input handling, but one is a video StopIteration bug and the other is an embedding unpacking/trainer issue." - }, - { - "left": "issue:42617", - "right": "issue:43366", - "accept": false, - "reason": "3d_parallel.py runtime failure and gpt-oss GGUF support are unrelated." + "reason": "FineGrainedFP8Config failure is unrelated to meta-device loading regressions." }, { - "left": "issue:36010", - "right": "issue:42915", - "accept": false, - "reason": "GenerationMixin import failure and Qwen3Moe FP8 config failure are unrelated." + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same custom model initialization regression in Transformers 5.0.0; one report is just a notebook-specific variant." }, { - "left": "issue:44661", - "right": "issue:45823", + "left": "issue:43366", + "right": "issue:44589", "accept": false, - "reason": "Tokenizer-mapping restriction and Gemma4 PLE device mismatch are different issues." + "reason": "Unrelated support/loading request vs float8 storage lookup error." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Same broad family of shape/runtime errors is not enough; the Qwen video StopIteration and the mask shape mismatch are distinct." + "reason": "Video StopIteration and mask/tensor shape mismatch are unrelated failures." }, { "left": "issue:43632", - "right": "issue:43638", - "accept": true, - "reason": "These look like the same underlying Transformers v5 `_is_hf_initialized`/DeepSpeed ZeRO3 regression, with 43638 showing a specific BertModel manifestation." - }, - { - "left": "issue:38175", - "right": "issue:43994", - "accept": false, - "reason": "Same SigLIP2 model family, but the reported symptoms differ enough to look like separate output/preprocessing problems." - }, - { - "left": "issue:43638", - "right": "issue:44661", - "accept": false, - "reason": "DeepSpeed ZeRO3 init error and tokenizer-mapping failure are unrelated." - }, - { - "left": "issue:44877", - "right": "issue:45030", - "accept": false, - "reason": "Strict config loading for granite_speech and tiny-random glm4v validation are separate config issues." - }, - { - "left": "issue:43596", - "right": "issue:44661", - "accept": false, - "reason": "DeepSpeed ZeRO3 index error with BertModel and tokenizer-mapping constraints are unrelated." - }, - { - "left": "issue:44661", - "right": "issue:44805", - "accept": false, - "reason": "Tokenizer mapping and mask-shape index errors are different bugs." - }, - { - "left": "issue:43317", - "right": "issue:44756", + "right": "issue:45834", "accept": false, - "reason": "device_map auto offload on dequantized models and mmap OOM on Strix Halo are unrelated." + "reason": "Different regressions: _is_hf_initialized flag breakage vs Kosmos2.5 OCR index error." }, { "left": "issue:38175", - "right": "issue:39692", - "accept": false, - "reason": "SigLIP2 incorrect outputs and SigLIP2 documentation example errors are different problems; one is model behavior, the other is example/docs mismatch." + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 base-patch16-224 incorrect output bug; 38175's zero probabilities match 43994's nonsensical results symptomatically." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The two accepted duplicate pairs are well-supported by the issue titles, and the rejected pairs are phrased cautiously without overclaiming. No PRs were present, so there is no mergeability concern." + "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The rejected soft pairs are explained with clear title-level differences, and the accepted pairs are plausible duplicates without overclaiming beyond the available evidence. The heterogeneous-set conclusion is supported by the item titles, and no PR-mergeability issue applies here since this is an issue-only packet." }, "evaluator_used": true, "retried": false, @@ -1897,25 +1863,25 @@ "component_index": 1, "component_count": 19, "review_unit_index": 6, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ - "issue:36010", - "issue:39404", + "issue:38175", "issue:39692", "issue:41720", "issue:42491", "issue:42915", - "issue:42947", "issue:43257", + "issue:43317", "issue:43404", - "issue:43425", "issue:43454", + "issue:43596", + "issue:43638", "issue:43644", "issue:43645", "issue:43708", @@ -1924,22 +1890,24 @@ "issue:43856", "issue:43873", "issue:43931", - "issue:43957", "issue:43994", "issue:44075", "issue:44155", "issue:44164", "issue:44291", "issue:44387", - "issue:44402", "issue:44451", "issue:44488", "issue:44534", + "issue:44661", "issue:44756", + "issue:44805", + "issue:44877", "issue:44910", "issue:44960", "issue:44977", "issue:44991", + "issue:45030", "issue:45276", "issue:45292", "issue:45313", @@ -1949,25 +1917,30 @@ "issue:45406", "issue:45488", "issue:45588", - "issue:45704", "issue:45812", "issue:46050" ], "soft_pairs": [ + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", "issue:43644|issue:44534", "issue:42491|issue:43720", "issue:41720|issue:42915", "issue:44960|issue:44977", - "issue:45313|issue:45357", "issue:44451|issue:44488", "issue:42915|issue:44756", + "issue:45313|issue:45357", "issue:42491|issue:45276", "issue:43708|issue:44075", - "issue:43644|issue:43645", "issue:44488|issue:44991", + "issue:43644|issue:43645", "issue:39692|issue:43994", - "issue:43854|issue:43931", "issue:45488|issue:45812", + "issue:43854|issue:43931", "issue:43257|issue:43854", "issue:43856|issue:43873", "issue:43856|issue:44387", @@ -1978,241 +1951,235 @@ "issue:44910|issue:45588", "issue:44164|issue:44291", "issue:45276|issue:45335", - "issue:43404|issue:43454", "issue:41720|issue:44155", - "issue:39692|issue:44960", - "issue:43425|issue:43957", - "issue:44402|issue:44488", - "issue:42947|issue:45704", - "issue:36010|issue:39404", - "issue:43873|issue:44387" + "issue:43404|issue:43454" ], - "prepared_review_unit_hash": "73d293a5deaabac2e027222123ce2577a19cae0e8783f6c813c46375507b7326", + "prepared_review_unit_hash": "d420d19c4837f760a11bc9f490dd9d951083e57d93747370660e62267f2f3854", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36709, - "estimated_input_tokens": 9178, - "estimated_eval_tokens": 18612 + "serialized_chars": 37374, + "estimated_input_tokens": 9344, + "estimated_eval_tokens": 18944 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated Transformers bug reports. The only clearly strong duplicate pairs are the non-persistent-buffer junk regression and the resize_token_embeddings propagation bug. The two BERT model-loading failures are too loosely supported to treat as a duplicate pair.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43644 is the clearest canonical issue: it describes a concrete broad regression in Transformers 5.0.0, and issue:44534 reads as a near-exact duplicate of the same non-persistent-buffer junk behavior.", + "summary": "Mostly a heterogeneous set of model-loading, quantization, and generation regressions, with only a few clear duplicate families. The strongest matches are around non-persistent buffers being junk-filled, resize_token_embeddings not propagating to output embeddings, and missing lm_head weight tying in multimodal models. The ZeRO-3 BERT, Qwen3, and similar pairs are better treated as related but distinct bugs rather than true duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "`resize_token_embeddings does not effect to output_embeddings` is the cleanest generic representative of the resize-token-embedding regression family and captures the shared failure more broadly than the model-specific variant.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest overall anchor because it is specific, reproducible, broadly relevant, and has the clearest duplicate evidence among the listed issues.", + "best_issue_reason": "Best canonical issue for the cluster because it states the common bug in a model-agnostic way and is the most reusable anchor for the resize/update-embeddings family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading regressions, but they affect different models and failure surfaces." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3 BERT init IndexError and tokenizer-mapping helper failure are different code paths." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Same as above: deepspeed zero3 BERT init failure is unrelated to add-new-model-like/tokenizer mapping." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping failure and mask/tensor shape IndexError are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/offload behavior, but one is a dequantized-model offload failure and the other is mmap OOM mitigation." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is a docs/example mismatch plus quantization failure." + }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Near-exact same bug: both report Transformers v5 filling non-persistent buffers with junk." + "reason": "Same underlying regression: Transformers 5 fills non-persistent buffers with junk." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/quantization, but the concrete failures and code paths are different." + "reason": "LoRA/Qwen3 MoE compatibility is a different problem from BitNet packed-weight loading." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Same model family, but different failure modes: cudaErrorAssert during auto device mapping vs FineGrainedFP8Config failure." + "reason": "Both are Qwen3-family issues, but the concrete failures differ: CUDA assert vs FP8 config failure." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Both mention flash-attention, but the models and bugs are distinct." - }, - { - "left": "issue:45313", - "right": "issue:45357", - "accept": false, - "reason": "One is a ZeRO-3 weight-loading issue; the other is an incorrect save_pretrained key bug." + "reason": "Both mention Qwen3.5/flash-attention, but the actual failure modes differ." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are BERT-like model-loading failures, but the packet does not show enough to establish the same root cause or a likely duplicate." + "reason": "Both are BERT model-loading failures, but there is no evidence they are the same underlying bug." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Different bugs: FP8 config failure vs mmap-related OOM avoidance." + "reason": "Qwen3 MoE FP8 failure and mmap/OOM avoidance are unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is ZeRO-3 weight loading and the other is save_pretrained visual-key regression." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Unrelated: Qwen3 LoRA loading vs resize_token_embeddings not updating Gemma4 embeddings." + "reason": "LoRA/Qwen3 MoE compatibility is unrelated to resize_token_embeddings behavior." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Training-resume step calculation bug vs optimizer args not being used are unrelated." + "reason": "Trainer resume/max_steps logic and SGD argument handling are unrelated." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Different regressions: buffer initialization corruption vs custom-model Jupyter initialization failure." + "reason": "Both are tokenizer-loading regressions, but for different models and likely different root causes." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Both are tokenizer/model loading problems, but for different models and likely different root causes." + "reason": "Non-persistent buffer junk-fill and Jupyter custom-model initialization are unrelated." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Docs example errors are not the same bug as incorrect AutoModel/pipeline outputs." + "reason": "Both involve SigLIP2, but one is a docs example issue and the other is incorrect AutoModel/pipeline output." }, { - "left": "issue:43854", - "right": "issue:43931", + "left": "issue:45488", + "right": "issue:45812", "accept": false, - "reason": "Different models and different load-time failures." + "reason": "Both are tokenizer regressions in v5, but the affected models and tokenizer changes differ." }, { - "left": "issue:45488", - "right": "issue:45812", + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "Both are tokenizer regressions, but the concrete breakage and affected models differ." + "reason": "Different model-loading failures for different models; no shared bug evidence." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different issues: Qwen3 MoE weight conversion vs GLM-4.7-Flash loading in tests." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to GLM-4.7 Flash test loading." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Memory-usage issue in Qwen3 MoE training vs quantization offloading behavior are different." + "reason": "Both are memory/offload related, but one is training memory inefficiency and the other is quantization/offload behavior." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both involve memory, but one is training inefficiency and the other is int4 OOM from reserved-memory growth." + "reason": "Both mention memory usage, but one is Qwen3 MoE training memory and the other is int4 quantization reserved-memory/OOM regression." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Distinct model-loading failures on different models and different mechanisms." + "reason": "Different model families and different failure modes." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 model issue vs quantized save/load corruption are unrelated." + "reason": "GLM5 discussion and sinq quantization save/load regression are unrelated." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Chat crash on Qwen3.5-35B and Gemma4Processor attribute error are different bugs." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different symptoms and different model subsystems." + "reason": "Qwen3 MoE compatibility and embedding-resize behavior are unrelated." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but the underlying crashes and triggering conditions are different." + "reason": "Different flash-attention failures with different root causes." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Save/from_pretrained extra_state handling and init_empty_weights argument handling are separate bugs." + "reason": "Save/from_pretrained extra_state handling and init_empty_weights argument handling are distinct bugs." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Very close duplicate pattern: resize_token_embeddings fails to propagate to model-specific embedding/output layers in both cases." - }, - { - "left": "issue:43404", - "right": "issue:43454", - "accept": false, - "reason": "Both concern lm_head tying, but they affect different model classes and are not clearly the same concrete bug." + "reason": "Same concrete regression: resize_token_embeddings does not propagate to model-specific output embeddings/tied modules." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different model families and different failure modes." - }, - { - "left": "issue:39692", - "right": "issue:44960", - "accept": false, - "reason": "Docs/example problem vs GLM5 model issue are unrelated." - }, - { - "left": "issue:43425", - "right": "issue:43957", - "accept": false, - "reason": "Torch version incompatibility is not the same as a meta-device loading regression." - }, - { - "left": "issue:44402", - "right": "issue:44488", - "accept": false, - "reason": "Tokenizer vocab-size mismatch and model-loading failure may be related in theme, but not the same bug." - }, - { - "left": "issue:42947", - "right": "issue:45704", - "accept": false, - "reason": "Gradient checkpointing and apex RMSNorm memory leak are unrelated." - }, - { - "left": "issue:36010", - "right": "issue:39404", - "accept": false, - "reason": "ImportError for GenerationMixin and Whisper pipeline return_language regression are different issues." + "reason": "Qwen3 auto device mapping assert and AudioFlamingo3 batched inference token leak are unrelated." }, { - "left": "issue:43873", - "right": "issue:44387", - "accept": false, - "reason": "Quantization offloading bug and int4 reserved-memory OOM are different concrete failures." + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Same underlying bug class: lm_head weights are not tied in multimodal generation models, leading to broken generation." } ] }, "evaluator_result": { "accept": false, - "feedback": "The output is mostly grounded, but one soft-edge verdict is too strong: `issue:44451` vs `issue:44488` is only supported by both being model-loading failures for BERT-like models, and the packet does not show enough to call them a likely duplicate or the same root cause. The summary\u2019s wording is more conservative, but the accepted pair overstates the evidence. The other accepted pairs look more defensible." + "feedback": "The output is mostly conservative, but the summary overstates the evidence. It claims there were true duplicates/near-duplicates around the ZeRO-3 BERT init issues, yet the actual verdicts reject those pairs as unrelated. That mismatch makes the summary not fully grounded in the packet. The accepted duplicates around non-persistent buffers and resize_token_embeddings look plausible, but the overall cluster characterization should be toned down." }, "evaluator_used": true, "retried": true, @@ -2225,17 +2192,18 @@ "component_index": 1, "component_count": 19, "review_unit_index": 7, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ + "issue:36010", "issue:39404", + "issue:39692", "issue:42947", - "issue:43257", "issue:43335", "issue:43381", "issue:43425", @@ -2243,29 +2211,27 @@ "issue:43645", "issue:43646", "issue:43708", - "issue:43716", "issue:43828", "issue:43854", - "issue:43906", + "issue:43873", "issue:43957", "issue:44155", "issue:44164", - "issue:44265", "issue:44291", "issue:44292", "issue:44387", "issue:44402", "issue:44451", "issue:44479", + "issue:44488", "issue:44530", "issue:44589", "issue:44683", "issue:44756", - "issue:44863", "issue:44877", - "issue:44898", "issue:44912", "issue:44928", + "issue:44960", "issue:45084", "issue:45216", "issue:45276", @@ -2276,6 +2242,7 @@ "issue:45684", "issue:45698", "issue:45701", + "issue:45704", "issue:45759", "issue:45812", "issue:45823", @@ -2283,6 +2250,12 @@ "issue:46315" ], "soft_pairs": [ + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:36010|issue:39404", "issue:45663|issue:45759", "issue:44291|issue:44756", "issue:45663|issue:45859", @@ -2293,9 +2266,9 @@ "issue:43957|issue:44756", "issue:42947|issue:43381", "issue:45276|issue:45292", - "issue:43854|issue:45216", "issue:44164|issue:44756", "issue:43381|issue:44928", + "issue:43854|issue:45216", "issue:44479|issue:44877", "issue:45684|issue:45698", "issue:45588|issue:45663", @@ -2306,256 +2279,257 @@ "issue:43828|issue:43957", "issue:44402|issue:44451", "issue:43425|issue:43828", - "issue:43257|issue:44863", "issue:44589|issue:44756", "issue:39404|issue:45701", "issue:44683|issue:45823", "issue:43611|issue:43645", "issue:43425|issue:45823", - "issue:43425|issue:43716", - "issue:44530|issue:45084", - "issue:43906|issue:44530", - "issue:39404|issue:44912", - "issue:44265|issue:44898" + "issue:44530|issue:45084" ], - "prepared_review_unit_hash": "08c8af2837e8bae55da44f7e248f4acb06187ce510b34e823eb9a13464b326a0", + "prepared_review_unit_hash": "2679b7ee30c27a3601f1a7375fe208d3fda6c3deae526efcdc1894ef38b18045", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38044, - "estimated_input_tokens": 9511, - "estimated_eval_tokens": 19278 + "soft_pair_count": 35, + "serialized_chars": 38225, + "estimated_input_tokens": 9557, + "estimated_eval_tokens": 19370 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are distinct model- or runtime-specific regressions. The only clear duplicate family in this set is the `resize_token_embeddings` regression affecting downstream embedding/output modules, where the model-specific reports are narrower manifestations of the generic bug.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45292 is the broadest, most model-agnostic description of the `resize_token_embeddings` regression, and it cleanly subsumes the Gemma4/T5Gemma variants in this set.", + "summary": "This cluster is mostly heterogeneous and does not form a broad duplicate set. The only clear duplicate-like pair is the resize_token_embeddings/output_embeddings regression; most other pairs are merely same-subsystem or same-version similarities and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45292 is the cleaner, more general statement of the resize_token_embeddings/output_embeddings regression; issue:45276 looks like the Gemma4-specific manifestation of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the best representative issue for the only true duplicate cluster here: it states the underlying bug generically and can absorb the model-specific reports without losing the core failure mode.", + "best_issue_reason": "issue:45292 best represents the shared bug because it states the core failure succinctly and broadly, without extra model-specific noise.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: generic Torch 2.10 incompatibility vs meta-device loading breakage on some models." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated topics: SigLIP2 docs example errors vs a GLM5 model issue." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading problems, but the reported symptoms differ and there is no clear shared bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different code paths: PEFT/gradient checkpointing behavior vs a T5 RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization, but one is offloading behavior and the other is reserved-memory/OOM regression." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import path breakage vs Whisper pipeline return_language regression; not the same bug." + }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Both involve custom/model-architecture loading regressions, but the failure modes are different (`shared_kv_states` FSDP behavior vs. `text_config` unwrapping), so they are not the same bug." + "reason": "Different model families and failures: Gemma4 FSDP attention KeyError vs Qwen config unwrapping in from_config." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "`init_empty_weights` TypeError and Strix Halo mmap OOM are unrelated code paths with different symptoms and fixes." + "reason": "Unexpected init_empty_weights argument vs mmap/OOM on Strix Halo; no shared code-path evidence." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP key handling and Qwen3.5 CPU-offload rotary embedding incompatibility are separate model-specific bugs." + "reason": "Both are Qwen/Gemma model issues, but the failures are distinct and not mergeable as one fix." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batched inference token/embedding leakage is unrelated to Gemma4 PLE device placement during forward." + "reason": "Batched inference token leak across tracks vs Gemma4 device_map forward mismatch; unrelated." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 quantization memory bloat causing OOM is a different problem from disabling mmap to avoid Strix Halo OOM." + "reason": "Different regressions: int4 CUDA reserved memory/OOM vs mmap-related OOM mitigation." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization/loading issues, but they concern different quantization formats and failure modes, not one concrete bug." + "reason": "Both are quantization/load issues, but for different models and formats; too broad to treat as one bug." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer misconfiguration is unrelated to Gemma4 FSDP `shared_kv_states` reconstruction." + "reason": "SwitchTransformers sparse-layer construction bug vs Gemma4 FSDP attention KeyError; unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage and Strix Halo mmap OOM are separate loading/memory issues." + "reason": "Meta-device loading breakage vs mmap OOM workaround; different failure modes." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is about PEFT/LoRA ineffectiveness and the other is about eval-mode restrictions; different bugs." + "reason": "Both mention gradient checkpointing, but one is ineffective with PEFT LoRA and the other is eval-mode restriction." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying `resize_token_embeddings` regression; 45276 is the Gemma4-specific manifestation of the broader bug reported in 45292." - }, - { - "left": "issue:43854", - "right": "issue:45216", - "accept": false, - "reason": "GLM-4.7-Flash loading test failure and Qwen3.5 save_pretrained regression are different model-saving/loading issues." + "reason": "Same underlying resize_token_embeddings regression: output embeddings are not updated; 45276 is the Gemma4-specific report and 45292 is the generic one." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "`extra_state` save/load handling is unrelated to the mmap-related OOM report." + "reason": "save/from_pretrained extra_state handling vs mmap OOM on Strix Halo; unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation is unrelated to the RLHF NaN caused by 3D `position_ids` and SDPA fallback." + "reason": "Gradient checkpointing eval-mode issue vs RLHF NaN explosion from 3D position_ids; different bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Model-loading test failure for GLM-4.7-Flash vs Qwen3.5 save_pretrained regression; not the same issue." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression in Qwen VL models and strict-config loading for granite_speech are different regressions." + "reason": "Video-input regression for Qwen VL models vs strict-config loading failure for granite_speech; unrelated." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "File permission propagation from `save_pretrained` and wrong custom-module selection on `from_pretrained` are distinct issues." + "reason": "Read-only permission propagation in save_pretrained vs wrong custom module loaded after save_pretrained; different bugs." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sink handling crash and Gemma4 FSDP `shared_kv_states` bug are unrelated." + "reason": "Flash-attention crash on s_aux=None vs Gemma4 FSDP shared_kv_states error; different code paths." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks and `resume_from_checkpoint` max-step miscalculation are separate bugs." + "reason": "Custom model initialization vs Trainer max_steps resume logic; no duplicate signal." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization and `extra_state` serialization problems are different code paths." + "reason": "Notebook custom-model init regression vs extra_state save/load handling; unrelated." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Tokenizer correctness regression and tokenizer performance regression are not the same bug." + "reason": "Tokenizer correctness regression vs tokenizer performance regression; different problems." }, { "left": "issue:45292", "right": "issue:45335", - "accept": true, - "reason": "Same `resize_token_embeddings` family: both report that a model-specific embedding module is not updated after resizing." + "accept": false, + "reason": "Same resize_token_embeddings theme, but 45335 is T5Gemma decoder.embed_tokens-specific and not clearly the same bug." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and meta-device loading failures are unrelated." + "reason": "Autocast dtype mismatch on Phi MoE vs meta-device loading breakage; unrelated." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Token vocab-size mismatch in one model and a separate model-loading failure are not the same underlying issue." + "reason": "Token-vocab mismatch in one model vs load failure for another model; too little evidence of a shared bug." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 compatibility is a version-support issue, not the same as the Phi MoE autocast dtype mismatch." - }, - { - "left": "issue:43257", - "right": "issue:44863", - "accept": false, - "reason": "Qwen3 MOE weight conversion failure and NemotronH checkpoint loading failure are different model-loading bugs." + "reason": "Torch version compatibility issue vs model-specific autocast dtype mismatch; not the same underlying bug." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Missing Float8 storage type and Strix Halo mmap OOM are unrelated." + "reason": "Float8 storage lookup error vs mmap/OOM issue; different root causes." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline `return_language` regression and tokenizer behavior changes are different problems." + "reason": "Whisper pipeline return_language regression vs broad tokenization changes across versions; not the same concrete bug." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch >= 2.9 and Gemma4 device-mapping mismatch are unrelated failures." + "reason": "Compiled flex_attention on torch>=2.9 vs Gemma4 device mismatch during forward; unrelated." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are custom-model regressions in Transformers 5.0.0, but they describe different breakages and likely need different fixes." + "reason": "Both are v5 custom-model regressions, but one is about base_model_prefix loading and the other about notebook-defined model initialization; not clearly the same bug." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility and Gemma4 forward device mismatch are not the same bug." - }, - { - "left": "issue:43425", - "right": "issue:43716", - "accept": false, - "reason": "Torch 2.10 incompatibility is unrelated to the Mistral-3 image-preprocessor/model dtype mismatch." + "reason": "General Torch 2.10 incompatibility vs Gemma4 forward device mismatch; unrelated." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and compiler error on non-template nodes are different code-path failures." - }, - { - "left": "issue:43906", - "right": "issue:44530", - "accept": false, - "reason": "The isolated reproduction issue does not match the specific PagedAttentionCache crash." - }, - { - "left": "issue:39404", - "right": "issue:44912", - "accept": false, - "reason": "Whisper pipeline language handling and MXFP4 loading/fallback behavior are unrelated." - }, - { - "left": "issue:44265", - "right": "issue:44898", - "accept": false, - "reason": "`torch.export` failing on `torch_compilable_check` and Perceiver resizing/interpolation failure are distinct issues." + "reason": "Qwen3.5 PagedAttentionCache crash vs a template-node compilation TypeError; different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The two accepted pairs are well-supported as the same `resize_token_embeddings` family, with 45292 as a reasonable canonical issue. No verdict appears to overstate evidence." + "feedback": "The assessment is conservative and well grounded in the packet. The only accepted pair, issue:45276 vs issue:45292, is a plausible same-bug duplicate family, and the other pair rejections stay within the evidence available from titles/body summaries. The cluster summary does not overstate duplication and correctly characterizes the set as mostly heterogeneous." }, "evaluator_used": true, "retried": false, @@ -2568,26 +2542,23 @@ "component_index": 1, "component_count": 19, "review_unit_index": 8, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ "issue:32090", - "issue:34567", "issue:36032", "issue:39404", - "issue:40444", "issue:40990", "issue:42915", "issue:43299", "issue:43421", "issue:43425", "issue:43452", - "issue:43541", "issue:43582", "issue:43596", "issue:43611", @@ -2602,6 +2573,7 @@ "issue:43994", "issue:44079", "issue:44164", + "issue:44265", "issue:44479", "issue:44488", "issue:44509", @@ -2613,35 +2585,41 @@ "issue:44737", "issue:44756", "issue:44805", - "issue:44811", + "issue:44898", + "issue:44912", "issue:44918", "issue:44987", "issue:44991", "issue:45081", "issue:45084", - "issue:45584", "issue:45759", "issue:45859", "issue:46050", - "issue:46326" + "issue:46285", + "issue:46326", + "issue:46402" ], "soft_pairs": [ + "issue:43425|issue:43716", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:44265|issue:44898", "issue:44479|issue:44805", "issue:43906|issue:46326", "issue:46050|issue:46326", - "issue:43901|issue:44509", "issue:44589|issue:45084", + "issue:43901|issue:44509", "issue:43425|issue:44918", "issue:43299|issue:43931", "issue:43994|issue:44079", - "issue:44164|issue:45759", "issue:36032|issue:43452", "issue:44671|issue:44991", + "issue:44164|issue:45759", "issue:43596|issue:44683", "issue:44991|issue:45081", "issue:43856|issue:44756", - "issue:39404|issue:44671", "issue:44164|issue:44479", + "issue:39404|issue:44671", "issue:44737|issue:45859", "issue:43582|issue:43632", "issue:44488|issue:45081", @@ -2649,229 +2627,232 @@ "issue:44488|issue:44987", "issue:32090|issue:39404", "issue:43611|issue:43644", + "issue:46285|issue:46402", "issue:40990|issue:43421", "issue:43716|issue:45084", "issue:36032|issue:42915", - "issue:43643|issue:44530", - "issue:34567|issue:40444", - "issue:40444|issue:46326", - "issue:44811|issue:45584", - "issue:43541|issue:45084" + "issue:43643|issue:44530" ], - "prepared_review_unit_hash": "d7f757531cb609d7a4b25c8fa178c9572dde3bb20210a32b74cc19154b5f8a42", + "prepared_review_unit_hash": "cf79c039b13933bb70acc2c6c81f979cd23d7fd190e12d8686e54725ad317d4a", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37000, - "estimated_input_tokens": 9250, - "estimated_eval_tokens": 18756 + "soft_pair_count": 32, + "serialized_chars": 37409, + "estimated_input_tokens": 9353, + "estimated_eval_tokens": 18962 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated individual bug reports, with only broad thematic overlap around Transformers v5 regressions, tokenizer loading, Whisper, and Qwen-family models. None of the soft pairs look like true duplicates of the same underlying bug/change.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43611 is the broadest and most representative loading-regression report in the set; it targets a concrete v5 model-loading path and is more general than the model-specific or peripheral reports.", + "summary": "This cluster is not a duplicate set; it\u2019s a loose bucket of unrelated Transformers v5 regressions and model/tokenizer-specific bugs. The closest thing to a representative issue is a broad loading regression, but the soft pairs should all be rejected.", + "confidence": 0.79, + "canonical_issue_reason": "If one issue must represent the cluster, 43611 is the broadest and most central user-facing regression: v5 model loading breaks for a general class of models with `base_model_prefix`.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best single representative issue because it describes a general Transformers v5 loading failure that could plausibly subsume nearby loading-related reports without being too narrow.", + "best_issue_reason": "43611 is the best single representative because it is concrete, version-linked, and broadly applicable compared with the more model-specific or docs-only reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44479", - "right": "issue:44805", + "left": "issue:43425", + "right": "issue:43716", "accept": false, - "reason": "Different failures: a v5 video-input regression across several Qwen VL models vs a mask/tensor shape IndexError. No same code path." + "reason": "Different bugs: Torch 2.10 incompatibility vs image preprocessor/model dtype mismatch." }, { "left": "issue:43906", - "right": "issue:46326", + "right": "issue:44530", "accept": false, - "reason": "One is a reproduction of an old issue; the other is a mistral_common tokenizer bug in continue_final_message. Unrelated." + "reason": "Different code paths: a reproduction of another issue vs a Qwen3.5 PagedAttentionCache crash." }, { - "left": "issue:46050", - "right": "issue:46326", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "Quantized save/load corruption is unrelated to tokenizer continue_final_message behavior." + "reason": "Whisper pipeline `return_language` regression is unrelated to gpt-oss MXFP4 quantization fallback." }, { - "left": "issue:43901", - "right": "issue:44509", + "left": "issue:44265", + "right": "issue:44898", "accept": false, - "reason": "Both mention docs, but one is about return_all_scores and the other about removed pipeline tasks. Different documentation issues." + "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver non-default resolution interpolation." }, { - "left": "issue:44589", - "right": "issue:45084", - "accept": false, - "reason": "Float8 storage lookup failure is unrelated to a Jinja/template compilation error." + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Both are regressions, but one is video input handling and the other is a mask shape IndexError." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "No shared bug: unrelated reproduction issue vs mistral_common `continue_final_message` behavior." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption is unrelated to tokenizer message-continuation handling." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: missing Float8 storage vs template-node compilation error." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both touch docs, but they refer to different removed/changed pipeline behavior." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch 2.10 compatibility and Qwen3.5 embedding unpacking are different problems." + "reason": "Environment compatibility issue vs TRL SFT embedding unpacking bug." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both concern Qwen3-VL loading, but one is a MoE model-loading breakage and the other is a specific weight-shape mismatch. Not the same bug." + "reason": "Same model family, but different failures: loading broken vs checkpoint shape mismatch." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 bad outputs vs ModelOutput key assignment with None are unrelated." - }, - { - "left": "issue:44164", - "right": "issue:45759", - "accept": false, - "reason": "Extra_state save/load handling is a different code path from composite Qwen text_config unwrapping." + "reason": "SigLIP inference nonsense and ModelOutput key assignment are unrelated." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5Tokenizer special-token conflict and gguf_file loading breakage are distinct tokenizer/model-loading issues." + "reason": "Tokenizer method-name conflict is unrelated to gguf file loading failures." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT MLM prediction regression and tokenizer loading failure for EMBEDDIA/est-roberta are not the same underlying bug." + "reason": "Different models and symptoms: CamemBERT MLM outputs vs est-roberta tokenizer loading." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to `text_config` unwrapping in composite configs." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed ZeRO-3 init index error is unrelated to compiled flex_attention on newer torch." + "reason": "DeepSpeed ZeRO3 init error is unrelated to compiled flex_attention on newer torch." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer-loading failures affecting different models and code paths." + "reason": "Both involve tokenizer loading, but they are different models with different root causes." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Training memory inefficiency in Qwen3 MoE is unrelated to disabling mmap on Strix Halo." + "reason": "Memory inefficiency in Qwen3 MoE training is not the same as Strix Halo mmap OOM avoidance." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:44164", + "right": "issue:44479", "accept": false, - "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM predictions are different model/task bugs." + "reason": "Save/load extra_state bug is unrelated to the Qwen VL video-input regression." }, { - "left": "issue:44164", - "right": "issue:44479", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen VL video-input regression." + "reason": "Whisper pipeline bug and CamemBERT masked-LM regression are unrelated." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device-related, but one is XLNet CPU arange placement and the other is Qwen3.5 MoE rotary embedding CPU offload behavior. Different fixes." + "reason": "Both mention device behavior, but one is CPU tensor creation and the other is CPU offload compatibility." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag breakage are unrelated." + "reason": "Apple Silicon warmup TypeError is unrelated to `_is_hf_initialized` breakage." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Loading a specific tokenizer/model and Mistral regex patching are distinct issues." + "reason": "Both are tokenizer-load failures, but for different models and different failure mechanisms." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Model-addition generation tooling bug and flex_attention compile failure do not share a concrete code path." + "reason": "Model-registration logic and flex_attention compilation are unrelated." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading complaints, but for different models and different failure modes; not duplicates." + "reason": "Different model-loading regressions with no shared underlying code-path." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper return_language pipeline behavior." + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper `return_language` behavior." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers. Different underlying bugs." + "reason": "Both are v5 regressions, but one is model-loading logic and the other is non-persistent buffer initialization." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and failures: CLIP structure inconsistency vs Sam3 text-encoder weights not loading." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on a model/dataset is unrelated to runtime special-token post-processor updates." + "reason": "Perplexity quality issue is unrelated to runtime special-token/post-processor updates." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image-preprocessor dtype mismatch is unrelated to template-node compilation failures." + "reason": "Dtype mismatch in Mistral-3 vision setup is unrelated to template-node compilation failure." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer load conflict in T5 and FineGrainedFP8Config failure in Qwen3Moe are unrelated." + "reason": "Tokenizer method conflict is unrelated to Qwen3Moe FP8 config failure." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "trust_remote_code config field loss and Qwen3.5 PagedAttentionCache group-type crash are different issues." - }, - { - "left": "issue:34567", - "right": "issue:40444", - "accept": false, - "reason": "TrainerState token-count tracking and Qwen2.5-VL multi-image IterableDataset finetuning failure are unrelated." - }, - { - "left": "issue:40444", - "right": "issue:46326", - "accept": false, - "reason": "Multi-image Qwen2.5-VL finetuning failure is unrelated to mistral_common continue_final_message behavior." - }, - { - "left": "issue:44811", - "right": "issue:45584", - "accept": false, - "reason": "Both are Whisper-related, but one is skip_special_tokens handling in batch_decode and the other is empty transcription after align_special_tokens. Not the same concrete bug." - }, - { - "left": "issue:43541", - "right": "issue:45084", - "accept": false, - "reason": "Mixtral grouped_mm tracing failure and template compilation error are unrelated." + "reason": "AutoConfig remote-code field loss is unrelated to Qwen3.5 linear_attention cache crash." } ] }, @@ -2887,15 +2868,17 @@ "component_index": 1, "component_count": 19, "review_unit_index": 9, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ + "issue:34567", "issue:36032", + "issue:40444", "issue:42175", "issue:42915", "issue:43089", @@ -2907,15 +2890,14 @@ "issue:43452", "issue:43482", "issue:43540", + "issue:43541", "issue:43644", "issue:43645", "issue:43646", - "issue:43742", "issue:43746", "issue:43819", "issue:43883", "issue:43994", - "issue:44062", "issue:44206", "issue:44220", "issue:44265", @@ -2928,25 +2910,28 @@ "issue:44530", "issue:44534", "issue:44610", - "issue:44683", + "issue:44811", "issue:44849", "issue:44987", "issue:44991", "issue:45081", "issue:45084", - "issue:45216", "issue:45325", - "issue:45357", "issue:45507", + "issue:45584", "issue:45987", "issue:46178", "issue:46315", "issue:46326" ], "soft_pairs": [ - "issue:42175|issue:46178", + "issue:34567|issue:40444", + "issue:40444|issue:46326", + "issue:44811|issue:45584", + "issue:43541|issue:45084", "issue:44451|issue:44987", "issue:42915|issue:44530", + "issue:42175|issue:46178", "issue:43644|issue:43646", "issue:44206|issue:44220", "issue:43452|issue:43482", @@ -2962,8 +2947,8 @@ "issue:43645|issue:44534", "issue:43646|issue:44534", "issue:43404|issue:44466", - "issue:43089|issue:45987", "issue:44403|issue:45081", + "issue:43089|issue:45987", "issue:43883|issue:44991", "issue:42915|issue:45084", "issue:43322|issue:43540", @@ -2971,208 +2956,237 @@ "issue:43377|issue:43819", "issue:44451|issue:45081", "issue:44265|issue:44610", - "issue:44991|issue:46315", "issue:44987|issue:45081", - "issue:42915|issue:44291", - "issue:45216|issue:45357", - "issue:44220|issue:44683", - "issue:36032|issue:43742", - "issue:44062|issue:44987" + "issue:44991|issue:46315", + "issue:42915|issue:44291" ], - "prepared_review_unit_hash": "d6e0431b6f579bd2ca036eaba549df3cfbae8da5794028a15d830e4035b0b443", + "prepared_review_unit_hash": "5c5bd67e33086538ef9e23c5fd9d98ae5c4c285e36b4bbef6d1fe8b07c5dd363", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37471, - "estimated_input_tokens": 9368, - "estimated_eval_tokens": 18992 + "serialized_chars": 37483, + "estimated_input_tokens": 9371, + "estimated_eval_tokens": 18998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly heterogeneous regression reports, with a few small near-duplicate subclusters around loading/serialization behavior. I only see two soft pairs that look like the same underlying bug; the rest are related only at a broad subsystem level and should stay separate.", - "confidence": 0.56, - "canonical_issue_reason": "issue:43452 is the best umbrella for the gguf_file/from_pretrained loading regression: it names the generic API break, while issue:43482 reads like a model-specific instance of the same failure path.", + "summary": "This cluster looks like a set of unrelated false-positive similarities across Transformers issues; none of the soft pairs appear to describe the same underlying bug/change, so I would not merge any of them.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is a reliable duplicate representative here: the items span unrelated regressions in training, tokenizers, audio, model loading, generation, and backend/dependency handling.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43452 is the clearest representative of an actual duplicate pair and captures the broader loading bug more generally than the model-specific report.", + "best_issue_reason": "No best issue stands out as the cluster's true duplicate target; the overlap is mostly superficial topic similarity rather than one shared code-path bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:46178", + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting and Qwen2.5-VL multi-image dataset failure are unrelated bugs." + }, + { + "left": "issue:40444", + "right": "issue:46326", "accept": false, - "reason": "Different backend-registration failures: torch-only install missing tensorflow backend vs an undefined tensorflow_text backend. Same area, different bug." + "reason": "IterableDataset multimodal loading and mistral_common continue_final_message are different tokenizer/model paths." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens and the other is empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing and non-template-node compilation are distinct failure modes." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures in v5, but they point to different models and likely different code paths." + "reason": "Different models and different loading regressions; no shared underlying bug is evident." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Different failures: FineGrainedFP8Config handling vs PagedAttentionCache/linear_attention on Qwen3.5. Same family, not the same bug." + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache crash are separate issues." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-related, but missing tensorflow in the torch extra and missing tensorflow_text in BACKENDS_MAPPING are different dependency bugs." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both mention v5/custom-model initialization, but one is about non-persistent buffer initialization and the other is a broader notebook/custom-model init regression." + "reason": "Both mention Transformers 5.0.0, but one is non-persistent buffers and the other is custom model initialization." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Related audio feature-extraction area, but one is an unsupported center arg in LasrFeatureExtractor and the other is a lower-level fbank helper issue." + "reason": "Audio feature-extraction bugs, but the unsupported center arg and the _torch_extract_fbank_features issue are not the same code-path." }, { "left": "issue:43452", "right": "issue:43482", - "accept": true, - "reason": "These look like the same gguf_file loading regression; 43482 is a concrete model-specific manifestation of the generic from_pretrained breakage in 43452." + "accept": false, + "reason": "Both are GGUF-related, but one is generic from_pretrained breakage and the other is a Qwen2.5-GGUF/v5 load failure." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation/compiled forward inconsistency is a different problem from StaticCache.get_seq_length returning the wrong type." + "reason": "Chunked generation inconsistency with compiled forward and StaticCache.get_seq_length type mismatch are different generation bugs." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Different model-loading issues: missing all_tied_weights_keys on MolmoForCausalLM vs failure loading cjvt/sleng-bert." + "reason": "Missing all_tied_weights_keys and a model load failure for cjvt/sleng-bert are unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "device_map/offload dequantized-model loading is a different failure mode from GGUF loading in 43482." + "reason": "Dequantized model offload with device_map=auto and Qwen2.5-GGUF loading failure are different loader issues." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer add_special_tokens conflict is unrelated to custom model initialization in Jupyter notebooks." + "reason": "T5Tokenizer add_special_tokens conflict is unrelated to custom model initialization in notebooks." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen bugs: output_hidden_states handling vs rope/position_ids scaling for Qwen2.5-VL." + "reason": "Different Qwen model families and different bugs: hidden_states output vs rope-index scaling." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Different code paths: template compilation failure vs GraniteMoEHybrid calling an invalid method." + "reason": "Can't compile non-template nodes and GraniteMoEHybrid invalid method are not the same underlying error." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model load regressions in v5, but they involve different models and no evidence of the same root cause." + "reason": "Both are v5 load regressions, but they affect different models and different loading surfaces (model vs tokenizer)." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "Unrelated failures: PEFT adapter local checkpoint loading vs mistral_common continue_final_message behavior." + "reason": "PEFT local-checkpoint loading and mistral_common continue_final_message are unrelated issues." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both are audio-related, but one is chat-template sampling-rate defaults and the other is missing padding-mask support in MIMI encoder." + "reason": "Sampling-rate defaulting in apply_chat_template and MIMI padding-mask output drift are separate audio bugs." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook custom-model init and non-persistent-buffer junk are related only at a broad v5 regression level, not the same concrete bug." + "reason": "Notebook custom-model init breakage is different from the non-persistent-buffer serialization bug." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "The titles suggest different symptoms: general custom-model init vs non-persistent buffer corruption; not enough to merge as duplicates." + "reason": "Generic custom model initialization regression does not match the buffer-filling/serialization issue." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both involve lm_head.weight/tied weights, but one is an untied-weight bug and the other is inconsistent save serialization by device." + "reason": "Untied lm_head weights in Mistral3 are unrelated to device-dependent lm_head serialization." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Generation performance overhead and StaticCache sequence-length typing are unrelated." + "reason": "Noisy transformer loading and the Mistral regex patch backend_tokenizer AttributeError are different problems." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "Noise while loading a transformer vs a Mistral tokenizer regex patch crash are different issues." + "reason": "Generation GPU-sync/dispatch overhead is unrelated to StaticCache.get_seq_length returning a tensor." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different failing models and different errors; not the same underlying load bug." + "reason": "A Molmo model attribute bug and an EMBEDDIA tokenizer load failure are unrelated." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8Config failure and init_empty_weights/_is_hf_initialized TypeError are separate initialization paths." + "reason": "FineGrainedFP8Config failure and init_empty_weights/_is_hf_initialized TypeError are different initialization paths." }, { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Same Qwen3.5 save_pretrained serialization regression; 45357 is a later report of the same incorrect checkpoint/visual-encoder-key behavior." + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next load-time segfault and Qwen3OmniMoe video-processing ValueError are different multimodal bugs." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Audio fbank feature extraction and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "Siglip2 nonsensical outputs and OmDet-Turbo 640px/224px mismatch are unrelated model issues." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:43377", + "right": "issue:43819", "accept": false, - "reason": "Different tokenizer/model loading failures: T5Tokenizer add_special_tokens conflict vs MobileLLM key error." + "reason": "MIMI batched-vs-single padding-mask mismatch and DAC.from_latents STE mismatch are different implementation bugs." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Loading ScandiBERT and patching Mistral regex/tokenizer internals are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "AddedToken special-argument handling and a model/tokenizer load failure for a specific repo are not the same bug." + "reason": "torch.export with torch_compilable_check and OmDet-Turbo input-size mismatch are different failures." + }, + { + "left": "issue:44987", + "right": "issue:46315", + "accept": false, + "reason": "Model loading failure and slow convert_tokens_to_ids on slow tokenizers are not the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted soft pairs are reasonably supported by the titles, and the rejected pairs do not overreach into duplicate claims." - }, - "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 }, @@ -3181,13 +3195,13 @@ "component_index": 1, "component_count": 19, "review_unit_index": 10, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ "issue:33666", "issue:35707", @@ -3195,23 +3209,21 @@ "issue:40444", "issue:40990", "issue:41720", - "issue:42175", "issue:42915", "issue:43296", - "issue:43317", "issue:43381", "issue:43404", "issue:43421", "issue:43425", "issue:43482", - "issue:43525", "issue:43531", "issue:43611", "issue:43632", + "issue:43742", "issue:43792", - "issue:43818", - "issue:43856", + "issue:44062", "issue:44079", + "issue:44220", "issue:44291", "issue:44403", "issue:44462", @@ -3224,14 +3236,15 @@ "issue:44811", "issue:44829", "issue:44877", + "issue:44987", "issue:44991", "issue:45020", "issue:45127", + "issue:45216", "issue:45325", "issue:45357", "issue:45479", "issue:45538", - "issue:45542", "issue:45663", "issue:45812", "issue:45923", @@ -3239,12 +3252,16 @@ "issue:46326" ], "soft_pairs": [ - "issue:43632|issue:44756", + "issue:45216|issue:45357", + "issue:44220|issue:44683", + "issue:36032|issue:43742", + "issue:44062|issue:44987", "issue:46209|issue:46326", + "issue:43632|issue:44756", "issue:44479|issue:45325", "issue:42915|issue:44589", - "issue:43404|issue:45127", "issue:36032|issue:41720", + "issue:43404|issue:45127", "issue:43531|issue:44877", "issue:40444|issue:45325", "issue:43611|issue:44534", @@ -3252,8 +3269,8 @@ "issue:43425|issue:44403", "issue:40990|issue:44811", "issue:44079|issue:45663", - "issue:43632|issue:44534", "issue:43792|issue:44589", + "issue:43632|issue:44534", "issue:33666|issue:40444", "issue:44403|issue:44991", "issue:43421|issue:44568", @@ -3263,228 +3280,220 @@ "issue:44291|issue:44589", "issue:44829|issue:45479", "issue:44462|issue:45812", - "issue:43482|issue:45538", - "issue:43317|issue:43856", - "issue:43482|issue:43525", - "issue:43818|issue:45357", - "issue:42175|issue:45542", - "issue:44079|issue:44534" + "issue:43482|issue:45538" ], - "prepared_review_unit_hash": "a610ea82ce437a6f7c748d7f19d9476e0ba4e7ee6dcb7972ff42f685be7233e4", + "prepared_review_unit_hash": "97c1b7b497b137178096c281af5dd0bd5bf6bd6aca464db80ae296f65ba7e101", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36703, - "estimated_input_tokens": 9176, - "estimated_eval_tokens": 18608 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35772, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated regressions in Qwen/VL, tokenizers, torch/version compatibility, config loading, and generation internals. None of the soft pairs look like the same underlying bug/change, so they should stay separate.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a set of unrelated issue reports that only share broad theme words like \"v5 regression\" or \"tokenizer\". I\u2019d accept only two soft matches as likely same underlying bugs: Qwen3.5 save_pretrained regressions, and AutoTokenizer/tokenizer.json loading regressions. The rest are too model- or code-path-specific to merge.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45020 is the best umbrella representative: it captures the broad, recurring class of recent transformers v5 loading regressions around remote_code, which is the closest common thread in this mostly heterogeneous set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45020 is the most central and general issue in the set, so it best represents the cluster without being overly tied to one model or one narrow failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report Qwen3.5 save_pretrained producing incorrect checkpoints after recent transformers versions; 45357 looks like a specific continuation of the same save_pretrained regression." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems and failures: fbank feature extraction vs compiled flex_attention on new torch versions." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated tokenizer construction error vs a model-loading KeyError for MobileLLM-125M." + }, + { + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Both mention Transformers v5 and loading behavior, but one is about `_is_hf_initialized` and the other about mmap/OOM on Strix Halo; different failure modes and code paths." + "reason": "Both mention loading problems, but the underlying failure modes and affected code paths are different." }, { "left": "issue:46209", "right": "issue:46326", "accept": false, - "reason": "FP8 inference on B200 and `continue_final_message` for mistral_common tokenizers are unrelated subsystems and symptoms." + "reason": "FP8 inference on B200 is unrelated to a mistral_common tokenizer continue_final_message bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized regression and Strix Halo mmap OOM are unrelated issues." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen VL/video issues, but one is a broad v5.3 regression across several models and the other is a specific still-image RoPE scaling bug in Qwen2.5-VL." + "reason": "Both touch Qwen VL models, but one is a broad video-input regression while the other is a specific still-image rope/position-id bug." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and missing Float8 storage are adjacent to FP8, but they are different concrete errors and likely different fixes." + "reason": "Both involve FP8 terminology, but the reported errors and code paths are different." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Mistral3 tied lm_head weight bug is not the same as LoRA merge collapse with extended vocab; different models and mechanisms." + "reason": "Tokenizer method-name conflict vs CUDA assert during auto device mapping are unrelated." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "T5 tokenizer attribute conflict and Qwen3 auto device-map cuda assert are unrelated tokenizer vs GPU dispatch issues." + "reason": "Both mention tied weights, but one is a missing lm_head tie in a model class and the other is a LoRA/extended-vocab collapse issue." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and strict config loading for granite_speech are different config-validation problems." + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to strict config loading for granite_speech." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is iterable dataset multi-image finetuning and the other is RoPE position scaling for still images; not the same bug." + "reason": "Both are Qwen2.5-VL issues, but one is multi-image IterableDataset finetuning and the other is a rope-index temporal-position bug." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Base model prefix loading regression and non-persistent buffer junk are both v5-related but affect different model-loading internals." + "reason": "Generic v5 model-loading breakage and junk non-persistent buffers are distinct regressions." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding window issue do not share a concrete code path." + "reason": "PaddleOCR-VL loading in vLLM is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 compatibility and noisy transformer loading are separate versioning vs logging concerns." + "reason": "Torch 2.10 compatibility and loading noise are unrelated." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skipping special tokens are unrelated model-evaluation vs decoding bugs." + "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper batch_decode special-token handling." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma-4 FSDP2 shared_kv_states rebuilding are different runtime behaviors with no shared fix surface." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 KeyError are different bugs." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is about model init flags and the other about buffer initialization; not the same bug." + "reason": "Whisper run failure and Float8 storage lookup error are unrelated." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Whisper model load failure and missing Float8 storage are distinct issues in different parts of the stack." + "reason": "Different v5 regressions with different symptoms and code paths." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen2-VL/Qwen2.5-VL training topics, but multi-GPU training and multi-image iterable-dataset finetuning are not the same underlying bug." + "reason": "Both are VL training-related, but multi-GPU training and multi-image IterableDataset failures are not the same bug." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Noise during transformer loading and tokenizer loading failure for EMBEDDIA/est-roberta are different regressions." + "reason": "Noise during loading and a tokenizer-loading failure for a specific model are unrelated." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime special-token post-processor updates and BOS/EOS not being added for mdeberta tokenizer are different tokenizer issues." + "reason": "Both involve special tokens, but one is runtime post-processor updating and the other is missing BOS/EOS addition; not clearly the same bug." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch >=2.9 and remote_code model loading regressions are unrelated torch-kernel vs model-loading changes." + "reason": "Compiled flex_attention on torch >= 2.9 is unrelated to remote_code loading regressions." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing in eval mode and missing supports_gradient_checkpointing on a trust_remote_code model are related only superficially; one is a mode restriction, the other a model capability flag." + "reason": "Eval-mode gradient checkpointing restriction and a missing supports_gradient_checkpointing flag are different issues." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values and Qwen2.5-VL multi-image finetuning are different generation vs data pipeline bugs." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument during init_empty_weights and missing Float8 storage are separate compatibility failures." + "reason": "Unexpected _is_hf_initialized argument and missing Float8 storage type are distinct TypeErrors." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "FlashAttention-3 degenerate training and single_label_classification num_labels=1 zero-loss are both training symptoms, but they stem from different model-loss paths." + "reason": "Degenerate training from flash_attention_3 and zero-loss single-label classification are different defects." }, { "left": "issue:44462", "right": "issue:45812", - "accept": false, - "reason": "Tokenizer.json being ignored and Granite token IDs being wrong are tokenizer-related, but one is file selection and the other is output encoding logic." + "accept": true, + "reason": "Both point to AutoTokenizer/tokenizer.json loading being wrong, with 45812 describing the downstream symptom of that same regression on Granite models." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading with transformers v5 and CLIPTokenizer model_max_length are unrelated loading vs tokenizer-constant issues." - }, - { - "left": "issue:43317", - "right": "issue:43856", - "accept": false, - "reason": "Device-map offload failure for dequantized models and Qwen3 MoE training memory usage are distinct memory/offload problems." - }, - { - "left": "issue:43482", - "right": "issue:43525", - "accept": false, - "reason": "Qwen2.5-GGUF loading failure and Llama4Config missing pad_token_id are different model-compatibility regressions." - }, - { - "left": "issue:43818", - "right": "issue:45357", - "accept": false, - "reason": "Video-LLaVA temporal attention/weight sharing bug and Qwen3.5 save_pretrained visual encoder keys regression are different multimodal model issues." - }, - { - "left": "issue:42175", - "right": "issue:45542", - "accept": false, - "reason": "TensorFlow missing from `.[torch]` install and undefined tf backend with tensorboard-only install are packaging-related but not the same dependency bug." - }, - { - "left": "issue:44079", - "right": "issue:44534", - "accept": false, - "reason": "ModelOutput key assignment and junk-filled non-persistent buffers are different container vs initialization bugs." + "reason": "Qwen2.5-GGUF loading in transformers v5 is unrelated to CLIPTokenizer's model_max_length setting." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the cluster\u2019s heterogeneity. The two accepted soft pairs both look plausibly like the same underlying bug class and are mergeable into a single fix path, while the remaining rejections are appropriately cautious and do not overclaim equivalence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3493,27 +3502,26 @@ "component_index": 1, "component_count": 19, "review_unit_index": 11, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ - "issue:34634", - "issue:35707", "issue:40444", - "issue:40990", "issue:41553", "issue:41720", "issue:42175", "issue:42915", "issue:43262", "issue:43296", + "issue:43317", "issue:43377", "issue:43454", "issue:43482", + "issue:43525", "issue:43531", "issue:43582", "issue:43606", @@ -3525,36 +3533,43 @@ "issue:43746", "issue:43749", "issue:43792", - "issue:43819", + "issue:43818", + "issue:43856", "issue:43873", "issue:43957", "issue:43994", "issue:44079", - "issue:44186", "issue:44265", "issue:44291", "issue:44466", "issue:44479", - "issue:44568", + "issue:44534", "issue:44877", "issue:44898", "issue:45072", "issue:45081", "issue:45325", + "issue:45357", "issue:45381", "issue:45491", - "issue:45584", + "issue:45542", "issue:45701", "issue:45800", "issue:45823", "issue:45834", - "issue:45920" + "issue:46402" ], "soft_pairs": [ + "issue:43317|issue:43856", + "issue:43482|issue:43525", + "issue:43818|issue:46402", + "issue:42175|issue:45542", "issue:41553|issue:43582", - "issue:41720|issue:45081", + "issue:44079|issue:44534", + "issue:43818|issue:45357", "issue:43377|issue:45491", "issue:43531|issue:44291", + "issue:41720|issue:45081", "issue:40444|issue:45381", "issue:43644|issue:44079", "issue:44265|issue:45072", @@ -3574,169 +3589,198 @@ "issue:43873|issue:45701", "issue:43606|issue:44265", "issue:43262|issue:43746", - "issue:43296|issue:45800", - "issue:34634|issue:35707", - "issue:40990|issue:45584", - "issue:35707|issue:41720", - "issue:44568|issue:45920", - "issue:44186|issue:44265", - "issue:41720|issue:45823", - "issue:43606|issue:43819" + "issue:43296|issue:45800" ], - "prepared_review_unit_hash": "dbbc6cc76be41fe3029a8817218ae3c1cd82b66c0da6870eb24859de10551501", + "prepared_review_unit_hash": "3b43a34ff5573901c426b0edc319220c3771408bdccb4e9f6df5a08719a6a2cd", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37103, - "estimated_input_tokens": 9276, - "estimated_eval_tokens": 18808 + "soft_pair_count": 30, + "serialized_chars": 36753, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No true duplicate pairs stand out here; the items span many unrelated bugs and regressions. The soft matches are mostly same-subsystem lookalikes (tokenizers, Qwen/VL, loading/offload), but not the same concrete underlying issue.", - "confidence": 0.84, - "canonical_issue_reason": "No single canonical issue exists across the whole set; if one issue must anchor the cluster, 45920 is the closest broad representative because it covers a wide tokenizer regression across many models.", + "summary": "The set is mostly a grab-bag of unrelated issues, with a loose concentration around Transformers v5 model-loading/init regressions. None of the soft pairs look like true duplicates with the same concrete fix path.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43632 is the most central low-level regression in the group: a v5 initialization flag break that could plausibly underlie several other loading/init failures, making it the best umbrella issue candidate.", "canonical_pr_reason": null, - "best_issue_reason": "45920 is the strongest standalone issue to represent this list: broad impact, clear regression framing, and the widest overlap with other tokenization-related reports.", + "best_issue_reason": "It is broad enough to represent the shared v5 init/load regression theme, but still concrete and code-path specific rather than a vague symptom report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: device-map/offload loading failure vs MoE training memory inefficiency. Same broad area, not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Unrelated failures: GGUF loading under v5 vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failures: Video-LLaVA tower/weight-sharing bug vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow/backends, but one is an install-extra dependency gap and the other is a runtime undefined tf backend error; not the same concrete bug." + }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Unrelated bugs: tokenizer loading error messaging vs Apple Silicon allocator TypeError." + "reason": "AutoTokenizer Voxtral error message vs Apple Silicon TypeError in caching_allocator_warmup are unrelated." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment bug and non-persistent buffer junk initialization are distinct code paths." + }, + { + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Different code paths: Qwen3 device-map CUDA assert vs Mistral tokenizer regex backend attribute error." + "reason": "Different multimodal regressions: Video-LLaVA tower issue vs Qwen3.5 visual encoder save_pretrained key regression." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching/padding, but the model families and failure modes differ; not the same bug." + "reason": "Both are batching-related, but one is MIMI padding-mask output divergence and the other is Gemma3 NaN embeddings from sliding-window/all-padding windows." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding-window issue and init_empty_weights argument mismatch are unrelated." + "reason": "Qwen3-MoE sliding_window behavior vs init_empty_weights/_is_hf_initialized TypeError are different failures." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and Mistral tokenizer regex patch crash are unrelated." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Same model family, but multi-image finetuning failure and video position-id regression are distinct issues." + "reason": "Both are Qwen2.5-VL multimodal, but one is iterable-dataset multi-image training failure and the other is video-input position-id regression." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk and ModelOutput key assignment are separate internals with different symptoms." + "reason": "Non-persistent buffer serialization junk vs ModelOutput key handling are separate issues." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Torch export/check logic vs bf16 dtype mismatch are different failures in different subsystems." + "reason": "torch.export/torch_compilable_check failure and bfloat16 dtype mismatch are unrelated." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM loading and ModelOutput key assignment are unrelated." + "reason": "FSDP CPU RAM efficient loading breakage is not the same as ModelOutput key assignment." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 loading regressions, but one is base_model_prefix loading and the other is custom model initialization; not the same concrete bug." + "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is custom model initialization; too broad to merge as the same bug." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Closely related Qwen2.5-VL position-id issues, but still-image temporal scaling and video vision_position_ids are not clearly the same bug." + "reason": "Both involve Qwen2.5-VL position IDs, but one is still-image temporal scaling and the other is video-input vision_position_ids; related but not identical." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized handling and export/dtype mismatch are unrelated." + "reason": "Initialization-flag regression vs inference dtype mismatch are unrelated." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backends vs model-loading failure in vLLM are unrelated." + "reason": "Install/back-end packaging issue vs vLLM model-loading failure for PaddleOCR-VL; not the same bug." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure and meta-device loading regression are different problems." + "reason": "Whisper run failure and meta-device loading breakage are different loading/runtime issues." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model failures: SigLIP2 nonsense outputs vs Perceiver non-default-resolution failure." + "reason": "Different vision-model behaviors: SigLIP2 nonsensical outputs vs Perceiver non-default resolution failure." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both mention OCR/positioning on Qwen2.5-VL-like models, but the long-OCR index error is not the same issue as still-image position-id scaling." + "reason": "Both are Qwen/OCR-related position/index problems, but one is rope-index scaling and the other is long OCR input index error; not clearly the same bug." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Tied lm_head weight loading bug and device-dependent serialization inconsistency are related thematically but not the same defect." + "reason": "AyaVision lm_head tying bug and v5 serialization inconsistency are not the same concrete failure." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3MoE FP8 config failure and Qwen2.5-GGUF v5 loading failure are unrelated." + "reason": "Qwen3MoE FP8 config failure and Qwen2.5-GGUF loading failure are unrelated." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch and Qwen2.5-VL position-id scaling are unrelated." + "reason": "Checkpoint resume key mismatch vs Qwen2.5-VL rope-index regression are unrelated." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different regressions: Qwen video-input path vs Gemma4 PLE device mismatch." + "reason": "Qwen multimodal video-input regression and Gemma4 PLE device mismatch are different bugs." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and strict granite_speech config loading are separate loading issues." + "reason": "init_empty_weights argument mismatch vs strict config loading are separate issues." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior and tokenization changes are unrelated." + "reason": "Quantization/offload behavior vs tokenization changes are unrelated." }, { "left": "issue:43606", @@ -3748,55 +3792,13 @@ "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Audio chat-template sampling-rate default and PEFT checkpoint loading are unrelated." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "PaddleOCR-VL model loading failure and torch/transformers version incompatibility are different issues." - }, - { - "left": "issue:34634", - "right": "issue:35707", - "accept": false, - "reason": "BarkProcessor voice_preset bug and progressive generation with inputs_embeds/past_key_values are unrelated." - }, - { - "left": "issue:40990", - "right": "issue:45584", - "accept": false, - "reason": "High perplexity on gpt-oss and Whisper empty-transcription generation failure are unrelated." - }, - { - "left": "issue:35707", - "right": "issue:41720", - "accept": false, - "reason": "Progressive generation bug and Qwen3 auto device-map CUDA assert are unrelated." - }, - { - "left": "issue:44568", - "right": "issue:45920", - "accept": false, - "reason": "Both are tokenizer regressions, but one is a specific add_special_tokens/BOS-EOS issue while the other is a broader wrong-token-id regression; not clearly the same bug." - }, - { - "left": "issue:44186", - "right": "issue:44265", - "accept": false, - "reason": "LayoutLMv2Tokenizer crash and torch.export/check failure are unrelated." - }, - { - "left": "issue:41720", - "right": "issue:45823", - "accept": false, - "reason": "Different models and different device-mismatch/assert paths; not the same bug." - }, - { - "left": "issue:43606", - "right": "issue:43819", - "accept": false, - "reason": "CPU offload device mismatch and DAC forward/from_latents mismatch are unrelated." + "reason": "PaddleOCR-VL load failure in vLLM vs torch/Transformers version incompatibility are different problems." } ] }, @@ -3812,15 +3814,16 @@ "component_index": 1, "component_count": 19, "review_unit_index": 12, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ - "issue:36331", + "issue:34634", + "issue:35707", "issue:39692", "issue:40444", "issue:40990", @@ -3832,37 +3835,35 @@ "issue:43317", "issue:43322", "issue:43377", - "issue:43404", - "issue:43450", "issue:43454", "issue:43526", "issue:43550", "issue:43572", - "issue:43577", - "issue:43708", + "issue:43606", "issue:43720", "issue:43749", + "issue:43819", "issue:43873", "issue:43881", "issue:43883", - "issue:44008", "issue:44186", - "issue:44387", + "issue:44265", "issue:44466", "issue:44488", "issue:44534", + "issue:44568", "issue:44610", - "issue:44877", "issue:44898", "issue:44977", "issue:44991", "issue:45072", "issue:45325", "issue:45357", + "issue:45584", "issue:45701", - "issue:45704", "issue:45759", "issue:45823", + "issue:45920", "issue:45923", "issue:46050", "issue:46291", @@ -3870,259 +3871,238 @@ "issue:46315" ], "soft_pairs": [ + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:44568|issue:45920", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819", "issue:43454|issue:43550", "issue:39692|issue:40444", "issue:46305|issue:46315", "issue:43881|issue:44488", "issue:43377|issue:44610", - "issue:43257|issue:45923", "issue:43454|issue:45072", + "issue:43257|issue:45923", "issue:43572|issue:45759", "issue:43317|issue:43873", "issue:43377|issue:44898", "issue:40990|issue:42947", "issue:43322|issue:46050", "issue:43454|issue:43720", - "issue:45325|issue:46315", "issue:41720|issue:43322", + "issue:45325|issue:46315", "issue:43749|issue:44534", "issue:41720|issue:44977", - "issue:44466|issue:45357", "issue:42617|issue:42915", + "issue:44466|issue:45357", "issue:44991|issue:46291", "issue:43526|issue:43883", - "issue:40990|issue:45701", - "issue:44387|issue:45704", - "issue:43881|issue:44991", - "issue:36331|issue:42617", - "issue:43577|issue:43708", - "issue:44186|issue:45072", - "issue:44008|issue:45823", - "issue:36331|issue:42915", - "issue:43404|issue:45357", - "issue:43450|issue:45701", - "issue:44877|issue:44991" + "issue:40990|issue:45701" ], - "prepared_review_unit_hash": "a483399524979e15e0f42b3e060bf1131ca8f0d74e30c2a6e974a9997d47f8a9", + "prepared_review_unit_hash": "d3604920a2a1d1f71668eee8403b9447e156e5d72901516bf4d52445922f0a96", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37525, - "estimated_input_tokens": 9382, - "estimated_eval_tokens": 19020 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35931, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports rather than true duplicates. No soft edge looks like the same underlying bug/change, so the cluster anchor is just the broadest/highest-signal issue.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43873 is the broadest and most active report in the set, with multiple inbound references and the closest overlap to the only offloading/quantization-adjacent soft pair.", + "summary": "No soft pair looks like the same underlying bug/change. The set is mostly a grab-bag of unrelated Transformers regressions, so the broad tokenizer regression in issue 45920 is the best single representative issue.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45920 is the strongest canonical issue here: it describes a concrete v5 tokenizer regression, affects multiple model families, and is broad enough to represent the most plausible duplicate cluster in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative anchor because it is a high-engagement, broadly scoped runtime issue that is more likely to absorb related reports than the very specific one-off bugs here.", + "best_issue_reason": "Issue 45920 is the best standalone issue because it is specific, reproducible, and broad in scope without being vague; the other issues are either much narrower or clearly about different failure modes.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: high perplexity on gpt-oss/WikiText vs Whisper empty-transcription generation failure after align_special_tokens." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset loading issue vs generation behavior with inputs_embeds/past_key_values; unrelated code paths." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "One is a generation API issue, the other is a device-map/cudaErrorAssert failure on Qwen3; not the same defect." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for mDeBERTa while the other is wrong token IDs across many models; different concrete bugs." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs torch.export failures with torch_compilable_check; different subsystems and failure modes." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device_map=auto, but one is a Qwen3 cuda assert and the other is a Gemma4 PLE forward device mismatch; not the same code path." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU offload device mismatch vs DAC.from_latents/forward mismatch from missing STE; unrelated models and bugs." + }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Different bugs: tied lm_head weights in Mistral3 vs a torch.compile/SDPA failure in Bamba-9B-v2." + "reason": "AyaVision weight-tying/serialization issue vs Bamba torch.compile SDPA failure; different components and fixes." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Different models and failure modes: SigLIP2 doc example errors vs Qwen2.5-VL finetuning with multi-image iterable data." + "reason": "SigLIP2 docs/model-processor mismatch and quantization failure vs Qwen2.5-VL finetuning with multi-image iterable dataset; not the same issue." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Unrelated regressions: MoonshineStreaming mask off-by-one vs tokenizer conversion speed in slow tokenizers." + "reason": "Sliding-window mask off-by-one vs slow convert_tokens_to_ids regression; different functions and symptoms." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but for unrelated models and likely different root causes." + "reason": "Both are model loading failures, but glm-4v-9b and cjvt/sleng-bert fail for different reasons and code paths." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Different concrete bugs: MIMI padding-mask batching vs OmDet-Turbo processor/model input-size mismatch." + "reason": "MIMI padding-mask discrepancy vs OmDet-Turbo processor producing the wrong image size; different preprocessing/model bugs." }, { - "left": "issue:43257", - "right": "issue:45923", + "left": "issue:43454", + "right": "issue:45072", "accept": false, - "reason": "Unrelated issues: Qwen3 MoE weight conversion under accelerate+deepspeed vs a missing gradient-checkpointing flag." + "reason": "lm_head weight tying bug vs dtype mismatch in SwitchTransformers/TimmWrapperModel; not the same underlying problem." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:43257", + "right": "issue:45923", "accept": false, - "reason": "Different bug classes: lm_head weight tying vs dtype mismatches in bfloat16 inference." + "reason": "Qwen3 MoE weights not converted during accelerate/deepspeed loading vs missing supports_gradient_checkpointing flag on Nemotron remote-code variant; unrelated fixes." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Different config problems: missing pad_token_idx vs failure to unwrap text_config in composite multimodal configs." + "reason": "StableLmConfig missing pad_token_idx vs composite Qwen config not unwrapping text_config; different config bugs." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Related to offloading/quantization broadly, but the concrete failures and code paths differ too much to treat as duplicates." + "reason": "device_map auto failing to load a dequantized model on gpu+cpu offload is not the same concrete bug as generic offloading not working as expected with quantization." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Both concern vision input handling, but one is padding-mask batching and the other is non-default resolution interpolation." + "reason": "Both involve vision models and shapes, but MIMI padding behavior and Perceiver non-default resolution handling are different defects." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity/inference quality on a model is unrelated to PEFT LoRA gradient-checkpointing behavior." + "reason": "Perplexity regression vs gradient checkpointing ineffectiveness with PEFT LoRA; unrelated training/inference issues." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Different failure modes: segmentation fault while loading Llava Next vs save/load breakage for sinq-quantized models." + "reason": "Llava Next loading segfault vs quantized-model save_pretrained/from_pretrained breakage; different model families and failure points." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Different tied-weights/serialization behavior vs packed-weight unpacking during accelerate loading." + "reason": "Weight tying/serialization in AyaVision vs packed-weight unpacking during accelerate loading for BitNet; not the same bug." }, { - "left": "issue:45325", - "right": "issue:46315", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "Different areas entirely: Qwen2.5-VL rope-index position scaling vs tokenizer conversion performance." + "reason": "Qwen3 auto device-map cuda assert and Llava Next load segfault are distinct model-loading failures with different root causes." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:45325", + "right": "issue:46315", "accept": false, - "reason": "Different models and runtime failures: cudaErrorAssert on Qwen3 vs a segmentation fault loading Llava Next." + "reason": "Qwen2.5-VL rope position scaling bug is unrelated to convert_tokens_to_ids performance regression." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "Both are low-level runtime regressions, but FSDP RAM-efficient loading and non-persistent buffer initialization are distinct bugs." + "reason": "FSDP CPU RAM efficient loading breakage vs non-persistent buffers being filled with junk; different state-loading problems." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Different Qwen variants and different triggers: auto device mapping assert vs flash-attention generation issues." + "reason": "Both are Qwen-family issues, but auto device mapping cudaErrorAssert and flash-attention generation errors are not the same concrete bug." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Both touch save/load behavior, but one is tied-weight serialization and the other is incorrect visual-encoder key saving for Qwen3.5." + "reason": "3d_parallel.py runtime failure vs Qwen3Moe FineGrainedFP8Config failure; unrelated scripts and failure modes." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "Different failures: 3d_parallel.py runtime problems vs Qwen3Moe with FineGrainedFP8Config." + "reason": "Both are serialization-related, but one concerns lm_head.weight tying while the other concerns incorrect visual encoder keys in save_pretrained." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading regression and a kernels dependency/version requirement are unrelated." + "reason": "Tokenizer loading regression for EMBEDDIA/est-roberta vs kernels import failure due to missing version/revision; different packages and errors." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Different components and symptoms: BeitImageProcessorFast label reduction vs missing all_tied_weights_keys on MolmoForCausalLM." + "reason": "BeitImageProcessorFast reduce_labels bug vs Molmo missing all_tied_weights_keys attribute; no shared underlying change." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "A perplexity report and a tokenization-version-change report do not describe the same bug." - }, - { - "left": "issue:44387", - "right": "issue:45704", - "accept": false, - "reason": "Different regressions: int4 quantization OOM from CUDA reserved memory vs an Apex RMSNorm memory leak." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "Both are load failures, but for different artifacts and different failure mechanisms." - }, - { - "left": "issue:36331", - "right": "issue:42617", - "accept": false, - "reason": "Unrelated issues: trainer compute_loss API mismatch vs inability to run 3d_parallel.py." - }, - { - "left": "issue:43577", - "right": "issue:43708", - "accept": false, - "reason": "Different Trainer/model concerns: dtype propagation vs checkpoint-resume max_steps calculation." - }, - { - "left": "issue:44186", - "right": "issue:45072", - "accept": false, - "reason": "Different bugs: tokenizer crashes on NER/batched padding vs dtype mismatches in bfloat16 inference." - }, - { - "left": "issue:44008", - "right": "issue:45823", - "accept": false, - "reason": "Different Gemma variants and distinct forward/device bugs; no shared code-path evidence." - }, - { - "left": "issue:36331", - "right": "issue:42915", - "accept": false, - "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3Moe FP8 loading failure." - }, - { - "left": "issue:43404", - "right": "issue:45357", - "accept": false, - "reason": "Different tied-weight/save-load problems in different model families." - }, - { - "left": "issue:43450", - "right": "issue:45701", - "accept": false, - "reason": "Video processor batch-shape bug is unrelated to tokenizer behavior changing across versions." - }, - { - "left": "issue:44877", - "right": "issue:44991", - "accept": false, - "reason": "Strict config handling for granite_speech is unrelated to tokenizer loading for est-roberta." + "reason": "High perplexity on a model evaluation benchmark vs a general tokenization-version change report; not the same issue." } ] }, @@ -4138,65 +4118,76 @@ "component_index": 1, "component_count": 19, "review_unit_index": 13, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ - "issue:29159", - "issue:33357", - "issue:35707", "issue:36010", - "issue:36032", "issue:36331", "issue:41720", "issue:42175", "issue:42617", "issue:42915", + "issue:43065", "issue:43295", "issue:43316", "issue:43317", - "issue:43322", - "issue:43388", - "issue:43421", + "issue:43404", "issue:43425", + "issue:43450", "issue:43525", - "issue:43526", "issue:43531", - "issue:43540", "issue:43550", "issue:43572", + "issue:43577", "issue:43606", - "issue:43653", + "issue:43708", "issue:43720", - "issue:43746", - "issue:43782", "issue:43873", "issue:43881", + "issue:44008", "issue:44186", - "issue:44361", + "issue:44387", "issue:44423", "issue:44610", "issue:44671", "issue:44743", "issue:44756", + "issue:44877", "issue:44898", "issue:44913", - "issue:45059", + "issue:44991", + "issue:45072", "issue:45081", "issue:45161", + "issue:45357", "issue:45406", "issue:45632", "issue:45684", "issue:45701", + "issue:45704", "issue:45812", - "issue:46291" + "issue:45823", + "issue:46291", + "issue:46402" ], "soft_pairs": [ + "issue:44387|issue:45704", + "issue:43881|issue:44991", + "issue:36331|issue:42617", + "issue:43065|issue:46402", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:44008|issue:45823", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:44877|issue:44991", "issue:43873|issue:44756", + "issue:43404|issue:45357", "issue:43550|issue:43720", "issue:42175|issue:46291", "issue:41720|issue:42617", @@ -4204,8 +4195,8 @@ "issue:43550|issue:43606", "issue:44610|issue:44898", "issue:44186|issue:44610", - "issue:45632|issue:45684", "issue:43295|issue:45701", + "issue:45632|issue:45684", "issue:42915|issue:43317", "issue:36010|issue:42617", "issue:41720|issue:45161", @@ -4214,227 +4205,216 @@ "issue:43525|issue:46291", "issue:45081|issue:45812", "issue:43531|issue:43572", - "issue:43316|issue:44913", - "issue:43540|issue:43782", - "issue:42915|issue:43322", - "issue:44186|issue:44361", - "issue:43421|issue:45812", - "issue:36331|issue:41720", - "issue:43526|issue:43881", - "issue:29159|issue:36032", - "issue:43388|issue:45059", - "issue:33357|issue:35707", - "issue:41720|issue:43746", - "issue:43550|issue:43653" + "issue:43316|issue:44913" ], - "prepared_review_unit_hash": "2c0474fe90dc46ca1079ae93b89e0e5d0407e4c7d738777fd8cc94147a998e3f", + "prepared_review_unit_hash": "118de5ff74138fc3522ea63ba7957c2270fb7780de2b2f28a11db22700426355", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36762, - "estimated_input_tokens": 9191, - "estimated_eval_tokens": 18638 + "serialized_chars": 36770, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of mostly unrelated issue reports across tokenization, loading, offloading, multimodal processors, and model-specific regressions. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the items span distinct bugs and regressions rather than one duplicate family. If forced, issue 43873 is the broadest/highest-signal report, but it is not a true duplicate hub.", + "summary": "The cluster is highly heterogeneous: these are mostly distinct Transformers bugs across unrelated models, configs, tokenizers, offloading, and trainer behaviors. None of the soft edge pairs look like the same underlying bug/change, so I would not collapse any of them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43873 is the best hub-style issue here: it is open, has substantial discussion/inbound references, and covers a broad, recurring Transformers failure mode around quantization/offloading. It is the closest thing to a central representative, even though the cluster is too diverse to treat as one duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the strongest standalone representative because it is active, has multiple inbound references, and describes a concrete offloading/quantization problem with broad user impact.", + "best_issue_reason": "issue:43873 is the strongest global issue candidate because it has the highest signal of active impact (discussion + inbound references) and a broader symptom surface than the more narrowly scoped reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Both mention offloading, but one is quantization-related and the other is a Strix Halo mmap/OOM workaround; different root causes." + "reason": "Both mention memory/OOM-related problems, but one is int4 quantization reserve growth and the other is a T5 apex RMSNorm leak; different bugs and code paths." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Different code paths: torch.compile with SDPA on Bamba vs packed-weight unpacking during accelerate loading for BitNet." + "reason": "Different failures in different models: glm-4v-9b loading vs tokenizer loading for EMBEDDIA/est-roberta." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Unrelated dependency/package issues: missing TensorFlow backend in extras vs kernels requiring version/revision metadata." + "reason": "A custom Trainer signature mismatch is unrelated to a 3d_parallel.py runtime failure." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Different failures and models: Qwen3 auto device mapping cuda assert vs inability to run 3d_parallel.py." + "reason": "Both are Sam3-related, but one is a dummy Conv2d in the pixel decoder and the other is missing text encoder weights; different components." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Both are serve/runtime crashes, but one is a multimodal continuous-batching string/.to error and the other is a Gemma4Processor missing _tokenizer attribute." + "reason": "LayoutLMv2 tokenizer padding/NER crashes and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Both involve device/runtime issues, but Bamba torch.compile+SDPA and bark-small CPU offload device mismatch are distinct bugs." + "reason": "BLIP2 dtype propagation and Trainer resume/max_steps calculation are different subsystems and different bugs." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Both are vision preprocessing issues, but they affect different models and different size mismatches (OmDet-Turbo 640 vs Perceiver non-default resolution)." + "reason": "Gemma3n forward variable collision and Gemma4 PLE device mismatch are separate model bugs." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Different tokenizer/processor bugs: LayoutLMv2Tokenizer crashes on NER/padding, while OmDet-Turbo processor emits the wrong image size." + "reason": "Unexpected Trainer keyword argument vs Qwen3Moe FineGrainedFP8 loading failure are unrelated." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Both touch save/load paths, but one is a cache-path collision and the other is a permissions propagation bug in save_pretrained/register_for_auto_class." + "reason": "Video processor batch-shape bug and a tokenizer-version regression are different areas and symptoms." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Different regressions: processor/tokenizer image-handling breakage vs a general version-dependent tokenization change." + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading failure for est-roberta." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Both are load failures, but for different models and causes: Qwen3MoE FineGrainedFP8Config vs dequantized model offload on gpu+cpu." + "reason": "Quantization/offloading not working and disabling mmap to avoid Strix Halo OOM are both memory-adjacent, but not the same concrete bug." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to a script execution failure in 3d_parallel.py." + "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained visual key corruption are distinct model-specific regressions." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Different MoE/training-stack issues: Qwen3 auto device mapping crash vs GPT-OSS tensor-parallel-only failure." + "reason": "torch.compile with SDPA on Bamba-9B-v2 and packed-weight unpacking during accelerate loading are different failure modes." }, { - "left": "issue:43425", + "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Torch 2.10 incompatibility is a framework-version issue; evaluate/kernels import failure is a package metadata/versioning issue." + "reason": "Install extras missing TensorFlow backend vs kernels v0.15 requiring version/revision are unrelated dependency issues." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Both are Qwen-related but different problems: CamemBERT masked LM regression vs recurrent state reset in modular_qwen3_5 cache handling." + "reason": "Qwen3 device-mapping cuda assert and inability to run 3d_parallel.py are not the same bug." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Llama4Config missing pad_token_id is model config API breakage, not a kernels/evaluate import dependency problem." + "reason": "Both involve serve/multimodal processors, but one crashes on 'str'.to and the other on missing _tokenizer; different root causes." }, { - "left": "issue:45081", - "right": "issue:45812", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Both are tokenizer regressions, but one is a Mistral regex patch crash and the other is wrong token IDs for Granite models." + "reason": "Both are device/runtime mismatches, but Bamba torch.compile+SDPA and Bark-small CPU offload mismatch are separate bugs." }, { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Different model config problems: sliding_window issue in Qwen3-MoE vs missing pad_token_idx in StableLmConfig." + "reason": "Processor output size mismatch for OmDet-Turbo and Perceiver interpolation failure are different image-processing problems." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Both are config/API consistency issues, but for different fields and models: Gemma3TextConfig discrepancy vs GPTNeoX rotary_pct reload regression." + "reason": "Tokenizer crashes on NER/batched padding and OmDet processor size mismatch are unrelated input-processing bugs." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "Different multimodal failure modes: video input processing in Qwen3OmniMoe vs weight_only loading error in Qwen3VLForConditionalGeneration." + "reason": "Processor.tokenizer regression in v4.57.5 and generic version-dependent tokenization changes are too broad and not the same concrete defect." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Distinct model-loading crashes: Qwen3Moe FineGrainedFP8Config vs Llava Next segmentation fault." + "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation in save_pretrained are different filesystem issues." }, { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "Different tokenizer bugs in different models: LayoutLMv2 NER/padding crash vs MLukeTokenizer task AttributeError." + "reason": "Qwen3Moe FineGrainedFP8 failure and dequantized model offload loading failure are different quantization/loading paths." }, { - "left": "issue:43421", - "right": "issue:45812", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "Runtime special-token update behavior in TokenizersBackend is not the same bug as Granite token ID regression on AutoTokenizer." + "reason": "GenerationMixin import failure is unrelated to a 3d_parallel execution problem." }, { - "left": "issue:36331", - "right": "issue:41720", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "Trainer API signature mismatch is unrelated to Qwen3 device-mapping/cuda assert failures." + "reason": "Qwen3 auto device mapping assert and GPT-OSS MoE only-TP failure are both parallelism-related, but not the same underlying bug." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "Different model/processor issues: BeitImageProcessorFast label reduction bug vs glm-4v-9b loading failure." + "reason": "Torch 2.10 incompatibility and kernels v0.15 import requirements are different dependency breakages." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Both involve tokenizers, but one is fast/slow inconsistency and the other is a T5Tokenizer add_special_tokens name conflict." + "reason": "CamemBERT masked LM regression and Qwen3.5 recurrent-state reset with cache are unrelated model bugs." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "Different multimodal/data-handling bugs: gather_for_metrics label dropping vs SAM3 text/bbox behavior." + "reason": "Missing pad_token_id in Llama4Config is not the same as the kernels version/revision import issue." }, { - "left": "issue:33357", - "right": "issue:35707", + "left": "issue:45081", + "right": "issue:45812", "accept": false, - "reason": "Completely different failures: MacOS bus error loading a CLIP community model vs progressive generation with inputs_embeds/past_key_values." + "reason": "Mistral regex patch/backend_tokenizer crash and Granite tokenizer ID regression are separate tokenizer bugs." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "Both involve model loading and offloading, but Qwen3 cuda assert and GraniteSpeech PEFT local checkpoint loading are different problems." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are different config regressions." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "Different root causes: torch.compile/SDPA on Bamba vs BigBirdTokenizer mask token registration and decode output." + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload default are distinct config serialization/API issues." } ] }, @@ -4450,299 +4430,299 @@ "component_index": 1, "component_count": 19, "review_unit_index": 14, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ + "issue:29159", "issue:30064", + "issue:33357", "issue:34567", "issue:34634", "issue:35707", - "issue:39692", + "issue:36032", + "issue:36331", "issue:41720", "issue:42490", + "issue:42915", + "issue:43322", "issue:43329", + "issue:43388", "issue:43421", + "issue:43526", "issue:43531", + "issue:43540", + "issue:43550", "issue:43606", "issue:43653", "issue:43720", "issue:43746", "issue:43782", "issue:43873", - "issue:43927", - "issue:44062", + "issue:43881", "issue:44077", - "issue:44368", + "issue:44186", + "issue:44361", "issue:44451", "issue:44492", "issue:44509", "issue:44514", "issue:44530", "issue:44545", - "issue:44589", - "issue:44610", "issue:44625", - "issue:44898", - "issue:44918", - "issue:44936", - "issue:44987", "issue:44991", - "issue:45042", - "issue:45072", + "issue:45059", "issue:45357", - "issue:45381", "issue:45406", "issue:45464", "issue:45479", - "issue:45588", "issue:45701", "issue:45704", "issue:45759", - "issue:45859", - "issue:46050", - "issue:46291" + "issue:45812", + "issue:46291", + "issue:46402" ], "soft_pairs": [ + "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:44186|issue:44361", + "issue:43421|issue:45812", + "issue:36331|issue:41720", + "issue:43526|issue:43881", + "issue:29159|issue:36032", + "issue:33357|issue:35707", + "issue:43388|issue:45059", "issue:30064|issue:34634", - "issue:43606|issue:43720", + "issue:41720|issue:43746", + "issue:43550|issue:43653", "issue:43873|issue:45704", + "issue:43606|issue:43720", "issue:45406|issue:45464", "issue:44530|issue:46291", "issue:43421|issue:45701", + "issue:45357|issue:46402", "issue:34634|issue:41720", - "issue:43531|issue:45759", - "issue:43606|issue:43653", "issue:44492|issue:44509", + "issue:43606|issue:43653", + "issue:43531|issue:45759", "issue:42490|issue:43329", "issue:34567|issue:35707", "issue:44625|issue:45479", "issue:44514|issue:44545", "issue:44451|issue:44991", - "issue:45759|issue:45859", - "issue:44077|issue:44625", - "issue:44898|issue:45072", - "issue:43421|issue:43927", - "issue:43531|issue:44589", - "issue:45588|issue:45759", - "issue:44368|issue:45357", - "issue:44062|issue:44451", - "issue:44987|issue:45042", - "issue:43782|issue:45381", - "issue:39692|issue:44610", - "issue:44918|issue:44936", - "issue:43746|issue:46050" + "issue:44077|issue:44625" ], - "prepared_review_unit_hash": "72d0f6cd78d83d9fb9bd8a5480b3902660d5e7dfbd41c2cd0f3358a388c50331", + "prepared_review_unit_hash": "fcb06e7d3d71e91959da319787851d2be2285184097be68bdb43037c383aebdf", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36353, - "estimated_input_tokens": 9089, - "estimated_eval_tokens": 18434 + "serialized_chars": 36234, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 }, "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; only one soft pair looks like a true duplicate: the two Qwen2_5_VLProcessor.apply_chat_template crashes on batched input with padding=False reports.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44545 is the cleanest canonical form of the true duplicate pair and states the bug succinctly without extra formatting noise.", + "summary": "The cluster is mostly unrelated. The Qwen2_5_VLProcessor pair (44514/44545) is thematically very close, but the packet does not support a deterministic duplicate call, so I would not accept it as a true duplicate based on this evidence alone.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 44514 is the most specific and representative report in the cluster for the Qwen2_5_VLProcessor batched-input/padding=False crash, but the evidence is not strong enough to treat it as a confirmed duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 best represents the underlying bug in the accepted duplicate pair; issue:44514 is essentially the same report.", + "best_issue_reason": "Issue 44514 is the strongest issue candidate because it is concrete, narrowly scoped, and closest to the only near-match in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "Different components and symptoms: image segmentation-map processing vs BarkProcessor voice preset handling." + "reason": "Different model families and failure modes; not the same bug." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:42915", + "right": "issue:43322", "accept": false, - "reason": "Both are CI/offload-related, but they describe different failures and code paths: Bark CPU offload device mismatch vs BitNet packed-weight loading." + "reason": "Qwen3Moe FP8 loading failure vs Llava Next segfault; unrelated code paths." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "Quantization/offloading versus an apex FusedRMSNorm memory leak are unrelated bugs." + "reason": "Both are tokenizer crashes, but on different models with different concrete failure conditions." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:43421", + "right": "issue:45812", "accept": false, - "reason": "Different failure modes and subsystems: missing _tokenizer on Gemma4Processor vs Qwen3.5 streaming inference crash." + "reason": "Runtime special-token/post-processor behavior vs a tokenizer ID regression; different underlying issues." }, { - "left": "issue:44530", - "right": "issue:46291", + "left": "issue:36331", + "right": "issue:41720", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to kernels import requiring version/revision." + "reason": "Trainer API keyword mismatch vs device-mapping CUDA assert; unrelated." }, { - "left": "issue:43421", - "right": "issue:45701", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "One is a runtime post-processor update bug; the other is a broad tokenization version-regression report, not the same concrete issue." + "reason": "Image processor label reduction bug vs model loading failure; not the same problem." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "Different models and problems: Bark voice preset vs Qwen3 auto device mapping cudaErrorAssert." + "reason": "General slow/fast tokenizer inconsistency vs a specific T5 tokenizer load error; not one concrete bug." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:33357", + "right": "issue:35707", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is not the same as composite Qwen 3.5/3.6 config unwrapping in from_config." + "reason": "MacOS CLIP bus error vs generation with inputs_embeds/past_key_values; different failure surfaces." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Device-mismatch offload bug and BigBirdTokenizer mask-token registration bug are unrelated." + "reason": "Metrics batching bug vs SAM3 text/bbox behavior; unrelated subsystems." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "A typo in cache strategies and outdated docs mentioning removed pipeline tasks are separate documentation issues." + "reason": "Void segmentation map processing vs BarkProcessor voice_preset behavior; different code paths." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "Local-path slash import warning is unrelated to the multimodal token-counting video-branch undefined-variable bug." + "reason": "Device-mapping assert vs PEFT/local-checkpoint loading; not the same bug." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "TrainerState token counter not updating is not the same as progressive generation with inputs_embeds/past_key_values." + "reason": "torch.compile/SDPA failure vs tokenizer special-token registration issue; unrelated." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Both mention classification configs, but one is num_labels propagation and the other is degenerate zero loss with num_labels=1; different underlying issues." + "reason": "Quantization/offloading behavior vs T5 apex RMSNorm memory leak; different failure classes." }, { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Same bug, same failing path, and same batched apply_chat_template crash when padding=False; titles are near-identical duplicate reports." + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload mismatch in Bark vs BitNet packed-weight handling during accelerate loading; different code paths." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "Model load failure and tokenizer load failure for different assets are related only at a broad level, not the same concrete bug." + "reason": "Gemma4Processor missing tokenizer attribute vs Qwen3.5 streaming chat/completions failure; unrelated." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:44530", + "right": "issue:46291", "accept": false, - "reason": "Composite config unwrapping and CPU-offload incompatibility in a rotary embedding are distinct failures." + "reason": "PagedAttentionCache crash vs kernels version/revision import error; not the same bug." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:43421", + "right": "issue:45701", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + "reason": "Specific runtime tokenizer post-processing bug vs broad version-change tokenization report; not one concrete issue." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "Perceiver interpolation failure and bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different code paths." + "reason": "Different multimodal checkpoint-loading problems affecting different components." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Runtime special-token post-processor updates and DiaConfig losing custom token IDs after save/load are not the same bug." + "reason": "BarkProcessor voice_preset bug vs Qwen3 device-mapping assert; unrelated." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Sliding-window Qwen3-MoE behavior is unrelated to the Float8 storage-object error." + "reason": "Typo in cache strategies vs removed-docs task mismatch; different scope and fix." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Flash-attention s_aux=None crash and Qwen multimodal config unwrapping are unrelated." + "reason": "Bark CPU-offload mismatch vs BigBirdTokenizer mask-token decode issue; unrelated." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:43531", + "right": "issue:45759", "accept": false, - "reason": "A warning about tie_word_embeddings and incorrect visual encoder keys in save_pretrained are different issues." + "reason": "Sliding-window Qwen3-MoE issue vs composite-config unwrapping for Qwen multimodal models; different concrete problems." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "AddedToken special-argument duplication is unrelated to the ScandiBERT loading failure." + "reason": "Trailing-slash import warning vs undefined video-branch helpers in multimodal token counting; unrelated." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "Loading a specific model and PIL backend image processors requiring torchvision are different bugs." + "reason": "TrainerState token-count tracking bug vs generation with inputs_embeds/past_key_values; different areas." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL video position-id bug are distinct model/version problems." + "reason": "Qwen3.5 num_labels propagation vs degenerate single-label classification loss; different model/config issues." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:44514", + "right": "issue:44545", "accept": false, - "reason": "SigLIP2 docs/model mismatch and OmDet-Turbo processor size mismatch are not the same bug." + "reason": "These titles are very similar, but the packet marks the pair as not deterministic; without stronger body/diff evidence I would not accept them as a confirmed duplicate." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "TRl SFT unpacking failure and trainer.evaluate() failing after train() are different training lifecycle issues." + "reason": "Different tokenizer-loading failures for different models; no shared concrete code path." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Local PEFT-adapter checkpoint loading and sinq quantized save/load breakage are both save/load themed but not the same concrete failure." + "reason": "patchtsmixer post_init policy issue vs Qwen3.5 num_labels propagation; unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies only the one clearly near-identical duplicate pair (44514/44545) and does not overclaim the rest. The soft-edge verdicts are phrased cautiously and are consistent with the issue titles provided." + "accept": false, + "feedback": "The summary is mostly conservative, but it overstates the evidence for the only positive pair. In the packet, the 44514/44545 pair is still marked `deterministic_accept: false`, so calling it a clear duplicate and accepting it goes beyond the provided evidence. The rest of the pair judgments look conservative, but this one positive verdict is not grounded enough to accept the cluster as written." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4751,13 +4731,13 @@ "component_index": 1, "component_count": 19, "review_unit_index": 15, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ "issue:30064", "issue:36010", @@ -4765,60 +4745,71 @@ "issue:41720", "issue:42886", "issue:42915", - "issue:43295", - "issue:43335", "issue:43381", - "issue:43388", "issue:43421", "issue:43531", "issue:43540", - "issue:43550", "issue:43596", - "issue:43618", "issue:43645", "issue:43653", - "issue:43697", - "issue:43720", "issue:43746", - "issue:43756", - "issue:43819", + "issue:43782", "issue:43844", "issue:43873", + "issue:43927", "issue:43994", - "issue:44008", "issue:44062", "issue:44186", "issue:44220", - "issue:44488", - "issue:44661", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", "issue:44671", "issue:44843", "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", "issue:45072", "issue:45081", - "issue:45183", "issue:45356", - "issue:45479", + "issue:45357", + "issue:45381", + "issue:45588", "issue:45663", "issue:45704", - "issue:45834", + "issue:45759", "issue:45859", "issue:45907", "issue:45923", - "issue:46032", + "issue:46050", "issue:46294" ], "soft_pairs": [ + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:44898|issue:45072", + "issue:43421|issue:43927", + "issue:45588|issue:45759", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:43782|issue:45381", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43746|issue:46050", "issue:45704|issue:45923", - "issue:43381|issue:43844", "issue:42886|issue:44843", - "issue:45663|issue:45923", + "issue:43381|issue:43844", "issue:43421|issue:43653", + "issue:45663|issue:45923", "issue:45704|issue:45859", "issue:41720|issue:45704", - "issue:43994|issue:44671", "issue:43531|issue:43645", "issue:43421|issue:44186", + "issue:43994|issue:44671", "issue:43746|issue:43873", "issue:45081|issue:45356", "issue:39692|issue:43873", @@ -4826,241 +4817,222 @@ "issue:42915|issue:43746", "issue:45356|issue:45907", "issue:43596|issue:44220", - "issue:30064|issue:36010", - "issue:43720|issue:43819", - "issue:43653|issue:43720", - "issue:44220|issue:44661", - "issue:43540|issue:44008", - "issue:43550|issue:45072", - "issue:43295|issue:45834", - "issue:43618|issue:43697", - "issue:43550|issue:43819", - "issue:44062|issue:44488", - "issue:45183|issue:45479", - "issue:43388|issue:46032", - "issue:44186|issue:44898", - "issue:43335|issue:43756" + "issue:30064|issue:36010" ], - "prepared_review_unit_hash": "b51894769c775344df582e649fcadbb7fe3e88717972dfa8c3a5924e80a63fee", + "prepared_review_unit_hash": "83ce9842732a8668f7c49422752a108bb1336032f3b5e59e6ee23a9654308127", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37563, - "estimated_input_tokens": 9391, - "estimated_eval_tokens": 19038 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36505, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. I\u2019d treat issue #44843 as the best representative for the only plausible duplicate-like pair (#42886), because it states the concrete HF_HUB_OFFLINE root cause; the rest are distinct bugs or regressions in different models/code paths.", - "confidence": 0.72, - "canonical_issue_reason": "#44843 is the most actionable and specific report: it names the concrete offline-tokenizer failure mechanism (_patch_mistral_regex calling model_info() unconditionally), which plausibly subsumes the broader symptom in #42886.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues across tokenizer, multimodal, training, and quantization paths. Only the offline tokenizer/cache regression pair looks like the same underlying bug.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44843 is the clearest root-cause report: it names the concrete failing path (`_patch_mistral_regex` calling `model_info()` during offline loading). issue:42886 is the broader symptom report, so 44843 is the better duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "#44843 best represents the only near-duplicate offline-tokenizer regression in this set; it is specific enough to anchor a fix and broader than the symptom-only report in #42886.", + "best_issue_reason": "issue:44843 is the best issue to keep as the representative because it ties the user-visible offline failure to a specific code path and fixable root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45704", - "right": "issue:45923", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Different bugs: RMSNorm memory leak in T5 vs missing gradient-checkpointing flag on a trust_remote_code model." + "reason": "Different bugs: one is `from_config` / composite multimodal config unwrapping, the other is CPU offload incompatibility in a MoE rotary embedding." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated failures: Qwen3-MoE sliding window handling vs a float8 storage import/type error." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Both mention model/runtime mismatches, but they affect different models and different code paths (Perceiver resize vs dtype mismatch in SwitchTransformers/TimmWrapperModel)." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer runtime special-token update bug is not the same as DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different subsystems and failures: flash-attention sinkless-model crash vs config unwrapping for Qwen multimodal models." + }, + { + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Unrelated failure modes: eval-mode checkpointing restriction vs abnormal gradient growth under DeepSpeed ZeRO-3." + "reason": "A warning about `tie_word_embeddings` is unrelated to incorrect visual encoder keys being saved." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken` keyword collision is a different tokenizer construction bug from the broader ScandiBERT load failure." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading a specific model failing is unrelated to PIL image processors unnecessarily requiring torchvision." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal problems: Qwen3VL weight-only loading vs Qwen2.5-VL video position IDs." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processor/model mismatches, but for different models and different symptoms; not the same underlying bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "One is Qwen3.5 embedding unpacking with TRL SFT, the other is evaluate-after-train behavior; no concrete shared code path." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT-adapter checkpoint loading and sinq quantized model save/load are distinct persistence bugs." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "RMSNorm memory leak in T5 is unrelated to a missing gradient-checkpointing flag in Nemotron." }, { "left": "issue:42886", "right": "issue:44843", "accept": true, - "reason": "Same offline-tokenizer regression: #44843 identifies the root cause behind the broader HF_HUB_OFFLINE cache-load failure reported in #42886." + "reason": "Same offline tokenizer-loading regression: 42886 reports cache loading failing under HF_HUB_OFFLINE, and 44843 identifies the offending `_patch_mistral_regex`/`model_info()` call." }, { - "left": "issue:45663", - "right": "issue:45923", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Different model/code-path issues: Gemma4 FSDP2 shared_kv_states KeyError vs missing gradient-checkpointing support." + "reason": "Gradient checkpointing eval-mode restriction and ZeRO-3 gradient growth are different training issues." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both involve tokenizers, but one is runtime post-processor updates while the other is a specific BigBird mask-token registration/decode bug." + "reason": "Both concern token special-token handling, but one is runtime post-processor updates while the other is BigBird mask-token registration/decode output." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared KV-state bug is unrelated to a missing model flag in Nemotron." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "Different subsystems: T5 RMSNorm leak vs Qwen3_5 MoE rotary embedding CPU offload incompatibility." + "reason": "T5 RMSNorm memory leak and Qwen3_5Moe CPU offload incompatibility are unrelated." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "No overlap in bug mechanism: Qwen3 auto device mapping cuda assert vs T5 Apex memory leak." - }, - { - "left": "issue:43994", - "right": "issue:44671", - "accept": false, - "reason": "Both are model output quality regressions, but they affect different models and different failure causes." + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to T5/apex RMSNorm leakage." }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Unrelated: Qwen3-MoE sliding-window behavior vs Jupyter custom-model initialization regression." + "reason": "Qwen3-MoE sliding-window behavior and Jupyter custom-model initialization are unrelated." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer bugs: post-processor not refreshing after special-token changes vs LayoutLMv2 NER/padding crash." + "reason": "Special-token post-processor update bug does not match LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model-specific inference issues: SigLIP2 pipeline output vs CamemBERT masked LM predictions." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Different issues: PEFT local checkpoint loading vs quantization offloading behavior." + "reason": "Checkpoint loading with PEFT adapters is unrelated to quantization/offloading behavior." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Shared Mistral-regex context, but one is a backend_tokenizer AttributeError and the other is a Kimi-K2.5 codec/warning regression." + "reason": "Both touch Mistral/Kimi tokenizer logic, but one is a hard crash on missing `backend_tokenizer` and the other is a codec/warning regression; not enough to call them the same bug." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Different concerns: documentation/example errors vs quantization offloading behavior." + "reason": "SigLIP2 docs/processor errors are unrelated to quantization offloading behavior." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are video-related, but they involve different models and different root causes." + "reason": "Both involve video inputs, but the models and failure modes differ: Qwen3OmniMoe video processing vs Qwen3.5 chat-template feature/token mismatch." }, { "left": "issue:42915", "right": "issue:43746", "accept": false, - "reason": "Different model-specific failures: FineGrainedFP8Config on Qwen3Moe vs PEFT local checkpoint loading." + "reason": "Qwen3Moe fine-grained FP8 config failure is unrelated to GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Different bug classes: tokenizer codec/regression handling vs list_repo_files not forwarding revision in CI." + "reason": "Tokenizer codec/fix_mistral_regex regression is unrelated to `list_repo_files` not forwarding `revision`." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "No shared code path: DeepSpeed ZeRO-3/BertModel init error vs _torch_extract_fbank_features issue." + "reason": "Deepspeed ZeRO-3/BertModel index error is unrelated to `_torch_extract_fbank_features()`." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Completely unrelated: image processor segmentation-map handling vs GenerationMixin import error." - }, - { - "left": "issue:43720", - "right": "issue:43819", - "accept": false, - "reason": "Different bugs: packed-weight loading in BitNet vs DAC from_latents/STE mismatch." - }, - { - "left": "issue:43653", - "right": "issue:43720", - "accept": false, - "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug." - }, - { - "left": "issue:44220", - "right": "issue:44661", - "accept": false, - "reason": "Different tokenizer/audio utilities: fbank feature extraction vs add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." - }, - { - "left": "issue:43540", - "right": "issue:44008", - "accept": false, - "reason": "Different models and causes: Qwen3OmniMoe video processing vs Gemma3n variable-name collision." - }, - { - "left": "issue:43550", - "right": "issue:45072", - "accept": false, - "reason": "Different failure modes: torch.compile+SDPA on Bamba vs bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." - }, - { - "left": "issue:43295", - "right": "issue:45834", - "accept": false, - "reason": "Different regressions: processor/tokenizer API break vs Kosmos2.5 long-OCR index error." - }, - { - "left": "issue:43618", - "right": "issue:43697", - "accept": false, - "reason": "Different outputs/models: CLIP attentions assignment regression vs RTDetrV2 output drift." - }, - { - "left": "issue:43550", - "right": "issue:43819", - "accept": false, - "reason": "Different model paths: Bamba torch.compile/SDPA vs DAC from_latents/forward mismatch." - }, - { - "left": "issue:44062", - "right": "issue:44488", - "accept": false, - "reason": "Different tokenizer problems: AddedToken argument collision vs failing to load a specific model." - }, - { - "left": "issue:45183", - "right": "issue:45479", - "accept": false, - "reason": "Different bugs across model families: input validation messaging vs degenerate zero-loss classification behavior." - }, - { - "left": "issue:43388", - "right": "issue:46032", - "accept": false, - "reason": "Different runtime paths: gather_for_metrics label truncation vs Mamba2Mixer use_cache correctness." - }, - { - "left": "issue:44186", - "right": "issue:44898", - "accept": false, - "reason": "Different model classes and bugs: LayoutLMv2 tokenizer crash vs Perceiver image-classification resolution handling." - }, - { - "left": "issue:43335", - "right": "issue:43756", - "accept": false, - "reason": "No shared underlying bug: SwitchTransformers sparse-layer creation vs Smollm3 RoPE-layer count mismatch." + "reason": "Image processor void segmentation maps and a GenerationMixin import error are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the set is largely heterogeneous, and #44843 is the best anchor for the offline/HF_HUB_OFFLINE tokenizer regression because its title names the concrete failure mechanism. The #42886 \u2194 #44843 linkage is conservative enough, and the other soft-edge rejections stay within distinct-bug territory." + "feedback": "The summary is well grounded in the packet, and the only accepted soft-edge pair (42886/44843) is supported by the titles and described failure mode. The other pairwise rejections are conservative and do not overstate evidence. No PR-mergeability issue here." }, "evaluator_used": true, "retried": false, @@ -5073,275 +5045,288 @@ "component_index": 1, "component_count": 19, "review_unit_index": 16, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ "issue:30064", - "issue:34634", - "issue:36010", "issue:36331", "issue:39692", "issue:41720", + "issue:43295", "issue:43322", + "issue:43335", + "issue:43388", "issue:43421", "issue:43531", "issue:43540", + "issue:43550", "issue:43577", - "issue:43582", - "issue:43606", + "issue:43618", "issue:43643", - "issue:43644", "issue:43653", + "issue:43697", "issue:43716", - "issue:43749", + "issue:43720", + "issue:43756", "issue:43782", "issue:43818", "issue:43819", - "issue:43825", "issue:43950", - "issue:43994", "issue:44008", + "issue:44062", "issue:44186", - "issue:44442", + "issue:44220", "issue:44448", - "issue:44479", - "issue:44485", - "issue:44509", + "issue:44488", + "issue:44661", "issue:44671", - "issue:44805", "issue:44811", - "issue:44821", "issue:44843", "issue:44877", - "issue:44936", + "issue:44898", "issue:44977", "issue:44991", "issue:45072", "issue:45081", - "issue:45084", + "issue:45183", "issue:45381", - "issue:45584", + "issue:45479", "issue:45685", "issue:45834", - "issue:45987" + "issue:45987", + "issue:46032" ], "soft_pairs": [ + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43540|issue:44008", + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "issue:43618|issue:43697", + "issue:44062|issue:44488", + "issue:43550|issue:43819", + "issue:45183|issue:45479", + "issue:44186|issue:44898", "issue:43322|issue:45685", - "issue:43716|issue:44008", + "issue:43388|issue:46032", + "issue:43335|issue:43756", "issue:43531|issue:43643", + "issue:43716|issue:44008", "issue:43653|issue:43819", - "issue:43950|issue:45987", - "issue:44843|issue:45081", "issue:43643|issue:44877", + "issue:44843|issue:45081", + "issue:43950|issue:45987", "issue:30064|issue:36331", "issue:44448|issue:44671", + "issue:41720|issue:44991", "issue:43540|issue:45381", "issue:43421|issue:44811", "issue:43577|issue:43818", - "issue:41720|issue:44991", "issue:43782|issue:44977", - "issue:39692|issue:45834", - "issue:44821|issue:45084", - "issue:45584|issue:45834", - "issue:43644|issue:43749", - "issue:44186|issue:44442", - "issue:43606|issue:45072", - "issue:44479|issue:45834", - "issue:43577|issue:43582", - "issue:43825|issue:43994", - "issue:34634|issue:36010", - "issue:44805|issue:44936", - "issue:44485|issue:44509" + "issue:39692|issue:45834" ], - "prepared_review_unit_hash": "bf2024507a86084630362ea670b596f07dad5b8049c634a2d0c3514cacd0bc6e", + "prepared_review_unit_hash": "0cbab9a2adaae7ee823d72ba1208f6f358e058e8a4b1521918b34c92bdc7c499", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35618, - "estimated_input_tokens": 8905, - "estimated_eval_tokens": 18066 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35999, + "estimated_input_tokens": 9000, + "estimated_eval_tokens": 18256 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a grab bag of unrelated bugs across different models, tokenizers, generation, and docs; none of the soft pairs look like true duplicates under a strict same-code-path standard. The strongest canonical/best issue is the non-persistent buffer corruption regression because it is a clear, high-impact framework bug with broad fallout.", + "summary": "The cluster is highly heterogeneous: most items are unrelated regressions across tokenizers, multimodal models, training utilities, and config loading. There is a small Mistral-tokenizer subtheme, but none of the soft pairs look like true duplicates, and there are no PRs in the cluster.", "confidence": 0.91, - "canonical_issue_reason": "Issue 43950 is the most canonical: it states a concrete Transformers 5.x regression, has a clear failure mode, and affects core model loading semantics across many models.", + "canonical_issue_reason": "No single true canonical duplicate stands out. If one issue must represent the cluster, issue 44843 is the closest fit because it is the most detailed report in the only loose shared subtheme (_patch_mistral_regex / Mistral tokenizer loading).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43950 is also the best representative issue overall because it is specific, severe, and broadly applicable rather than model- or example-specific.", + "best_issue_reason": "Issue 44843 is the best representative only by proximity: it has the clearest root-cause description, multiple inbound references, and aligns with the closest related issue in the set. It is still not a global duplicate anchor for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Llava Next loading segfault and an MPS histogram kernel limitation are unrelated failures in different subsystems." + "reason": "Different code paths: BitNet loading/unpacking vs DAC latent reconstruction." }, { - "left": "issue:43716", + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs accelerate loading of packed BitNet weights." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank feature extraction and tokenizer-mapping code are unrelated." + }, + { + "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "One is a dtype mismatch in a vision preprocessor path; the other is a Gemma 3n variable-name collision in audio code." + "reason": "Both are multimodal, but the failures are different and in different models/code paths." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and missing fields from trust_remote_code config loading are distinct bugs." + "reason": "Torch.compile SDPA issue vs dtype mismatch in a different model family." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC forward/from_latents mismatch are different code paths and failure modes." + "reason": "Processor/tokenizer regression vs OCR long-input index error." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Buffer corruption during from_pretrained and a StaticCache return-type contract issue are not the same bug." + "reason": "Missing CLIPOutput attentions field is unrelated to RTDetr output drift." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Both touch Mistral regex patching, but one is an offline model_info call and the other is a backend_tokenizer attribute crash; too different to merge as one duplicate." + "reason": "AddedToken constructor argument conflict vs tokenizer load failure for a different model." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Missing fields from trust_remote_code config and strict config rejection for granite_speech are separate loading issues." + "reason": "Different model bugs and unrelated runtime failures." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "ImageProcessor segmentation-map handling and CustomTrainer.compute_loss argument compatibility are unrelated." + "reason": "Input validation/XOR messaging bug vs zero-loss classification bug." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Different model regressions: Pegasus output drift versus CamemBERT masked-LM prediction errors." + "reason": "Tokenizer crash on NER/padding vs Perceiver image-resolution handling." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Both are video-related, but they involve different Qwen model families and different concrete tensor/position-id bugs." + "reason": "Llava Next segfault and an MPS histogram dtype limitation are unrelated." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "Special-token post-processor updates and Whisper batch_decode skip_special_tokens handling are not the same underlying defect." + "reason": "Metrics gathering truncation vs Mamba2 cache correctness." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing problems are unrelated." + "reason": "Sparse-layer config bug vs RoPE-layer-count mismatch; different model settings." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "A Qwen3 auto-device-map CUDA assert and an Estonian RoBERTa tokenizer load failure are different issues." + "reason": "Sliding-window MoE behavior and trust_remote_code config loading are different issues." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Qwen3VL weight_only loading and Qwen3.5 flash-attention generation failures do not share the same concrete bug." + "reason": "Preprocessor/model dtype mismatch vs variable-name collision in forward()." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "SigLIP2 doc/example errors and Kosmos2.5 OCR index errors are separate problems." + "reason": "Tokenizer special-token registration and DAC STE behavior are unrelated." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Loading AutoImageProcessor from URL and a template compilation TypeError are unrelated." + "reason": "Both involve config loading, but one is missing fields from trust_remote_code and the other is strict config rejection." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 long-OCR index errors are different code paths." + "reason": "Same helper name, but different concrete bugs: offline model_info call vs missing backend_tokenizer attribute." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Non-persistent buffer corruption and FSDP CPU RAM efficient loading are separate regressions." + "reason": "Non-persistent buffer corruption on load vs StaticCache return-type contract." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "LayoutLMv2 NER/padding crashes and FastSpeech2Conformer AutoTokenizer loading failure are unrelated." + "reason": "Image processor segmentation-map handling vs CustomTrainer.compute_loss signature mismatch." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "CPU offload device mismatch for Bark and bfloat16 dtype mismatches for SwitchTransformers/TimmWrapper are different bugs." + "reason": "Versioned output differences for different models, not one shared bug." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "A Qwen video-input regression and a Kosmos2.5 OCR index error are not the same issue." + "reason": "CUDA assert in device mapping vs tokenizer loading failure." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "BLIP2 dtype persistence and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "Both mention video/Qwen, but the model variants and failure modes differ." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "A v5 pipeline deprecation/error-message issue and SigLIP2 nonsensical outputs are different concerns." + "reason": "Runtime post-processor updates and batch_decode skip_special_tokens are related only at a broad tokenizer level." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "BarkProcessor voice_preset and a GenerationMixin import error are unrelated." + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are different bugs." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Mask/tensor shape mismatch and trainer.evaluate() failing after train() are different bugs." + "reason": "Qwen-family issues, but one is weight_only loading and the other is flash-attention generation." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "GLM-5 RoPE implementation discussion and docs mentioning removed pipeline tasks are not duplicates." + "reason": "Documentation example errors vs long-OCR index error are unrelated." } ] }, @@ -5357,56 +5342,57 @@ "component_index": 1, "component_count": 19, "review_unit_index": 17, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ "issue:28218", "issue:29159", "issue:34634", + "issue:36010", "issue:36331", "issue:42175", "issue:43262", - "issue:43329", - "issue:43526", + "issue:43577", "issue:43582", - "issue:43650", - "issue:43653", - "issue:43697", + "issue:43606", + "issue:43644", "issue:43720", - "issue:43742", "issue:43749", "issue:43782", "issue:43819", "issue:43825", "issue:43827", "issue:43906", - "issue:44060", + "issue:43994", + "issue:44186", "issue:44291", - "issue:44368", - "issue:44554", - "issue:44561", - "issue:44589", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", "issue:44610", "issue:44671", + "issue:44805", + "issue:44821", "issue:44857", - "issue:44912", + "issue:44936", "issue:45003", "issue:45020", - "issue:45042", "issue:45072", "issue:45081", "issue:45084", "issue:45325", "issue:45372", "issue:45406", - "issue:45538", - "issue:45600", + "issue:45584", "issue:45701", + "issue:45834", "issue:45987", "issue:46192", "issue:46209", @@ -5414,227 +5400,238 @@ "issue:46326" ], "soft_pairs": [ + "issue:44821|issue:45084", + "issue:45584|issue:45834", + "issue:44186|issue:44442", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:34634|issue:36010", + "issue:43825|issue:43994", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:44485|issue:44509", "issue:44561|issue:45020", - "issue:45987|issue:46192", "issue:28218|issue:29159", + "issue:45987|issue:46192", "issue:44610|issue:45072", "issue:43720|issue:45072", "issue:44671|issue:45701", "issue:43782|issue:45325", "issue:43825|issue:43827", - "issue:43749|issue:44291", "issue:43582|issue:44857", + "issue:43749|issue:44291", "issue:43906|issue:46209", "issue:45081|issue:45406", - "issue:42175|issue:45081", "issue:45372|issue:46326", + "issue:42175|issue:45081", "issue:43262|issue:43819", - "issue:45003|issue:46285", "issue:34634|issue:36331", - "issue:44060|issue:44368", - "issue:43653|issue:44912", - "issue:43526|issue:43697", - "issue:43742|issue:45020", - "issue:43526|issue:44554", - "issue:45084|issue:45538", - "issue:43650|issue:43906", - "issue:43329|issue:45600", - "issue:44589|issue:45042" + "issue:45003|issue:46285" ], - "prepared_review_unit_hash": "e0954951de2150b5a448870c14cd483477b810835151691e545be7af61960e54", + "prepared_review_unit_hash": "782b20ec264f7c2ce3df317e8e6a57a8dbdea1bfda77123511e5b8b76683fb4b", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35149, - "estimated_input_tokens": 8788, - "estimated_eval_tokens": 17832 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36213, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster. The only plausible duplicate edge is the tokenizer spacing / slow-vs-fast inconsistency pair, but it should be treated as tentative rather than definitive from titles and metadata alone.", - "confidence": 0.55, - "canonical_issue_reason": "issue:29159 is the broader tokenizer inconsistency report and the most plausible duplicate bucket for issue:28218, but the available evidence only supports a tentative same-bug link.", + "summary": "This set is highly heterogeneous; the soft pairs mostly describe different bugs or unrelated regressions, so I would not merge any of them as duplicates. The strongest standalone issue here is the FSDP CPU/RAM-efficient loading regression.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43749 is the most concrete and high-signal report: it names a specific loading regression, has substantial discussion/inbound references, and is broader in impact than the other candidates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:29159 is the best overall issue candidate because it is the more umbrella-like tokenizer report, though the match to issue:28218 is not conclusive.", + "best_issue_reason": "43749 is the best standalone issue to anchor the set because it is clearly scoped, actionable, and appears to affect an important loading path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Both touch remote_code breakage, but one is a specific utility removal and the other is a broad umbrella report; not clearly the same bug." + "reason": "Different failure modes and code paths: URL image processor loading vs a template compilation TypeError." }, { - "left": "issue:45987", - "right": "issue:46192", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "Different symptoms and code paths: cache length contract vs return_tensors handling." + "reason": "Unrelated models and symptoms: Whisper empty transcription handling vs Kosmos2.5 OCR index errors." }, { - "left": "issue:28218", - "right": "issue:29159", - "accept": true, - "reason": "Likely related tokenizer regression around added-token spacing / slow-vs-fast behavior, but only a tentative same-bug match from the metadata." + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "A tokenizer crash on NER/padding is not the same bug as AutoTokenizer failing to load a specific tokenizer class." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Unrelated issues: image processor input sizing vs bfloat16 dtype mismatches." + "reason": "Both involve loading-related behavior, but the concrete bugs differ: non-persistent buffers junk initialization vs FSDP CPU RAM-efficient loading." }, { - "left": "issue:43720", + "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Packed-weight loading failure and dtype mismatch are different concrete problems." + "reason": "These are distinct device/dtype mismatch reports affecting different models and execution paths." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "CamemBERT masked-LM regression and generic tokenization-change reports are not the same bug." + "reason": "Different model families and regressions; one is video input handling, the other OCR long-input indexing." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Different Qwen-VL failures: weight-only loading vs still-image rope indexing." + "reason": "BarkProcessor voice_preset behavior and GenerationMixin import errors are unrelated." }, { "left": "issue:43825", - "right": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Related to v5 pipeline removals, but one is an error message issue and the other is stale docs." + "reason": "One is an incorrect pipeline error message; the other is a model producing bad outputs through AutoModel/pipeline." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Different loading failures with different failure modes and call paths." + "reason": "Mixed precision dtype loading for BLIP2 is unrelated to an Apple Silicon caching allocator TypeError." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP image-loss crash are unrelated." + "reason": "These describe different failures: tensor-mask shape mismatch vs trainer evaluate-after-train behavior." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "A reproduction of an older issue is not the same as an FP8/B200 inference failure." + "reason": "RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Different processor/tokenizer failures: Mistral regex patching vs Gemma4Processor missing _tokenizer." + "reason": "Both touch remote_code breakage broadly, but they do not point to the same concrete API removal or code path." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "Packaging/backend dependency issue vs tokenizer regex crash; no shared underlying bug." + "reason": "Both mention tokenizer behavior, but the reports are too generic and do not clearly identify the same underlying bug." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:45987", + "right": "issue:46192", "accept": false, - "reason": "Both involve mistral_common, but the specific failures are different." + "reason": "StaticCache return type mismatch and return_tensors being ignored are separate API bugs." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and DAC latent/forward mismatch are unrelated." + "reason": "Processor image-size mismatch and bfloat16 dtype mismatches are different regressions." }, { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Unsafe sys.modules access and CLIP text-model structure inconsistency are different issues." + "reason": "Packed-weight loading failure in BitNet is a different issue from general dtype mismatch in inference." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature incompatibility are unrelated." + "reason": "Incorrect CamemBERT MLM predictions and version-dependent tokenization changes are not the same concrete bug." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "Both mention tied-weights warnings, but they describe different concrete problems." + "reason": "Different Qwen-VL model families and different defects: weight_only loading error vs RoPE position-id scaling bug." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug and MXFP4 quantization fallback are unrelated." + "reason": "They are related to v5 pipeline removals, but one is runtime messaging and the other is stale documentation; not the same bug/change." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "BEiT label reduction and RTDetrV2 output divergence are different model bugs." + "reason": "Apple Silicon allocator TypeError and float16 CUDA loss crashes are unrelated." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Model load key error and remote_code breakage are too broad to treat as the same bug." + "reason": "Both relate to loading, but the specific failure modes differ: FSDP RAM-efficient loading vs init_empty_weights argument incompatibility." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "BeitImageProcessorFast label handling and MPS attention correctness are unrelated." + "reason": "An isolated reproduction of an older issue is not the same as a B200 FP8 inference failure." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Template compilation TypeError and CLIPTokenizer max length are unrelated." + "reason": "Mistral tokenizer regex patching error and Gemma4 processor missing _tokenizer are different code paths." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "Placeholder issue title and an isolated reproduction of another bug do not indicate the same underlying problem." + "reason": "Both involve mistral_common, but one is an import-time dependency break and the other is a tokenizer behavior bug." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Multimodal token counting bug and removed auto-mapping references are unrelated." + "reason": "Package backend installation omission is unrelated to tokenizer regex patch crashes." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and DAC latent decoding mismatch are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Storage-object lookup failure and PIL backend torchvision dependency regression are different issues." + "reason": "BarkProcessor preset handling and CustomTrainer loss-signature breakage do not share the same underlying bug." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the CLIP text-model structural inconsistency." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The clustering is plausible, but the justification is a bit too assertive for the packet. In particular, treating issue:29159 as the umbrella duplicate target for issue:28218 goes beyond what the titles and metadata alone clearly establish. The rest of the soft-edge rejections look conservative, but the one accepted pair should be phrased more tentatively unless there is stronger evidence that the two reports are the same bug rather than merely related tokenizer regressions." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5643,306 +5640,303 @@ "component_index": 1, "component_count": 19, "review_unit_index": 18, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ - "issue:29159", - "issue:34567", "issue:36010", "issue:36331", "issue:38175", "issue:39692", - "issue:40990", "issue:42490", - "issue:42915", "issue:43257", "issue:43262", "issue:43329", - "issue:43450", "issue:43452", "issue:43454", + "issue:43526", "issue:43531", "issue:43550", "issue:43577", - "issue:43606", "issue:43638", "issue:43643", "issue:43645", + "issue:43650", + "issue:43653", "issue:43696", + "issue:43697", "issue:43720", "issue:43742", "issue:43746", - "issue:43749", "issue:43819", "issue:43854", + "issue:43906", "issue:43927", - "issue:43931", + "issue:44060", + "issue:44368", "issue:44387", - "issue:44479", - "issue:44568", + "issue:44554", + "issue:44589", "issue:44610", "issue:44617", - "issue:44756", "issue:44811", "issue:44912", "issue:44936", "issue:44977", "issue:44991", + "issue:45020", "issue:45042", - "issue:45356", + "issue:45084", "issue:45459", + "issue:45538", + "issue:45600", "issue:45759", - "issue:45803", - "issue:45859" + "issue:45803" ], "soft_pairs": [ + "issue:43653|issue:44912", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:43742|issue:45020", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43650|issue:43906", + "issue:44589|issue:45042", "issue:43746|issue:44811", "issue:43452|issue:44991", - "issue:44387|issue:44617", "issue:43638|issue:44936", + "issue:44387|issue:44617", "issue:43550|issue:44912", - "issue:43819|issue:43927", "issue:43257|issue:43329", + "issue:43819|issue:43927", "issue:43854|issue:44977", "issue:36010|issue:43645", "issue:43720|issue:44610", - "issue:39692|issue:44912", "issue:38175|issue:44610", + "issue:39692|issue:44912", "issue:36010|issue:36331", "issue:43531|issue:45042", "issue:43454|issue:43577", - "issue:45459|issue:45803", "issue:42490|issue:43257", + "issue:45459|issue:45803", "issue:43257|issue:43696", "issue:43262|issue:44811", - "issue:43643|issue:45759", - "issue:43329|issue:44479", - "issue:43329|issue:43450", - "issue:43606|issue:45859", - "issue:34567|issue:40990", - "issue:43749|issue:44756", - "issue:43257|issue:43931", - "issue:44568|issue:45356", - "issue:29159|issue:34567", - "issue:42915|issue:43742" + "issue:43643|issue:45759" ], - "prepared_review_unit_hash": "f81a724450f182e6764b3f8991c0bc9009a58a937122b64568ec1c0a7be232cd", + "prepared_review_unit_hash": "4d72aae9b12985c1c563303c63e0e4a8561a01393f68c42d03b36b9d83d0340f", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36634, - "estimated_input_tokens": 9159, - "estimated_eval_tokens": 18574 + "serialized_chars": 36684, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated transformer issues. The only credible duplicate pair is the Qwen video-regression reports: issue 43329 identifies the underlying broken video-token counting path, and issue 44479 describes the broader regression symptoms.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 43329 is the best root-cause issue: it pinpoints the broken video branch in `_get_num_multimodal_tokens` and matches the same Qwen video-input regression described in 44479.", + "summary": "This cluster is heterogeneous: most items are unrelated model-loading, quantization, processor, trainer, and config bugs. None of the soft pairs look like the same concrete underlying issue, so all soft edges should be rejected.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45020 is the broadest and most representative report in the set: it describes a general regression in recent transformers versions affecting remote_code models, with substantial detail and discussion. It is a better anchor than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "43329 is the strongest canonical issue because it names the concrete failing code path rather than only the downstream regression symptoms.", + "best_issue_reason": "issue:45020 is also the strongest standalone issue to keep as the cluster representative because it has the clearest broad impact and the most directly reusable framing for follow-up triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Different subsystems and failures: GraniteSpeech PEFT/local checkpoint loading vs Whisper batch_decode skip_special_tokens behavior." + "reason": "Different subsystems and failure modes: BigBird tokenizer special-token decoding vs MXFP4 quantization falling back to bf16." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "Both concern loading, but one is a gguf_file path issue and the other is a tokenizer regression for a specific model; not the same bug." + "reason": "Unrelated bugs: BEiT label reduction in an image processor vs RTDetrV2 output differences." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Both mention OOM, but they are different models and different causes; not a shared code-path bug." + "reason": "Both mention tied-weights warnings, but they concern different Qwen models and different root causes; too broad to merge." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Trainer Zero3 index error during training is unrelated to evaluate() failing after train()." + "reason": "Both involve model loading, but one is a specific key error for MobileLLM while the other is a broad remote_code regression." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "torch.compile + SDPA failure is unrelated to MXFP4 quantization falling back to bf16." + "reason": "No shared code path: BEiT processor label handling vs MPS attention correctness when value head dim differs." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "DAC forward/STE mismatch and DiaConfig save/load token-ID loss are different model bugs." + "reason": "Compile-time node/template error is unrelated to CLIPTokenizer max_length behavior." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Different failures: MoE weight conversion under accelerate/deepspeed vs an undefined video-token-count helper in multimodal token counting." + "reason": "Different areas entirely: multimodal token counting bug vs stale auto_mappings references in CI." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 flash-attention generation are not the same concrete issue." + "reason": "One is a nonspecific placeholder issue title; the other is an isolated reproduction of a separate upstream bug." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Importing GenerationMixin and notebook custom-model initialization are unrelated compatibility problems." + "reason": "Float8 storage lookup failure is unrelated to PIL image processors requiring torchvision." }, { - "left": "issue:43720", - "right": "issue:44610", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to an image-size mismatch in a processor." + "reason": "PEFT/local checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode skipping special tokens." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "SigLIP2 docs/model-processor and quantization example errors are not the same as git-oss MXFP4 loading fallback." + "reason": "Both are tokenizer/model loading complaints, but they target different mechanisms and model families; not the same bug." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Unexpected zero probabilities and processor output-size mismatch are different bugs." + "reason": "Deepspeed ZeRO3 index error on a non-pretrained BERT model is not the same as trainer.evaluate() failing after train()." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "These are separate training/import issues with no shared code path." + "reason": "General int4 quantization memory regression is not the same as a specific Sam3Video OOM report." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." + "reason": "torch.compile + SDPA failure in Bamba is unrelated to MXFP4 loading falling back to bf16." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Weight tying failure in AyaVision and dtype propagation in Blip2 are different loading/model-init bugs." + "reason": "Qwen3 MoE weight conversion/loading bug is unrelated to multimodal token counting in video processors." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Both involve exception handling, but they are different functions and different failures; not a duplicate." + "reason": "DAC latent/STE mismatch is a modeling correctness issue, not the same as DiaConfig losing custom token IDs on save/load." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Trailing-slash import warning and Qwen3 MoE weight-conversion failure are unrelated." + "reason": "Model-loading test failure for GLM-4.7-Flash is unrelated to flash-attention generation issues in Qwen3.5." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "MoE weight conversion on load and GPT-oss CUDA OOM are different problems." + "reason": "Importing GenerationMixin from a moved module is different from notebook-defined custom model initialization breaking in Transformers 5.0." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode token skipping are different API behaviors." + "reason": "Packed-weight loading for BitNet is unrelated to OmDet-Turbo processor/model input-size mismatch." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Missing fields with trust_remote_code and not unwrapping text_config are different config-loading issues." + "reason": "SigLIP2 zero probabilities and OmDet-Turbo resolution mismatch are different model-specific bugs." }, { - "left": "issue:43329", - "right": "issue:44479", - "accept": true, - "reason": "Same underlying bug: the Qwen VL video-input path/regression. 43329 identifies the broken video-token helper path, while 44479 reports the broader v5.3.0 regression across affected Qwen video models." + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are not the same as mxfp4 quantization fallback behavior." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Video-token-counting helper bug is unrelated to batched video-processor shape output." + "reason": "ImportError for GenerationMixin and compute_loss signature change are unrelated trainer/API issues." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "CPU-offload device mismatch for Bark is unrelated to Qwen3_MoeTextRotaryEmbedding CPU-offload incompatibility." + "reason": "Qwen3-MoE sliding window behavior has nothing to do with PIL backend torchvision requirements." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "TrainerState token-count tracking and GPT-oss perplexity are unrelated." + "reason": "AyaVision tied-weight generation bug and Blip2 dtype propagation bug are distinct model initialization problems." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different memory-loading bugs." + "reason": "Trailing-slash local path warning is unrelated to Qwen3 MoE accelerate/deepspeed conversion." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Different Qwen loading issues: accelerate/deepspeed weight conversion vs Qwen3-VL shape mismatch." + "reason": "Both concern exception handling, but they are different code paths and not the same concrete bug." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Tokenizer special-token regression for mdeberta-v3 and Kimi codec/regression issues are not the same bug." + "reason": "Qwen3 MoE weight conversion/loading is unrelated to GPT-oss-20b CUDA OOM." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are unrelated." + "reason": "Audio chat-template sample-rate defaulting is unrelated to Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe and a key error loading MobileLLM-125M are different model-loading bugs." + "reason": "Both are config-loading regressions, but one is about trust_remote_code missing fields and the other about from_config not unwrapping text_config." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The one accepted soft pair, issue:43329 with issue:44479, is plausibly the same Qwen video-input regression at different levels of specificity. The other rejects are phrased cautiously enough based on the titles/body summaries, and there\u2019s no overclaiming of mergeability or shared root cause." - }, - "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 }, @@ -5951,13 +5945,13 @@ "component_index": 1, "component_count": 19, "review_unit_index": 19, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ "issue:24643", "issue:28282", @@ -5966,53 +5960,61 @@ "issue:33357", "issue:34567", "issue:34689", - "issue:38175", + "issue:40990", "issue:41720", "issue:42175", "issue:42915", "issue:43257", "issue:43317", + "issue:43329", + "issue:43450", "issue:43452", "issue:43540", - "issue:43577", "issue:43582", + "issue:43606", "issue:43697", "issue:43742", "issue:43749", - "issue:43756", - "issue:43782", "issue:43824", "issue:43927", + "issue:43931", "issue:44062", "issue:44291", "issue:44479", - "issue:44488", "issue:44560", "issue:44568", - "issue:44737", + "issue:44756", "issue:44821", "issue:44849", - "issue:44898", "issue:44912", "issue:44987", "issue:44991", "issue:45042", - "issue:45072", "issue:45137", + "issue:45356", "issue:45357", "issue:45381", "issue:45405", "issue:45488", "issue:45538", - "issue:45588", "issue:45701", + "issue:45859", "issue:45907" ], "soft_pairs": [ + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:43749|issue:44756", + "issue:43257|issue:43931", + "issue:44568|issue:45356", + "issue:29159|issue:34567", + "issue:42915|issue:43742", "issue:44291|issue:45042", "issue:42915|issue:44821", - "issue:43452|issue:43582", "issue:44849|issue:45701", + "issue:43452|issue:43582", "issue:44987|issue:45538", "issue:43927|issue:44912", "issue:43697|issue:45357", @@ -6027,234 +6029,242 @@ "issue:44062|issue:44991", "issue:28282|issue:34689", "issue:45137|issue:45405", - "issue:24643|issue:29159", "issue:43540|issue:44560", + "issue:24643|issue:29159", "issue:43742|issue:44291", - "issue:43577|issue:45072", "issue:44987|issue:45907", - "issue:28282|issue:29127", - "issue:42915|issue:43749", - "issue:43257|issue:43756", - "issue:38175|issue:44898", - "issue:42175|issue:44488", - "issue:43582|issue:43782", - "issue:44737|issue:45588" + "issue:28282|issue:29127" ], - "prepared_review_unit_hash": "bd315c9856a3f9e9cf1865db17fc8d33315e93859849bff789ebf8e7c62ece7f", + "prepared_review_unit_hash": "28559efeea11e5e7a84f10cf0b5d932221cc997ab8780abfbbd50d6e9636a645", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36738, - "estimated_input_tokens": 9185, - "estimated_eval_tokens": 18626 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36721, + "estimated_input_tokens": 9181, + "estimated_eval_tokens": 18618 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a duplicate cluster: it mixes unrelated issues across tokenization, model loading, video processing, quantization, dtype, and distributed-training failures. None of the soft pairs look like the same underlying bug or a PR that could plausibly be merged together.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this set; the apparent similarities are only broad subsystem overlap, not duplicate-level matches.", + "summary": "This cluster is mostly a grab-bag of unrelated transformer bugs. Only one soft pair looks plausibly duplicate-level: the Qwen video-input regression pair (44479/45381).", + "confidence": 0.58, + "canonical_issue_reason": "issue:45488 is the clearest actionable open issue here: it describes a concrete tokenizer-regression bug with a clear failure mode and broad downstream impact.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduplication: the cluster is heterogeneous, so any one issue would misrepresent the rest.", + "best_issue_reason": "issue:45488 is the best single issue to anchor duplicates against: specific enough to reproduce, broad enough to represent the tokenizer regression family, and still open.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-path Qwen bugs, but one is an undefined-name bug in token counting and the other is a video-input regression; different concrete failures." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Different bugs in the video pipeline: undefined helpers in multimodal token counting vs incorrect batched video processor shape." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and different code paths; not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Unrelated problems: TrainerState token counting vs a perplexity issue on gpt-oss-20b." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/loading related, but FSDP RAM-efficient loading and Strix Halo mmap OOM are distinct issues." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures with different symptoms and causes: weight conversion under accelerate+deepspeed vs a shape mismatch on Qwen3-VL." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Separate tokenizer regressions: special-token insertion for mdeberta vs codec/warning behavior for Kimi-K2.5." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer consistency issue vs TrainerState token counter bug; not the same underlying problem." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different load-time failures: Qwen3Moe FP8 config failure vs MobileLLM key error." + }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Different bugs: init_empty_weights/_is_hf_initialized loading error vs image processor torchvision dependency regression." + "reason": "Completely different subsystems: init_empty_weights argument handling vs PIL image processor torchvision dependency." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Unrelated failures: Qwen3Moe FP8 loading vs AutoImageProcessor URL loading." + "reason": "No shared bug path; one is Qwen3Moe FP8 loading, the other is AutoImageProcessor-from-URL loading." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Different code paths and platforms: gguf Auto* loading breakage vs Apple Silicon allocator TypeError." + "reason": "Qwen3.5 hidden-state output bug is unrelated to the broad tokenization-change report." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Both are tokenization-adjacent, but one is a Qwen3.5 hidden-states bug and the other is a broad version-related tokenization change." + "reason": "GGUF tokenizer/model loading breakage and Apple Silicon allocator warmup TypeError are unrelated." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Different issues: model load failure for one repo vs CLIPTokenizer max_length constant bug." + "reason": "Different tokenizer issues: loading a specific model fails in 5.1.0+, while CLIPTokenizer has an absurd max-length value." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig token ID persistence bug is unrelated to MXFP4 quantization fallback." + "reason": "DiaConfig save/load token-ID loss and MXFP4 quantization fallback are different bugs." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key regression are separate model-specific bugs." + "reason": "Different model families and failures: RTDetrV2 output drift vs Qwen3.5 save_pretrained key mapping." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max_length are unrelated." + "reason": "No overlap beyond both touching model/tokenizer behavior; the bugs are unrelated." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Different tokenizer regressions affecting different models and mechanisms; not the same concrete bug." + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is tokenizer.json pre-tokenizer override; distinct code paths." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Device-mapping cuda assert on Qwen3 vs video-input ValueError on Qwen3OmniMoe." + "reason": "Different Qwen issues: device-mapping CUDA assert vs video-input ValueError." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error with CLIP is unrelated to TrainerState token-count tracking." + "reason": "MacOS bus error in CLIP model loading is unrelated to TrainerState token tracking." }, { "left": "issue:44479", "right": "issue:45381", - "accept": false, - "reason": "Both involve video inputs, but they target different model families and different failure modes." + "accept": true, + "reason": "Same video-input regression family for Qwen VL models on 5.3.0; 45381 is a specific symptom of the broader bug described in 44479." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "TensorFlow backend packaging issue is unrelated to a missing Qwen2_5_VL import." + "reason": "TensorFlow backend packaging issue vs import error for a specific model class; not the same bug." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Dequantized device_map/offload loading failure is unrelated to CLIPTokenizer model_max_length." + "reason": "Dequantized model offload failure is unrelated to CLIPTokenizer max_length behavior." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Video-input problems, but in different Qwen variants with different regressions; too broad to treat as one bug." + "reason": "Both involve Qwen video processing, but one is a generic processing ValueError and the other is a version-specific video regression; not enough evidence of the same bug." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken duplicate keyword error is a different tokenizer construction bug than loading EMBEDDIA/est-roberta." + "reason": "Tokenizer constructor TypeError and est-roberta tokenizer loading failure are different issues." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "PyTorch-missing ImportError is unrelated to Llama 3.2 Vision loading breakage." + "reason": "General PyTorch import error vs Llama 3.2 Vision loading regression; unrelated." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and a PEFT version pin issue are unrelated." - }, - { - "left": "issue:24643", - "right": "issue:29159", - "accept": false, - "reason": "DeepSpeed training weight-dimension error is unrelated to slow/fast tokenizer inconsistency." + "reason": "DeepSpeed ZeRO3 deque IndexError is unrelated to the PEFT version bump issue." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Different video bugs in different Qwen models; not the same code-path problem." + "reason": "Both are Qwen video issues, but the failure modes differ: a processing ValueError vs a StopIteration in embedding/video handling." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Different loading failures: missing key for MobileLLM vs unexpected _is_hf_initialized arg." + "reason": "DeepSpeed weight-dimension runtime error and tokenizer slow/fast inconsistency are unrelated." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Both are dtype-related, but one is BLIP2 load-time dtype sticking and the other is bf16 inference mismatch in different models." + "reason": "MobileLLM key error and unexpected _is_hf_initialized argument are different model-loading bugs." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model load regression and list_repo_files revision forwarding are unrelated." + "reason": "Specific model-loading regression and list_repo_files revision-forwarding bug are unrelated." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Missing-PyTorch ImportError is unrelated to LayoutLMv3 box-content error messaging." - }, - { - "left": "issue:42915", - "right": "issue:43749", - "accept": false, - "reason": "Qwen3Moe FP8 loading and FSDP CPU RAM efficient loading are different distributed/loading bugs." - }, - { - "left": "issue:43257", - "right": "issue:43756", - "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to Smollm3 RoPE layer dropping." - }, - { - "left": "issue:38175", - "right": "issue:44898", - "accept": false, - "reason": "Unexpected zero probabilities and Perceiver non-default resolution failure are distinct vision-model issues." - }, - { - "left": "issue:42175", - "right": "issue:44488", - "accept": false, - "reason": "Packaging/back-end mismatch for TensorFlow is unrelated to loading cjvt/sleng-bert." - }, - { - "left": "issue:43582", - "right": "issue:43782", - "accept": false, - "reason": "Apple Silicon allocator TypeError is unrelated to Qwen3VL weight_only loading failure." - }, - { - "left": "issue:44737", - "right": "issue:45588", - "accept": false, - "reason": "CPU-side XLNet position encoding inefficiency is unrelated to flash_attention s_aux=None crash." + "reason": "Missing PyTorch import and LayoutLMv3 box-content error are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and conservative in the soft-edge calls. The only accepted pair, 44479/45381, is plausibly duplicate-level from the packet; the rest are reasonably rejected as distinct failures. The canonical issue choice is also supported by the titles and open state." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6263,73 +6273,80 @@ "component_index": 1, "component_count": 19, "review_unit_index": 20, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ - "issue:24643", - "issue:29127", "issue:34567", "issue:36331", - "issue:41762", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43257", "issue:43404", "issue:43452", "issue:43493", "issue:43526", "issue:43531", "issue:43577", + "issue:43582", "issue:43643", - "issue:43697", - "issue:43720", "issue:43742", + "issue:43749", "issue:43756", + "issue:43782", "issue:43906", "issue:43994", "issue:44062", "issue:44291", - "issue:44466", "issue:44488", - "issue:44493", - "issue:44514", "issue:44589", "issue:44625", + "issue:44737", "issue:44792", "issue:44821", "issue:44877", "issue:44898", "issue:44913", - "issue:44936", "issue:44964", - "issue:45005", "issue:45042", + "issue:45072", "issue:45081", - "issue:45216", "issue:45325", "issue:45357", "issue:45375", "issue:45381", "issue:45405", "issue:45479", + "issue:45588", "issue:45600", "issue:45920", "issue:45987", - "issue:46050", - "issue:46121" + "issue:46121", + "issue:46399" ], "soft_pairs": [ + "issue:43577|issue:45072", + "issue:42915|issue:43749", + "issue:43257|issue:43756", + "issue:38175|issue:44898", + "issue:42175|issue:44488", + "issue:43582|issue:43782", "issue:43493|issue:43994", - "issue:43404|issue:45987", + "issue:44737|issue:45588", "issue:34567|issue:36331", + "issue:43404|issue:45987", "issue:43526|issue:45479", "issue:44291|issue:44821", - "issue:43756|issue:45325", + "issue:43756|issue:46399", "issue:44062|issue:45081", - "issue:44913|issue:46121", "issue:43906|issue:45381", + "issue:44913|issue:46121", + "issue:43756|issue:45325", "issue:44792|issue:44964", "issue:45042|issue:45081", "issue:43452|issue:44488", @@ -6338,212 +6355,198 @@ "issue:43531|issue:44821", "issue:45405|issue:45600", "issue:43643|issue:45375", - "issue:44625|issue:44877", - "issue:24643|issue:29127", - "issue:43697|issue:45216", - "issue:43720|issue:44898", - "issue:41762|issue:44936", - "issue:44493|issue:46050", - "issue:44514|issue:45381", - "issue:44466|issue:45005", - "issue:43452|issue:43577" + "issue:44625|issue:44877" ], - "prepared_review_unit_hash": "c8661cddd0b37be580d77017b157e1aaf9aef9495443ab23862635345ab7e46a", + "prepared_review_unit_hash": "569bcee245ee918ff2745768f38564cd9ce830c0a6c9906ed124b795bb5a5a71", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 36008, - "estimated_input_tokens": 9002, - "estimated_eval_tokens": 18260 + "serialized_chars": 35279, + "estimated_input_tokens": 8820, + "estimated_eval_tokens": 17896 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, with a few plausible duplicate subgroups: SigLIP2 output mismatch, tied-weights serialization in v5, and Qwen2.5-VL position-id regressions. Most other pairs are clearly unrelated.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 45920 is the broadest, most current regression report in the set: it spans multiple named models, has concrete repros, and is the best anchor for a heterogeneous cluster.", + "summary": "This set is mostly heterogeneous: many titles are superficially similar because they involve Transformers configs, loading, or dtype issues, but they do not look like the same underlying bug. Only the SigLIP2 pair stands out as a plausible duplicate/root-cause match.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43493 is the strongest root-cause style issue here: it describes the underlying SigLIP2 correctness discrepancy, and it best matches the only convincing duplicate-like pair in the set (issue:43994).", "canonical_pr_reason": null, - "best_issue_reason": "Same as canonical: broad multi-model tokenizer regression with active/open status and concrete repros, making it the most useful issue to keep as the cluster anchor.", + "best_issue_reason": "issue:43493 is the best canonical issue candidate because it is the broadest and most upstream explanation for the SigLIP2 failure reports; the other issues are too model-specific or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different model families and different code paths (BLIP2 loading vs SwitchTransformers/TimmWrapper inference)." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe vs FSDP CPU RAM efficient loading. Similar training/loading theme only." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different bugs: Qwen3 MOE weight conversion with accelerate+deepspeed vs Smollm3 RoPE-layer retention." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both concern model behavior, but SigLIP2 zero probabilities and Perceiver image classification are unrelated models and bugs." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend packaging/install issue vs a specific model-loading failure; no shared underlying bug." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Different areas and symptoms: AppleSilicon allocator warmup TypeError vs Qwen3VL weight_only load error." + }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 model/regression: both report incorrect outputs for the same checkpoint vs expected behavior/JAX baseline." + "reason": "Both point to the same SigLIP2 correctness problem: bad outputs/discrepancy from the expected implementation for the same model family." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Different bugs: tied-weight serialization vs StaticCache sequence-length shape." + "reason": "XLNet CPU tensor allocation bug is unrelated to flash_attention s_aux=None handling." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState bookkeeping and compute_loss signature are unrelated." + "reason": "Both are training-loop issues, but one is token counting state and the other is a changed compute_loss signature." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Different model/runtime problems: tied weights in Mistral3 vs StaticCache return type mismatch." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Different BEiT image-processor bug: label reduction vs single-label zero loss." + "reason": "BEiT label reduction bug and single-label classification zero-loss bug are distinct." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Different loading paths: unexpected __init__ kwarg vs loading AutoImageProcessor from URL." + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to loading AutoImageProcessor from URL." }, { "left": "issue:43756", - "right": "issue:45325", + "right": "issue:46399", "accept": false, - "reason": "Different model families and bugs; both mention RoPE but not the same code path." + "reason": "Both mention RoPE, but one is Smollm3 layer dropping and the other is a Qwen3.5 kernel registration crash." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken kwarg clash is unrelated to Mistral regex patching." + "reason": "Tokenizer constructor duplication error and Mistral regex patch backend_tokenizer AttributeError are separate tokenizer bugs." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "A reproduction of issue 38071 is not enough to treat this as the same bug as the Qwen2.5-VL position-id regression." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "One is config reload persistence, the other is a TypeError in rope validation." + "reason": "One is config reload losing rotary_pct; the other is a TypeError in rope-parameter conversion from JSON-loaded lists." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Not enough evidence that the isolated reproduction and Qwen2.5-VL position-id bug are the same underlying defect." + "reason": "Different Qwen/Smollm3 RoPE-related issues with different symptoms and code paths." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus generation test failure and Phi-4 load failure are unrelated multimodal issues." + "reason": "Janus image-generation test failure and Phi-4 multimodal loading failure are not the same defect." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "PIL/torchvision dependency issue is unrelated to Mistral tokenizer regex handling." + "reason": "PIL backend torchvision dependency regression is unrelated to the Mistral tokenizer regex crash." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but the titles point to different concrete failures and no shared code path is evident." + "reason": "gguf_file handling for tokenizer/model loading is a different issue from the cjvt/sleng-bert model-load failure." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "MobileLLM key error and Float8 storage lookup error are different loading failures." + "reason": "MobileLLM key mismatch and missing Float8 storage object are separate loading/runtime errors." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 checkpoint key serialization and tokenizer ID regression are unrelated." + "reason": "Qwen3.5 save_pretrained visual-key regression and AutoTokenizer wrong token IDs are unrelated." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoImageProcessor URL loading." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A dependency version bump and removed auto-mappings are different issues." + "reason": "Version pinning to unreleased PEFT and stale auto_mappings references are different repository maintenance issues." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both involve missing config fields, but one is a generic trust_remote_code AutoConfig issue and the other is a specific strict-field drop; not clearly the same bug." + "reason": "Both are config-field preservation issues, but they involve different configs and different failure modes." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and granite_speech config loading are unrelated." - }, - { - "left": "issue:24643", - "right": "issue:29127", - "accept": false, - "reason": "RuntimeError during DeepSpeed training and a LayoutLMv3 error-message issue are unrelated." - }, - { - "left": "issue:43697", - "right": "issue:45216", - "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained checkpoint corruption are unrelated regressions." - }, - { - "left": "issue:43720", - "right": "issue:44898", - "accept": false, - "reason": "BitNet accelerated loading/unpacking and Perceiver interpolation failures are different code paths." - }, - { - "left": "issue:41762", - "right": "issue:44936", - "accept": false, - "reason": "Gemma3 ZeRO-3 loading and trainer.evaluate() after train are different trainer/runtime problems." - }, - { - "left": "issue:44493", - "right": "issue:46050", - "accept": false, - "reason": "Position-id warning and sinq quantization save/load breakage are unrelated." - }, - { - "left": "issue:44514", - "right": "issue:45381", - "accept": false, - "reason": "Batched chat template padding crash is not the same bug as Qwen2.5-VL vision position-id computation." - }, - { - "left": "issue:43452", - "right": "issue:43577", - "accept": false, - "reason": "GGUF loading regression and Blip2 dtype issue are unrelated." - }, - { - "left": "issue:44466", - "right": "issue:45005", - "accept": true, - "reason": "Both point to the same tied-weights serialization regression in v5: inconsistent lm_head/tied-weight handling across models." - }, - { - "left": "issue:45325", - "right": "issue:45381", - "accept": true, - "reason": "Both describe the same Qwen2.5-VL position-id/get_rope_index regression affecting image/video inputs." + "reason": "num_labels propagation in Qwen3.5 is unrelated to strict config blocking granite_speech loading." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet and generally conservative. The anchor choice for issue 45920 is supported by its open status, broad multi-model scope, and relative recency. The accepted soft-edge pairs are plausible same-bug clusters from the titles alone. The only mildly tentative one is issue:45325 vs issue:45381, but it still stays within the shared Qwen2.5-VL position-id / rope-index area." + "feedback": "The assessment is grounded in the packet: most pairs are conservatively rejected as only superficially similar, and the SigLIP2 pair (43493/43994) is a plausible duplicate/root-cause match based on the titles and summaries. No clear overstatement or mergeability issue is evident." }, "evaluator_used": true, "retried": false, @@ -6556,15 +6559,17 @@ "component_index": 1, "component_count": 19, "review_unit_index": 21, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ + "issue:24643", "issue:28282", + "issue:29127", "issue:29159", "issue:30064", "issue:32090", @@ -6572,56 +6577,62 @@ "issue:33666", "issue:35141", "issue:38175", + "issue:41762", "issue:43295", "issue:43452", - "issue:43531", - "issue:43550", "issue:43577", - "issue:43646", "issue:43653", "issue:43688", "issue:43697", - "issue:43742", + "issue:43720", "issue:43749", "issue:43819", "issue:43906", - "issue:43927", "issue:44361", "issue:44442", "issue:44464", + "issue:44466", "issue:44484", + "issue:44493", "issue:44514", "issue:44568", "issue:44704", "issue:44743", "issue:44811", "issue:44843", + "issue:44898", "issue:44936", - "issue:44977", "issue:44991", + "issue:45005", + "issue:45216", "issue:45290", "issue:45356", "issue:45372", - "issue:45440", - "issue:45491", + "issue:45381", "issue:45542", - "issue:45701", - "issue:45704", "issue:45823", - "issue:46002", + "issue:46050", "issue:46170", "issue:46178", "issue:46202" ], "soft_pairs": [ + "issue:24643|issue:29127", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:44514|issue:45381", + "issue:44466|issue:45005", + "issue:43452|issue:43577", "issue:43906|issue:46202", - "issue:43688|issue:43749", "issue:43452|issue:44843", - "issue:45372|issue:46170", + "issue:43688|issue:43749", "issue:28282|issue:32090", "issue:30064|issue:33666", - "issue:43819|issue:44811", "issue:28282|issue:33357", + "issue:43819|issue:44811", + "issue:45372|issue:46170", "issue:44936|issue:45823", "issue:43295|issue:45356", "issue:28282|issue:35141", @@ -6635,165 +6646,192 @@ "issue:43577|issue:43697", "issue:44514|issue:45290", "issue:29159|issue:33357", - "issue:44843|issue:44991", - "issue:43646|issue:43749", - "issue:43688|issue:45704", - "issue:43531|issue:43742", - "issue:43688|issue:45440", - "issue:43653|issue:43927", - "issue:45491|issue:46002", - "issue:43688|issue:45701", - "issue:44464|issue:44977", - "issue:43550|issue:43927" + "issue:44843|issue:44991" ], - "prepared_review_unit_hash": "0bb799e2aef10fa1d6404804961e3568e73c90de3758dc0f2f4015136fdba225", + "prepared_review_unit_hash": "73d8f2f1b4377ed45bdd725abe1147cf1c977c36f388e9feb160d8c742a17c28", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37083, - "estimated_input_tokens": 9271, - "estimated_eval_tokens": 18798 + "soft_pair_count": 30, + "serialized_chars": 37079, + "estimated_input_tokens": 9270, + "estimated_eval_tokens": 18796 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated issues across tokenizers, training, generation, loading, and model-specific regressions. None of the soft-link candidates look like the same underlying bug, so all should stay separate.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "Only one soft pair looks like the same underlying bug: the tied-weights serialization regression in v5. The rest are either different models/code paths or just broadly related subsystem reports.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45005 is the best canonical issue because it states the broader tied-weights regression, while issue:44466 is a narrower device-dependent manifestation of the same save_pretrained serialization problem.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45005 is the strongest global issue candidate for the tied-weights save/load regression cluster; it is broader and more representative than the device-specific report in issue:44466.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "One is an isolated reproduction of a prior issue; the other is a Gemma pipeline roundtrip/tokenization bug. Different failure modes and code paths." + "reason": "Different failures: DeepSpeed training shape error vs LayoutLMV3 box-validation messaging." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different code paths and models: BitNet accelerate-loading unpacking vs Perceiver interpolation at non-default resolution." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "One is RTDetrV2 output drift in v5; the other is a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different problems: Gemma3 ZeRO-3 load failure vs trainer.evaluate() breaking after train()." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and quantized sinq save/load corruption are not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but the crashes are different: batched padding handling vs wrong vision_position_ids in video input." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same tied-weights / lm_head serialization regression in v5 save_pretrained, with 45005 as the broader report." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading failure and BLIP2 dtype propagation are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "Auxiliary-loss normalization in MoE models is unrelated to broken FSDP CPU RAM efficient loading." + "reason": "43906 is explicitly a reproduction of another issue; 46202 is a separate Gemma roundtrip report, but the titles alone do not prove the same concrete bug." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both touch loading/tokenizer paths, but one is gguf_file breaking from_pretrained and the other is an offline model_info call in _patch_mistral_regex. Distinct bugs." + "reason": "Different mechanisms: gguf loading vs unconditional model_info() access breaking offline mode." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Gemma 4 processor loading import error from mistral_common is unrelated to the Windows ROCm torch.distributed dependency issue." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM-efficient loading are unrelated." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "AutoModel missing PyTorch and Trainer _gpu_broadcast_one NoneType are completely different errors." + "reason": "Missing PyTorch import is unrelated to the Trainer _gpu_broadcast_one NoneType error." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Image processor void segmentation maps and Qwen2-VL multi-GPU training are unrelated." + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are different bugs." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Dependency import error vs MacOS bus error in a CLIP model; not the same issue." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC.from_latents vs forward mismatch is unrelated to Whisper batch_decode skip_special_tokens behavior." + "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode skip_special_tokens being ignored." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Missing torch ImportError and MacOS bus error with a CLIP model are different problems." + "reason": "Gemma 4 processor import failure from mistral_common is unrelated to Windows ROCm torch.distributed dependency issues." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "trainer.evaluate after train is unrelated to Gemma4 device_map auto PLE device mismatch." + "reason": "Trainer lifecycle failure and Gemma4 device_map='auto' mismatch are different code paths." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but one is processor.tokenizer/images passing and the other is Kimi-K2.5 codec handling plus a warning issue. Not the same bug." + "reason": "Processor.tokenizer regression and Kimi-K2.5 codec/mistral-regex regression are distinct." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to embedding reinitialization in post_init." + "reason": "Chunked generation with compiled forward and recurrent-state reset in modular_qwen3_5 are not the same concrete bug." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBirdTokenizer special-token registration issue is unrelated to MLukeTokenizer AttributeError." + "reason": "BigBird mask-token registration/empty decode and MLukeTokenizer task AttributeError are unrelated tokenizer bugs." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizers and different failure modes: AttributeError on MLukeTokenizer vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer loading failure are different issues." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "A question about max_shard_size is not the same as AutoProcessor not forwarding kwargs to cached_file." + "reason": "Max shard size documentation/question and AutoProcessor cached_file kwargs forwarding are unrelated." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero probabilities and processor.tokenizer regression are unrelated." + "reason": "Zero probabilities in SigLIP2 and processor.tokenizer regression are unrelated." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Undefined tf backend with only tensorboard installed is not the same as tensorflow_text missing from BACKENDS_MAPPING." - }, - { - "left": "issue:44464", - "right": "issue:44743", - "accept": false, - "reason": "Chunked generation with compiled forward and recurrent states resetting in modular_qwen3_5.py are different generation bugs." + "reason": "Both are backend/dependency complaints, but one is about TensorFlow/tensorboard fallback and the other about tensorflow_text not being in BACKENDS_MAPPING." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizer special tokens, but BigBird mask-token registration and mdeberta BOS/EOS not added are separate tokenizer implementations and fixes." - }, - { - "left": "issue:43577", - "right": "issue:43697", - "accept": false, - "reason": "BLIP2 dtype staying float32 is unrelated to RTDetrV2 output divergence in Transformers v5." + "reason": "BigBird special-token registration and mdeberta BOS/EOS handling are different tokenizer bugs." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both are apply_chat_template-related, but batched padding=False crashes and assistant tool-call/no-content crashes are different edge cases." + "reason": "Both crash in apply_chat_template, but on different inputs and likely different code paths." }, { "left": "issue:29159", @@ -6805,68 +6843,17 @@ "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline model_info lookup in mistral regex is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." - }, - { - "left": "issue:43646", - "right": "issue:43749", - "accept": false, - "reason": "Custom model init breakage in Transformers 5.0 and FSDP CPU RAM efficient loading are distinct regressions." - }, - { - "left": "issue:43688", - "right": "issue:45704", - "accept": false, - "reason": "MoE auxiliary-loss normalization and T5 apex RMSNorm memory leak do not share a code path." - }, - { - "left": "issue:43531", - "right": "issue:43742", - "accept": false, - "reason": "Qwen3-MoE sliding_window issue and MobileLLM-125M key error are unrelated." - }, - { - "left": "issue:43688", - "right": "issue:45440", - "accept": false, - "reason": "Auxiliary-loss normalization bug and DeepseekV3 divergence are different model implementation issues." - }, - { - "left": "issue:43653", - "right": "issue:43927", - "accept": false, - "reason": "BigBirdTokenizer mask-token special-token registration and DiaConfig custom token IDs loss after save/load are unrelated." - }, - { - "left": "issue:45491", - "right": "issue:46002", - "accept": false, - "reason": "Gemma3 sliding-window NaNs on GPU and classification-head NaNs upon checkout/init are not the same underlying bug." - }, - { - "left": "issue:43688", - "right": "issue:45701", - "accept": false, - "reason": "MoE auxiliary-loss normalization is unrelated to a broad tokenization version-change report." - }, - { - "left": "issue:44464", - "right": "issue:44977", - "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention generation issues are different failures." - }, - { - "left": "issue:43550", - "right": "issue:43927", - "accept": false, - "reason": "Bamba-9B-v2 torch.compile/SDPA failure is unrelated to DiaConfig token ID loss." + "reason": "Offline Mistral regex/model_info regression and EMBEDDIA/est-roberta tokenizer loading failure are different problems." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft pair (44466/45005) is conservatively justified by the titles. The other rejections stay appropriately cautious and do not overclaim equivalence from broad subsystem similarity alone." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6875,40 +6862,37 @@ "component_index": 1, "component_count": 19, "review_unit_index": 22, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ - "issue:28218", "issue:32090", - "issue:33357", "issue:33666", "issue:34567", "issue:36010", "issue:36331", - "issue:39692", "issue:41720", "issue:43262", "issue:43278", "issue:43295", "issue:43452", - "issue:43493", "issue:43504", - "issue:43525", + "issue:43531", "issue:43550", - "issue:43572", "issue:43577", "issue:43606", "issue:43643", + "issue:43646", + "issue:43653", "issue:43688", "issue:43720", "issue:43742", + "issue:43749", "issue:43756", - "issue:43825", "issue:43927", "issue:43994", "issue:44361", @@ -6922,262 +6906,287 @@ "issue:44625", "issue:44821", "issue:44849", - "issue:44913", "issue:44977", + "issue:45440", + "issue:45491", "issue:45588", + "issue:45701", + "issue:45704", "issue:45823", "issue:46002", "issue:46050", "issue:46192", - "issue:46209" + "issue:46209", + "issue:46402" ], "soft_pairs": [ + "issue:43646|issue:43749", + "issue:43756|issue:46402", + "issue:43531|issue:43742", + "issue:43688|issue:45704", + "issue:43688|issue:45440", + "issue:43653|issue:43927", + "issue:45491|issue:46002", + "issue:43688|issue:45701", + "issue:44464|issue:44977", + "issue:43550|issue:43927", "issue:44479|issue:44625", "issue:41720|issue:44464", - "issue:43550|issue:44361", "issue:43643|issue:44561", - "issue:44977|issue:46209", + "issue:43550|issue:44361", "issue:32090|issue:34567", + "issue:44977|issue:46209", "issue:43577|issue:45588", - "issue:43577|issue:44554", "issue:32090|issue:33666", - "issue:43504|issue:43720", + "issue:43577|issue:44554", "issue:44466|issue:46050", - "issue:43504|issue:43550", + "issue:43504|issue:43720", "issue:33666|issue:36010", + "issue:43504|issue:43550", "issue:43504|issue:44610", "issue:43742|issue:44821", "issue:45823|issue:46050", "issue:43262|issue:43295", "issue:43720|issue:43927", - "issue:43606|issue:43927", "issue:43452|issue:44451", + "issue:43606|issue:43927", "issue:43994|issue:46192", "issue:44849|issue:46209", "issue:33666|issue:36331", - "issue:43278|issue:43688", - "issue:43525|issue:43572", - "issue:44625|issue:46002", - "issue:43720|issue:44361", - "issue:43756|issue:44913", - "issue:43493|issue:43825", - "issue:28218|issue:33357", - "issue:39692|issue:43493" + "issue:43278|issue:43688" ], - "prepared_review_unit_hash": "2c2ce8428bbf8b2cca5ee9b6479a1214789d90e283336cad6219ccfffc20752c", + "prepared_review_unit_hash": "6e53ee60f4ccaa79823ea6b823a245543b96e943bf19caf3600cd655719a202f", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36426, - "estimated_input_tokens": 9107, - "estimated_eval_tokens": 18470 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37860, + "estimated_input_tokens": 9465, + "estimated_eval_tokens": 19186 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items span many unrelated bugs/regressions across tokenization, training, config loading, model compilation, and device/runtime behavior. None of the soft pairs look like the same underlying issue, so I reject all candidate duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "No single duplicate theme emerges from this set; if a representative issue must be chosen, issue:44479 is the clearest broad, user-facing regression report with strong discussion and a concrete reproducer.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions, deprecations, and model-specific bugs. The pairwise similarity is mostly superficial (shared words like \"broken\", \"load\", \"regression\", or \"v5\"), so I would not merge any of the soft edges as duplicates.", + "confidence": 0.19, + "canonical_issue_reason": "No true canonical duplicate exists here; if forced to anchor the cluster, issue 43646 is the broadest umbrella report about v5 breaking custom model initialization, but the items are too heterogeneous to form one duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:44479 is the strongest representative bug report here: it is specific, reproducible, and affects multiple Qwen/VL variants rather than a narrow one-off case.", + "best_issue_reason": "Issue 43646 is the most general and triage-friendly umbrella problem among the set, but only as a loose representative, not a real duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Different bugs: video-input regression across Qwen/VL models vs Qwen3.5 num_labels propagation to text config." + "reason": "Different regressions: custom model init breakage vs FSDP CPU RAM-efficient loading." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Unrelated model-specific loading/architecture bugs for different models and components." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to MobileLLM key lookup failure." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug vs T5/apex RMSNorm memory leak; different code paths." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are model issues, but one is auxiliary-loss normalization and the other is a DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration problem vs config token-ID persistence bug." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but the trigger and subsystem differ: sliding-window attention vs classification head init/checkout." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "General tokenization/version change report is not the same bug as auxiliary-loss normalization." + }, + { + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Different failure modes: CUDA assert with auto device mapping vs inconsistent outputs from compiled forward/chunked generation." + "reason": "Different generation failures: compiled-forward inconsistency vs flash-attention regression in Qwen3.5." }, { "left": "issue:43550", - "right": "issue:44361", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to DiaConfig token-ID loss." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for Qwen models vs num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Unrelated components: Bamba torch.compile/SDPA failure vs MLukeTokenizer AttributeError on tasks." + "reason": "Qwen3 auto-device-map CUDA assert is unrelated to chunked generation inconsistency." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Distinct root causes: missing fields from AutoConfig with trust_remote_code vs removal of is_torch_fx_available breaking remote-code models." + "reason": "Both involve trust_remote_code/v5 compatibility, but they are distinct breakages in different API removals and config loading paths." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Different runtime issues: Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200/SM>=100." + "reason": "Different failures in different models: torch.compile SDPA vs MLukeTokenizer task AttributeError." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer-related but not the same bug: NoneType GPU broadcast error vs num_input_tokens_seen not updating." + "reason": "Trainer GPU broadcast NoneType error is unrelated to num_input_tokens_seen not updating." }, { - "left": "issue:43577", - "right": "issue:45588", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Different code paths: Blip2 dtype loading issue vs flash_attention.py crashing on s_aux=None." + "reason": "Flash-attention generation regression is not the same as FP8 inference failure on B200." }, { "left": "issue:43577", - "right": "issue:44554", + "right": "issue:45588", "accept": false, - "reason": "No match: dtype remaining float32 in Blip2 vs MPS attention correctness when value head dim differs." + "reason": "BLIP2 dtype-loading issue and flash_attention sink-less AttributeError affect different model stacks." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Both involve training, but one is a broadcast TypeError and the other is multi-GPU training for Qwen2-VL." + "reason": "Trainer broadcast error is unrelated to Qwen2-VL multi-GPU training support." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Different load-time bugs: legacy field on Beit semantic segmentation vs BitNet packed-weight unpacking in accelerate loading." + "reason": "BLIP2 dtype mismatch is unrelated to the MPS attention correctness bug." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Serialization problems differ: device-dependent lm_head.weight saving vs quantized sinq model save/load breakage." + "reason": "Serialization of tied weights is unrelated to sinq quantization save/load breakage." }, { "left": "issue:43504", - "right": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Different subsystems: Beit pretrained loading vs Bamba torch.compile with SDPA." + "reason": "Beit legacy-field load failure and BitNet packed-weight loading failure are different model-loading bugs." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Unrelated issues: Qwen2-VL multi-GPU training vs GenerationMixin import error." + "reason": "Qwen2-VL multi-GPU training request is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and failures: Beit legacy config vs Bamba torch.compile SDPA." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Load failure from a legacy field is unrelated to OmDet-Turbo processor/model input-size mismatch." + "reason": "Beit pretrained loading bug is unrelated to OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "Different loading problems: MobileLLM key error vs AutoImageProcessor-from-URL support." + "reason": "MobileLLM key error and AutoImageProcessor URL loading are unrelated loader issues." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Different classes of bug: Gemma4 device mismatch under auto device map vs quantized model broken after save/load." + "reason": "Gemma4 device-map forward mismatch is unrelated to sinq quantized save/load corruption." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate default is unrelated to processor.tokenizer/images regression in v4.57.5." + "reason": "Audio processor sampling-rate default bug is unrelated to processor.tokenizer regression." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Different failure domains: BitNet packed weights not unpacked vs DiaConfig losing custom token IDs on save/load." + "reason": "BitNet packed-weights loading and DiaConfig token-ID persistence are different mechanisms and models." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "CPU offload device mismatch for Bark is unrelated to DiaConfig token ID loss." + "reason": "gguf_file import/load regression is unrelated to inability to load ScandiBERT." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Both are model loading issues, but gguf_file/AutoTokenizer behavior is not the same as loading ScandiBERT." + "reason": "CPU-offload device mismatch in bark-small is unrelated to DiaConfig token-ID loss." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "Different API problems: wrong SigLIP2 inference results vs return_tensors being ignored when text_kwargs is passed." + "reason": "Siglip2 bad outputs and return_tensors being ignored are different API/data-flow bugs." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug is unrelated to FP8 inference failure on B200." + "reason": "Qwen3.5 hidden-state bug is unrelated to FP8 inference failure on B200." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Both touch training, but multi-GPU training and unexpected num_items_in_batch are distinct problems." + "reason": "Multi-GPU training discussion is unrelated to CustomTrainer.compute_loss signature mismatch." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Different model-behavior bugs: dtype drift in eval vs incorrect auxiliary loss normalization." - }, - { - "left": "issue:43525", - "right": "issue:43572", - "accept": false, - "reason": "Similar symptom class, but different models and fields: pad_token_id vs pad_token_idx." - }, - { - "left": "issue:44625", - "right": "issue:46002", - "accept": false, - "reason": "Qwen3.5 num_labels propagation is unrelated to NaNs in classification heads during checkout/init." - }, - { - "left": "issue:43720", - "right": "issue:44361", - "accept": false, - "reason": "Packed-weight loading bug vs tokenizer AttributeError; different code paths and failures." - }, - { - "left": "issue:43756", - "right": "issue:44913", - "accept": false, - "reason": "Both are config/architecture issues, but Smollm3 RoPE layer dropping and GPTNeoX rotary_pct reset are different bugs." - }, - { - "left": "issue:43493", - "right": "issue:43825", - "accept": false, - "reason": "Model parity discrepancy for SigLIP2 is unrelated to pipeline error-message wording about translation tasks." - }, - { - "left": "issue:28218", - "right": "issue:33357", - "accept": false, - "reason": "Tokenizer spacing bug and macOS CLIP bus error are clearly unrelated." - }, - { - "left": "issue:39692", - "right": "issue:43493", - "accept": false, - "reason": "Docs example errors are not the same underlying bug as HF-vs-JAX implementation discrepancy for SigLIP2." + "reason": "Embedding dtype drift during eval is unrelated to auxiliary-loss normalization." } ] }, @@ -7193,14 +7202,15 @@ "component_index": 1, "component_count": 19, "review_unit_index": 23, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ + "issue:28218", "issue:33357", "issue:33666", "issue:39692", @@ -7211,19 +7221,18 @@ "issue:43334", "issue:43493", "issue:43504", + "issue:43525", "issue:43540", "issue:43572", "issue:43575", "issue:43606", "issue:43646", - "issue:43653", "issue:43701", - "issue:43756", + "issue:43720", "issue:43824", + "issue:43825", "issue:43844", "issue:43927", - "issue:43994", - "issue:44112", "issue:44291", "issue:44361", "issue:44464", @@ -7232,12 +7241,12 @@ "issue:44493", "issue:44568", "issue:44589", + "issue:44625", "issue:44792", "issue:44843", "issue:44849", "issue:44964", "issue:44977", - "issue:45083", "issue:45200", "issue:45229", "issue:45357", @@ -7247,241 +7256,256 @@ "issue:45759", "issue:45812", "issue:45823", + "issue:46002", "issue:46285" ], "soft_pairs": [ + "issue:43525|issue:43572", + "issue:44625|issue:46002", + "issue:43720|issue:44361", + "issue:43493|issue:43825", + "issue:28218|issue:33357", + "issue:39692|issue:43493", "issue:44964|issue:45405", "issue:44849|issue:45357", "issue:44568|issue:45812", "issue:43540|issue:44977", - "issue:45200|issue:45229", "issue:43493|issue:43844", - "issue:43278|issue:43844", + "issue:45200|issue:45229", "issue:44488|issue:44843", "issue:39692|issue:43295", - "issue:44493|issue:46285", - "issue:43756|issue:45083", + "issue:43278|issue:43844", "issue:43646|issue:44466", + "issue:33357|issue:33666", "issue:43334|issue:43572", "issue:43257|issue:43299", - "issue:33357|issue:33666", "issue:43334|issue:45759", "issue:45229|issue:45823", "issue:44589|issue:45520", + "issue:43824|issue:44589", "issue:43927|issue:44361", "issue:43504|issue:43606", - "issue:43824|issue:44589", "issue:43278|issue:43701", - "issue:44464|issue:45584", "issue:43572|issue:44291", + "issue:44464|issue:45584", "issue:43575|issue:45405", - "issue:43504|issue:43653", - "issue:44792|issue:45405", - "issue:43606|issue:44112", - "issue:43994|issue:44493" + "issue:44493|issue:46285", + "issue:44792|issue:45405" ], - "prepared_review_unit_hash": "9d57cf5d07310629889474c97e02858ea65e89b1f0303dec81fa01b317853d2e", + "prepared_review_unit_hash": "e7ac16688954c4d16080573033d0ce3df37eaa3f4f13c695c74e13e5c012efa9", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35999, - "estimated_input_tokens": 9000, - "estimated_eval_tokens": 18256 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37097, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated model- or subsystem-specific regressions, so none of the soft pairs look like true duplicates. If a single issue must represent the cluster, the broad Transformers 5 regression report is the least arbitrary choice.", - "confidence": 0.7, - "canonical_issue_reason": "issue:43646 is the broadest, most general regression report in the set; the others are mostly narrower, model-specific failures or unrelated runtime/load bugs.", + "summary": "The soft-similarity pairs are mostly false positives: they share broad themes like tokenizers, config fields, or Qwen/Gemma/SigLIP models, but not the same concrete bug or fix path. No duplicates should be merged here.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the candidate issues are heterogeneous and do not collapse into one underlying bug cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 best fits as a canonical representative because it is framed as a general Transformers 5.0 initialization regression rather than a single-model symptom.", + "best_issue_reason": "No single best issue: none of the items is a valid representative duplicate target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Model-loading failure vs a dependency version bump; different problems and code paths." + "reason": "Both are config-attribute regressions, but they affect different model families and different missing fields (`pad_token_id` vs `pad_token_idx`); not the same bug." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Both involve Qwen3.5, but one is about output_hidden_states and the other about save_pretrained visual encoder keys." + "reason": "Different problems: propagated `num_labels` on Qwen3.5 multimodal config versus NaNs in classification heads after checkout/init." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Different tokenizer regressions affecting different model families and symptoms." + "reason": "Unrelated failures: BitNet packed-weight loading versus MLukeTokenizer task-time AttributeError." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Qwen3OmniMoe video-input processing bug vs Qwen3.5 flash-attention generation bug." + "reason": "SigLIP2 implementation discrepancy and a pipeline task-support error are different code paths and different bugs." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug versus MacOS bus error in CLIP model loading; no shared underlying defect." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is a doc example/model-processor mismatch and the other is a HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model-loading failure for Phi-4 multimodal is unrelated to the PEFT minimum-version packaging issue." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: hidden-states behavior versus incorrect save_pretrained key serialization." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but they concern different models and different failure modes (missing BOS/EOS vs wrong token IDs across Granite)." + }, + { + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "Text-only mm_token_type_ids handling vs multi-GPU inference OOM; not the same underlying bug." + "reason": "Different Qwen-family issues: video-input processing error versus flash-attention generation bug." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs a DeepSpeed gradient issue; unrelated failure modes." + "reason": "SigLIP2 discrepancy is unrelated to gradient explosion with HfDeepSpeedConfig + ZeRO-3." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Embedding dtype mismatch between train/eval is unrelated to the ZeRO-3 gradient problem." + "reason": "Gemma4 fine-tuning mask defaults and Gemma4 multi-GPU inference OOM are different problems." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Offline tokenizer loading bug vs unconditional model_info call in a regex patch; different paths and fixes." + "reason": "A model-specific load failure is not the same as the offline-mode regression in `_patch_mistral_regex`." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Doc example/model-processor mismatch and quantization errors are not the same as the processor.tokenizer regression." + "reason": "Both are multimodal/doc-regression flavored, but one is SigLIP2 docs and the other is a processor/tokenizer API regression." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Unexpected key/position-id warnings across models vs CLIP text-model structure divergence; not the same bug." + "reason": "Embedding dtype drift during evaluate is unrelated to the ZeRO-3 gradient anomaly." }, { - "left": "issue:43756", - "right": "issue:45083", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "RoPE layer count mismatch vs feature-extraction length helper behavior; unrelated." + "reason": "Custom model initialization breakage and device-dependent lm_head serialization are distinct v5 issues." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Custom model initialization regression vs lm_head serialization inconsistency; different code paths." + "reason": "Completely different areas: CLIP MacOS bus error versus Qwen2-VL multi-GPU training." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL config vs missing pad_token_idx in StableLmConfig; separate config bugs." + "reason": "Both involve missing token-id-style fields, but in different configs, different names, and different model stacks." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Weights not converted under accelerate+deepspeed vs Qwen3VL MoE load failure in dev; related model family but distinct issues." - }, - { - "left": "issue:33357", - "right": "issue:33666", - "accept": false, - "reason": "MacOS CLIP bus error vs Qwen2-VL multi-GPU training; no shared underlying bug." + "reason": "Related Qwen MoE models, but one is accelerate/deepspeed weight conversion and the other is dev loading of Qwen3VL MoE; not the same bug." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "AttributeError on pad_token_id vs from_config not unwrapping text_config; different failure mechanisms." + "reason": "Both touch composite model configs, but one is a missing pad token attribute and the other is AutoModelForCausalLM from_config unwrapping text_config." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "OOM during multi-GPU inference vs device mismatch with device_map=auto; same model family but not the same bug." + "reason": "Both are Gemma4, but one is inference OOM and the other is device mismatch in PLE forward." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup failure vs flash_attn import-utils KeyError on Python 3.13; unrelated." + "reason": "Different serialization/import failures: missing Float8 storage class versus flash_attn import_utils KeyError." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import failure is unrelated to the Float8 storage-object lookup error." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Custom token IDs lost on save/load vs tokenizer task AttributeError; different artifacts and symptoms." + "reason": "DiaConfig save/load token-ID loss is a different subsystem from MLukeTokenizer task AttributeError." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy field blocking BEiT model load vs CPU-offload device mismatch in bark-small." - }, - { - "left": "issue:43824", - "right": "issue:44589", - "accept": false, - "reason": "Missing Qwen2_5_VL class import vs Float8 storage TypeError; unrelated." + "reason": "Legacy-field model preset loading and CPU offload device mismatch are unrelated bugs." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype regression vs resume_from_checkpoint key mismatch; different training concerns." + "reason": "BF16/FP32 dtype drift during evaluate is not the same as resume_from_checkpoint key mismatch." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward vs Whisper empty-transcription failure after token alignment." + "reason": "Both are model-loading regressions, but one is a missing config field and the other is an unexpected `_is_hf_initialized` constructor arg." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Missing pad_token_idx in one config vs unexpected _is_hf_initialized argument in init_empty_weights; both v5-related but not the same bug." + "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are unrelated generation bugs." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM for Qwen2-57B vs PEFT version pin issue; unrelated." + "reason": "Qwen2-57B tensor-parallel OOM has no connection to the PEFT version bump." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "BEiT legacy-field load failure vs BigBirdTokenizer special-token registration bug." + "reason": "Position-id key warnings across many models and CLIP text-model structure inconsistency are different regressions." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus test failure vs PEFT version bump; no common underlying change." - }, - { - "left": "issue:43606", - "right": "issue:44112", - "accept": false, - "reason": "CPU offload device mismatch in bark-small vs a stale GraniteSpeech CI test." - }, - { - "left": "issue:43994", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 AutoModel/pipeline nonsense outputs vs position-id warnings across many models; different root causes." + "reason": "Janus image-generation test failure is unrelated to the PEFT release-version problem." } ] }, @@ -7497,13 +7521,13 @@ "component_index": 1, "component_count": 19, "review_unit_index": 24, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ "issue:15354", "issue:28218", @@ -7517,21 +7541,24 @@ "issue:42490", "issue:43065", "issue:43232", - "issue:43295", - "issue:43450", "issue:43493", + "issue:43504", "issue:43540", "issue:43582", + "issue:43606", + "issue:43653", "issue:43696", "issue:43701", "issue:43844", "issue:43873", "issue:43957", + "issue:43994", + "issue:44112", "issue:44186", "issue:44423", + "issue:44493", "issue:44521", "issue:44554", - "issue:44610", "issue:44734", "issue:44849", "issue:44964", @@ -7541,7 +7568,6 @@ "issue:45198", "issue:45200", "issue:45290", - "issue:45381", "issue:45406", "issue:45446", "issue:45520", @@ -7550,15 +7576,16 @@ "issue:46050", "issue:46121", "issue:46192", - "issue:46209", - "issue:46365", "issue:46369" ], "soft_pairs": [ + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:43994|issue:44493", "issue:43873|issue:46050", - "issue:43065|issue:46369", "issue:45588|issue:46050", "issue:44423|issue:44734", + "issue:43065|issue:46369", "issue:29942|issue:30333", "issue:42490|issue:43696", "issue:43844|issue:44964", @@ -7577,202 +7604,192 @@ "issue:37428|issue:43957", "issue:44186|issue:46192", "issue:43232|issue:44849", - "issue:45823|issue:46192", - "issue:45381|issue:46209", - "issue:43295|issue:43450", - "issue:43295|issue:44610", - "issue:44554|issue:46365" + "issue:45823|issue:46192" ], - "prepared_review_unit_hash": "87db7fe1839362f75dc82f6eae31a6cdf56cea807ca2cd95bafa0380f2e9d1c7", + "prepared_review_unit_hash": "686c313acdd81cf9c31023082baba5469c21ab3c23a30c413cdd34d4d295aff0", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35793, - "estimated_input_tokens": 8949, - "estimated_eval_tokens": 18154 + "soft_pair_count": 26, + "serialized_chars": 35558, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the paired items mostly share only broad subsystem/model overlap, not the same concrete bug or change. I would reject all soft merges. Among the issues, 43873 is the most active/open and is the best single representative only by engagement, not by true duplication.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43873 has the strongest activity signal in this mixed cluster, but it is not a genuine canonical duplicate target for the whole set.", + "summary": "This is a loose lexical cluster, not a true duplicate set: the items span unrelated bugs in tokenization, model loading, serving, quantization/offload, and attention code paths. None of the soft pairs looks like the same underlying change or defect, so all soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a good canonical duplicate target; the apparent similarities are superficial and the underlying bugs differ across subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most discussable/open item here and the closest thing to a representative issue by triage priority, though the cluster does not form a real duplicate group.", + "best_issue_reason": "None of the issues is representative enough to serve as a global cluster canonical because the set is heterogeneous.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Both mention quantization/offloading, but one is about offloading behavior and the other about sinq save/load breakage; different bugs and code paths." + "reason": "Different bugs: Beit semantic-segmentation legacy-field loading vs BigBirdTokenizer special-token registration." }, { - "left": "issue:43065", - "right": "issue:46369", + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device issues, but the models and failure mechanisms differ: CPU offload mismatch vs stale device override." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and code paths: SigLIP2 inference discrepancy vs unexpected position-id keys across models." + }, + { + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "Both are SAM3-related, but one is about a dummy Conv2d in a decoder and the other is a memory overflow in sam3-litetext; not the same issue." + "reason": "Quantization/offloading behavior vs broken save/load after sinq quantization are related only at a broad level." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sink handling vs quantized model save/load failure are unrelated concrete problems." + "reason": "Flash-attention import crash on None aux state is unrelated to quantized model serialization failure." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both affect transformers serve, but one crashes on multimodal continuous batching and the other on KV-cache continuation indexing; different failures." + "reason": "Different serve regressions: multimodal continuous batching crash vs KV-cache continuation tensor indexing." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Same model family, but one is a dummy Conv2d placeholder and the other is a memory overflow during litetext use." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow reporting after job failure are unrelated." + "reason": "Unrelated: Flash Attention 2 test failures vs MLflow reporting not updating after a failed job." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warning and CUDA OOM on GPT-oss-20b are entirely different bugs." + "reason": "Import warning for trailing-slash paths is not the same as a CUDA out-of-memory error." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure do not describe the same defect." + "reason": "Different problems: DeepSpeed/ZeRO-3 gradient growth vs meta-device model loading breakage." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to rope-validation list typing." + "reason": "Gemma4 serve crash due to missing _tokenizer is unrelated to rope-parameter TypeError handling." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is a tokenizer behavior bug; _gpu_broadcast_one NoneType is a distributed training error." + "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer NoneType broadcast error." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Added-token spacing and TrainerState num_input_tokens_seen not updating are unrelated." + "reason": "Added-token spacing bug and num_input_tokens_seen not updating are separate tokenizer/state issues." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation bug are different code paths." + "reason": "Apple Silicon warmup TypeError and Qwen3.5 flash-attention generation bug are different failures." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a PyTorch version check for AuxRequest import are unrelated." + "reason": "MPS attention correctness with head-dim mismatch is unrelated to the AuxRequest PyTorch version check." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation error and flash_attn import KeyError on Python 3.13 are different failures." + "reason": "Compilation error for non-template nodes and flash_attn import KeyError are different code paths." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability output are different model/runtime bugs." + "reason": "TorchScript GeneratorExp export issue is unrelated to SigLIP2 zero-probability outputs." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video-input processing and Gemma4 mm_token_type_ids behavior are unrelated multimodal issues." + "reason": "Qwen3OmniMoe video-input validation and Gemma4 text-only mm_token_type_ids defaulting are different bugs." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "All-zero assistant masks for multimodal inputs and tool-call assistant-message crashes are distinct apply_chat_template bugs." + "reason": "Both touch chat templates, but one is assistant-mask generation for multimodal inputs and the other is tool-call content handling." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "One is missing default mm_token_type_ids for text-only fine-tuning; the other is a device mismatch during Gemma4 forward." + "reason": "Gemma4 text-only mm_token_type_ids defaulting and device_map auto device mismatch are distinct issues." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "dtype mismatches in bfloat16 inference and Wav2Vec2 save/tokenization failure are not the same bug." + "reason": "Different model-specific regressions: bf16 dtype mismatches vs Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy and resume_from_checkpoint key mismatch are unrelated." + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash-attention import symbol removal and meta-device model loading breakage are different compatibility issues." + "reason": "flash_attention_utils import error and meta-device loading breakage are separate loading/import bugs." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding and return_tensors being ignored with text_kwargs are separate tokenizer bugs." + "reason": "LayoutLMv2Tokenizer crash on NER/batched padding is not the same as return_tensors being ignored with text_kwargs." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs after sync_gpus and Qwen3.5 output_hidden_states behavior are unrelated." + "reason": "Generation kwargs after sync_gpus and Qwen3.5 output_hidden_states behavior are different code paths." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 PLE device mismatch and return_tensors being ignored are different API/runtime issues." - }, - { - "left": "issue:45381", - "right": "issue:46209", - "accept": false, - "reason": "Qwen2.5-VL video vision_position_ids and FP8 inference on B200 are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:43450", - "accept": false, - "reason": "Processor.tokenizer regression with images and batched video processor shape issues are different bugs." - }, - { - "left": "issue:43295", - "right": "issue:44610", - "accept": false, - "reason": "Processor/tokenizer regression and OmDet-Turbo processor/model input-size mismatch are unrelated." - }, - { - "left": "issue:44554", - "right": "issue:46365", - "accept": false, - "reason": "MPS attention correctness and Trainer import being blocked by datasets are unrelated." + "reason": "Device-mapping mismatch in Gemma4 forward is unrelated to return_tensors/text_kwargs handling." } ] }, @@ -7788,13 +7805,13 @@ "component_index": 1, "component_count": 19, "review_unit_index": 25, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ "issue:28218", "issue:35141", @@ -7824,18 +7841,17 @@ "issue:43957", "issue:43975", "issue:44112", - "issue:44442", "issue:44466", "issue:44554", + "issue:44610", "issue:44792", "issue:44898", "issue:44987", "issue:45127", - "issue:45198", "issue:45200", - "issue:45290", "issue:45325", "issue:45356", + "issue:45381", "issue:45412", "issue:45520", "issue:45563", @@ -7843,244 +7859,248 @@ "issue:46192", "issue:46209", "issue:46285", - "issue:46326" + "issue:46365" ], "soft_pairs": [ + "issue:45381|issue:46209", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:44554|issue:46365", "issue:39692|issue:46192", "issue:43295|issue:43873", - "issue:44554|issue:45356", "issue:43572|issue:44987", + "issue:44554|issue:45356", "issue:43572|issue:43957", - "issue:43950|issue:46285", - "issue:44466|issue:45127", "issue:45520|issue:46178", + "issue:44466|issue:45127", + "issue:43950|issue:46285", "issue:43550|issue:43844", "issue:37428|issue:43824", "issue:44898|issue:45412", - "issue:43450|issue:43575", "issue:45200|issue:45325", + "issue:43450|issue:43575", "issue:43334|issue:43525", "issue:44792|issue:45563", "issue:42490|issue:43493", "issue:41720|issue:46209", - "issue:43388|issue:43526", "issue:42915|issue:43824", - "issue:43824|issue:43975", + "issue:43388|issue:43526", "issue:28218|issue:35141", + "issue:43824|issue:43975", "issue:43278|issue:43856", "issue:38175|issue:43493", "issue:43526|issue:46192", - "issue:43653|issue:44112", - "issue:44442|issue:45198", - "issue:45290|issue:46326", - "issue:43975|issue:45520" + "issue:43653|issue:44112" ], - "prepared_review_unit_hash": "c8de8cafd50e8ba1e422dfa23d986e5aaf18924631fb8c6f57f033dd97c29d24", + "prepared_review_unit_hash": "828e981991eadcb2cd70ab16c93e7cacc52099c9dd2c3b3d01232ecf54ecc01b", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36484, - "estimated_input_tokens": 9121, - "estimated_eval_tokens": 18498 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36186, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set with one likely duplicate pair in SigLIP2. The rest share only broad thematic similarity (tokenizers, loading, configs, multimodal models) but not the same concrete bug.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43493 is the broader root-cause report for the SigLIP2 behavior mismatch, while issue:38175 reads like a specific symptom of that discrepancy.", + "summary": "The cluster is heterogeneous: it mixes unrelated tokenizer, processor, model-loading, quantization, and backend/runtime bugs. None of the soft pairs look like the same concrete underlying issue, so all soft edges are rejected. The most representative global issue is the broad `from_pretrained()` regression affecting non-persistent buffers.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43950 is the most broadly applicable and concrete regression in the set: it describes a core model-loading correctness bug that can affect many models, not just one model family or an isolated test case.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 best represents the accepted duplicate pair because it describes the underlying implementation mismatch more generally than the zero-probabilities symptom in issue:38175.", + "best_issue_reason": "Issue 43950 is the best global representative because it targets a central loading path, has a clear failure mode, and is more generally impactful than the model-specific or symptom-level reports around it.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "Both involve preprocessing/tokenization behavior, but one is a docs-example error and the other is an argument-handling regression; not the same bug." + "reason": "Qwen2.5-VL video position-id bug and FP8 inference failure on B200 are different code paths and failure modes." }, { "left": "issue:43295", - "right": "issue:43873", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer API regression is unrelated to the batched video-shape bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "Different subsystems and failure modes: custom model code regression vs quantization/offloading behavior." + "reason": "Different processor regressions: tokenizer/image-handling API breakage vs OmDet-Turbo resize mismatch." }, { "left": "issue:44554", - "right": "issue:45356", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug and Trainer import failure caused by datasets are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Broken SigLIP2 docs/quantization example is not the same as the `return_tensors` precedence bug." + }, + { + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Unrelated problems in different areas: MPS attention correctness vs tokenizer regression." + "reason": "Custom model processor regression and quantization offloading issue are different bugs." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Both are load-time issues, but they affect different models/configs and do not look like one concrete code-path bug." + "reason": "Missing `pad_token_idx` in StableLmConfig is unrelated to the local-model loading failure." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention bug and Kimi-K2.5 tokenizer codec regression are different problems." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Different symptoms and root causes: missing pad_token_idx in one config vs meta-device loading regressions across some models." + "reason": "Missing config attribute in StableLmConfig is not the same as meta-device loading breakage." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Non-persistent buffer corruption on load is unrelated to CLIP text-model structural inconsistency." + "reason": "Flash-attn import utility error and tensorflow_text backend mapping error are unrelated import failures." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but one is serialization and the other is LoRA merge with extended vocabulary; not the same specific bug." + "reason": "Both involve weights, but one is serialization inconsistency and the other is LoRA merge collapse after vocab extension." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "Import-time backend lookup errors in different modules/backends; no shared code-path or concrete bug." + "reason": "Non-persistent buffer corruption in loading is unrelated to the CLIPTextModel structure inconsistency." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "Torch.compile/SDPA failure is unrelated to the ZeRO-3 gradient growth issue." + "reason": "torch.compile SDPA failure and ZeRO-3 gradient explosion are different runtime/training bugs." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are ImportError issues, but they concern different missing symbols and different modules." + "reason": "Missing flash-attn helper import and missing Qwen2_5_VL export are unrelated import errors." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated." + "reason": "Perceiver interpolation failure and RT-DETR memory leak are unrelated model-specific bugs." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Video processor shape handling and tensor-parallel OOM are unrelated." + "reason": "Gemma 4 text-only token-type defaults and Qwen2.5-VL temporal position scaling are different preprocessing issues." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Both are multimodal bugs, but one is missing token-type defaults and the other is incorrect temporal position scaling." + "reason": "Batched video processor shape bug and tensor-parallel OOM are not the same issue." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Similar symptom (missing pad_token_id), but these are different model configs and no evidence they share one exact bug or fix." + "reason": "Both mention missing `pad_token_id`, but they affect different configs/models and do not look like one concrete bug." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A failing image-generation test is not the same as a stale warning in paged generate()." + "reason": "Janus image-generation test failure and stale `num_return_sequences` warning are unrelated." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." + "reason": "Trailing-slash import warning and SigLIP2 HF-vs-JAX discrepancy are different issues." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Hardware-specific inference failures on different models/configs; not the same bug." - }, - { - "left": "issue:43388", - "right": "issue:43526", - "accept": false, - "reason": "Both touch labels, but one is metrics gathering and the other is image-processor label reduction." + "reason": "Auto device-mapping CUDA assert and FP8 inference failure on B200 are different hardware/runtime problems." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Different model-specific loading failures with no shared concrete code path." + "reason": "Qwen3Moe FineGrainedFP8Config failure and missing Qwen2_5_VL import are unrelated." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "ImportError for a missing class and tokenizer detokenization regression are unrelated." + "reason": "gather_for_metrics tuple-label truncation and BeitImageProcessorFast label reduction are different label-handling bugs." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens and embedding reinitialization on resize are separate bugs." + "reason": "Tokenizer extra-space behavior and embedding reinitialization on resize are unrelated tokenization vs initialization bugs." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a model class and DeepSeek detokenization regression are not the same concrete issue." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Training/eval dtype drift and MoE memory usage are unrelated." + "reason": "Evaluation dtype drift and Qwen3 MoE memory usage are unrelated training/eval bugs." }, { "left": "issue:38175", "right": "issue:43493", - "accept": true, - "reason": "Both are about SigLIP2 behavior being wrong in HF compared with expected outputs; issue:38175 is a specific symptom of the broader discrepancy described in issue:43493." + "accept": false, + "reason": "SigLIP2 zero-probability behavior and HF-vs-JAX implementation discrepancy are related only by model family, not the same bug." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "Label-reduction bug in an image processor and return_tensors handling are different parts of the pipeline." + "reason": "Beit label reduction and `return_tensors` being ignored are unrelated preprocessing bugs." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Both are CI-related, but they concern different models and different failures." - }, - { - "left": "issue:44442", - "right": "issue:45198", - "accept": false, - "reason": "Tokenizer loading failure and save/tokenization failure for a different model are not the same concrete issue." - }, - { - "left": "issue:45290", - "right": "issue:46326", - "accept": false, - "reason": "Different tokenizer/chat-template regressions affecting different message-processing paths." - }, - { - "left": "issue:43975", - "right": "issue:45520", - "accept": false, - "reason": "Tokenizer detokenization regression and flash-attn import warning are unrelated." + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech stale device override test are unrelated CI/runtime issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The SigLIP2 pair (38175/43493) is a reasonable likely duplicate based on the issue titles and the broader implementation-mismatch framing, while the rest of the pairwise rejections do not overclaim a shared root cause. No clear precision problems detected." - }, - "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 }, @@ -8089,15 +8109,14 @@ "component_index": 1, "component_count": 19, "review_unit_index": 26, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ - "issue:29127", "issue:29942", "issue:32090", "issue:37428", @@ -8114,10 +8133,10 @@ "issue:43819", "issue:43827", "issue:43901", - "issue:43931", "issue:44112", "issue:44206", "issue:44351", + "issue:44442", "issue:44448", "issue:44493", "issue:44514", @@ -8129,6 +8148,7 @@ "issue:44857", "issue:45083", "issue:45127", + "issue:45198", "issue:45200", "issue:45245", "issue:45290", @@ -8140,16 +8160,19 @@ "issue:45593", "issue:45759", "issue:45823", - "issue:45859", "issue:46170", "issue:46234", - "issue:46285" + "issue:46285", + "issue:46326", + "issue:46402" ], "soft_pairs": [ + "issue:45290|issue:46326", + "issue:44442|issue:45198", "issue:43262|issue:43450", "issue:38175|issue:45412", - "issue:45759|issue:46285", "issue:45520|issue:46170", + "issue:45759|issue:46285", "issue:44514|issue:44521", "issue:44610|issue:44857", "issue:44561|issue:46234", @@ -8159,232 +8182,230 @@ "issue:43819|issue:45083", "issue:44857|issue:45593", "issue:43335|issue:43550", + "issue:43611|issue:46402", "issue:43606|issue:45083", "issue:29942|issue:32090", "issue:37428|issue:43425", "issue:44448|issue:44743", "issue:45200|issue:45588", - "issue:43611|issue:43931", "issue:45127|issue:45245", "issue:43335|issue:43653", "issue:44855|issue:45083", - "issue:43550|issue:44112", "issue:43819|issue:44493", + "issue:43550|issue:44112", "issue:44206|issue:45823", "issue:37428|issue:44351", - "issue:43335|issue:43504", "issue:45290|issue:45381", - "issue:45588|issue:45859", - "issue:29127|issue:32090" + "issue:43335|issue:43504" ], - "prepared_review_unit_hash": "41998283608961cd2ce9e91c95112ce08ed06e64c5c9fd9b7ac4f02ddff82a1b", + "prepared_review_unit_hash": "85241ec4ba346e11a0c5860f589e94946e6e83731a45282f34ddc9e6c9ec6176", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36367, - "estimated_input_tokens": 9092, - "estimated_eval_tokens": 18440 + "serialized_chars": 36918, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a false-positive mix of mostly unrelated issues across chat templates, import/loading regressions, processor edge cases, and model-specific bugs. I found no soft edge that looks like the same underlying bug/change.", - "confidence": 0.96, - "canonical_issue_reason": "issue:44521 is the broadest and most active issue in the chat-template/multimodal subset, with inbound references and discussion, so it is the best representative if one issue must anchor the cluster.", + "summary": "The cluster is mostly a grab-bag of unrelated single-issue reports. None of the soft pairs appear to be the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44521 is the strongest triage representative in this set: it is open, highly discussed, and has the most external references, but the rest of the items do not form a true duplicate cluster around it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest standalone issue here: open, well-scoped, and likely to attract related reports about multimodal apply_chat_template behavior.", + "best_issue_reason": "issue:44521 is the best issue to keep as the representative user-facing bug because it has the most activity and the broadest downstream impact among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both mention apply_chat_template/chat handling, but they describe different failure modes and code paths: tool-call/content-less assistant messages vs continue_final_message on mistral_common tokenizers." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer/speech-model loading problems, but they affect different models and different operations: AutoTokenizer loading vs save_pretrained/tokenization behavior." + }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Different modalities and failures: audio chat-template sampling rate vs batched video shape." + "reason": "These are different modalities and bugs: audio chat-template sampling-rate defaulting vs batched video processor output shape." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Unrelated bugs: zero probabilities in SigLIP vs RT-DETR memory cleanup." + "reason": "Completely different subsystems and symptoms: SigLIP zero probabilities vs RT-DETR memory not being released." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "Different model families and problems: composite Qwen config unwrap vs CLIP text-model structure change." + "reason": "Both are import/runtime compatibility problems, but one is a missing flash_attn key on Python 3.13 and the other is Windows ROCm torch.distributed dependency handling." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Both import-related, but different environments and root causes; not the same bug." + "reason": "Both involve multimodal/model structure changes, but the concrete bugs are different: unwrapping text_config in AutoModelForCausalLM.from_config vs inconsistent CLIP text model structure." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both chat-template related, but one crashes on batched padding=False and the other zeroes assistant masks." + "reason": "Same general apply_chat_template area, but one crashes on batched padding=False input while the other returns all-zero assistant masks for multimodal inputs." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor output-size mismatch vs AMP/CUDA loss crash are different failures." + "reason": "Different model families and failures: OmDet-Turbo image size mismatch vs LwDetrImageLoss AMP/CUDA crash." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Different missing-helper regressions in import_utils; no shared concrete code-path." + "reason": "Both are missing utility symbols, but they are different APIs and breakages: removed is_torch_fx_available vs missing is_falcon_mamba_ssm_available." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "Model latent/forward mismatch vs CI stale device-override test; unrelated." + "reason": "Unrelated bugs: DAC.from_latents mismatch with forward pass vs a stale GraniteSpeech CI device override test." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different audio bugs: unsupported center arg vs empty-transcription generation failure." + "reason": "Different audio bugs: unsupported center arg in LasrFeatureExtractor vs Whisper generation failing after align_special_tokens." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both docs issues, but about different pipelines and different outdated parameters." + "reason": "Both are docs-related pipeline issues, but they concern different documentation and different API changes." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Different code paths and domains: DAC latent reconstruction vs qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different D-FINE issues: AMP crash vs auxiliary-loss omission." + "reason": "Both touch detection/training losses, but one is an AMP CUDA crash and the other is auxiliary losses being skipped when denoising is off." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers config bug and Bamba compile/SDPA bug are unrelated." + "reason": "Unrelated model/config bug vs compile-time SDPA failure; no shared underlying issue." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading regressions: base_model_prefix handling vs Sam3 text encoder weights not loading." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch vs qwen3_omni_moe helper semantics; different bugs." + "reason": "No meaningful overlap beyond being model bugs; CPU offload device mismatch is unrelated to qwen3_omni_moe helper behavior." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention test failures vs Trainer NoneType broadcast error are not the same issue." + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are separate failures with different causes." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Missing flash helper import and torch 2.10 compatibility are different problems." + "reason": "A missing flash attention symbol import is not the same as a broad Torch 2.10 incompatibility report." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus output change and qwen recurrent-state reset are separate model-specific regressions." + "reason": "Different models and bugs: Pegasus output differences across versions vs recurrent state reset in modular_qwen3_5 cache handling." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 token-type-id defaulting and flash_attention s_aux=None crash are unrelated." - }, - { - "left": "issue:43611", - "right": "issue:43931", - "accept": false, - "reason": "Generic base_model_prefix loading breakage vs Qwen3-VL weight-shape mismatch; different code paths." + "reason": "Different multimodal bugs: Gemma 4 token type defaults vs flash_attention integration crashing on s_aux=None." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse and category-count limit are unrelated training/runtime issues." + "reason": "LoRA merge collapse with tied embeddings is unrelated to the category-count runtime error." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Sparse-layer config bug vs tokenizer special-token registration bug are different." + "reason": "SwitchTransformers sparse-layer configuration and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 torch.jit parsing issue is unrelated to qwen3_omni_moe helper behavior." + "reason": "Python 3.13 JIT parsing/import failure is unrelated to qwen3_omni_moe length-helper behavior." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "torch.compile/SDPA failure and GraniteSpeech CI device override failure are distinct." + "reason": "Different symptoms and model families: DAC latent mismatch vs unexpected position-id keys across many models." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "DAC latent mismatch is unrelated to position-id key warnings across models." + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to a GraniteSpeech CI device override test." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Different Gemma4/Lasr bugs with different symptoms and code paths." + "reason": "These are different failures: unsupported feature-extractor arg vs Gemma4 PLE device mismatch during forward." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and unrelated modules." - }, - { - "left": "issue:43335", - "right": "issue:43504", - "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Beit legacy-field loading are not duplicates." + "reason": "Both are import errors, but they involve different missing symbols and different modules; not the same underlying bug." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different failures." - }, - { - "left": "issue:45588", - "right": "issue:45859", - "accept": false, - "reason": "Flash-attention sink-less-model crash vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "Both are chat/multimodal-related, but one is a chat-template crash with tool calls and the other is wrong vision_position_ids for Qwen2.5-VL video input." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "LayoutLMV3 error-message clarity issue is unrelated to Trainer broadcast TypeError." + "reason": "Completely different issues: SwitchTransformers sparse-layer creation vs BEiT pretrained loading with a legacy field." } ] }, @@ -8400,17 +8421,16 @@ "component_index": 1, "component_count": 19, "review_unit_index": 27, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ - "issue:10000", - "issue:15354", "issue:28218", + "issue:29127", "issue:29942", "issue:32090", "issue:33357", @@ -8419,10 +8439,8 @@ "issue:38175", "issue:39692", "issue:40444", - "issue:41720", "issue:42490", "issue:43278", - "issue:43329", "issue:43335", "issue:43526", "issue:43550", @@ -8441,6 +8459,7 @@ "issue:44493", "issue:44561", "issue:44779", + "issue:44855", "issue:44857", "issue:44977", "issue:45072", @@ -8449,14 +8468,19 @@ "issue:45310", "issue:45459", "issue:45478", + "issue:45588", "issue:45593", "issue:45698", + "issue:45859", "issue:45920", "issue:46192", "issue:46209", - "issue:46234" + "issue:46234", + "issue:46399" ], "soft_pairs": [ + "issue:29127|issue:32090", + "issue:45588|issue:45859", "issue:43278|issue:43825", "issue:39692|issue:43526", "issue:45310|issue:45478", @@ -8475,254 +8499,245 @@ "issue:38175|issue:44493", "issue:44857|issue:45072", "issue:44977|issue:45229", - "issue:28218|issue:32090", "issue:44448|issue:44977", - "issue:43746|issue:46209", + "issue:28218|issue:32090", "issue:40444|issue:43526", + "issue:43746|issue:46209", "issue:43701|issue:45083", "issue:32090|issue:33357", "issue:29942|issue:35141", + "issue:44855|issue:46399", "issue:43550|issue:45083", "issue:42490|issue:43575", - "issue:43873|issue:45229", "issue:43927|issue:45698", - "issue:10000|issue:15354", - "issue:44561|issue:44779", - "issue:43278|issue:43329", - "issue:41720|issue:45229" + "issue:43873|issue:45229" ], - "prepared_review_unit_hash": "8d8e199669513ec86b527bdf3be0238cc983692e38a18aa041efb1d8988b19b0", + "prepared_review_unit_hash": "ebc79c910bedc643978da39b338650ea32703edf5c76e0a8cb421d4642c18912", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 37040, - "estimated_input_tokens": 9260, - "estimated_eval_tokens": 18776 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37340, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are only superficially similar and should stay separate. The only strong duplicate in the cluster is the Qwen3.5 MoE `from_pretrained` pair (issue:45310 / issue:45478); 45478 has the longer discussion trail, while 45310 is the earlier report.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45310 is the earlier report of the shared Qwen3.5 MoE `from_pretrained` regression, so it is the cleaner canonical anchor even though issue:45478 has more discussion activity.", + "summary": "One soft edge is a plausible duplicate: the two Qwen3.5 MoE from_pretrained error reports. The remaining pairs do not look like the same underlying bug from the visible metadata and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45310 is the better canonical issue because it is the earlier report and has at least one inbound reference; issue:45478 has the same title, so the visible metadata supports duplicate status but not a claim that one title is more descriptive.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45478 is the strongest representative issue for the cluster because it has the more active discussion on the one convincing duplicate pair.", + "best_issue_reason": "issue:45310 is the best issue anchor for this cluster because it is the earliest of the matching reports and already has some linkage, making it the most stable representative of the duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different subsystems and symptoms: LayoutLMv3 error-message clarity vs Trainer GPU broadcast TypeError." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: flash_attention sinkless-model crash vs Qwen3.5 rotary embedding CPU-offload incompatibility." + }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Different bugs: dtype drift during evaluation vs an error-message wording issue about translation support." + "reason": "Different bugs: training/eval dtype drift vs pipeline translation-task warning text." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Different components and failures: SigLIP2 docs/example issues vs BeitImageProcessorFast label reduction." + "reason": "Documentation example failures for SigLIP2 are unrelated to BeitImageProcessorFast label reduction." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same titled regression report: both are about `transformers>=5.4.0` Qwen3.5 MoE `from_pretrained` failing, so they plausibly describe the same underlying bug." + "reason": "Same title and highly similar topic: both are Qwen3.5 MoE from_pretrained error reports, so they look like the same underlying bug." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Unrelated: tokenizer protobuf decode-error masking vs a missing import_utils symbol." + "reason": "Tokenizer/protobuf error masking is unrelated to a missing import_utils capability flag." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Different code paths: SwitchTransformers sparse-layer config bug vs qwen3_omni_moe feature-length helper behavior." + "reason": "Different model/config bugs: SwitchTransformers sparse-layer creation vs qwen3_omni_moe helper behavior." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Different problems: SigLIP2 docs/quantization example issues vs widespread position-id key warnings." + "reason": "Documentation example errors are not the same as the unexpected position-id key behavior described here." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Different failures: BitNet packed-weights loading vs a stale CI device-override test in GraniteSpeech." + "reason": "Both are CI-related, but they hit different models and failure modes." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but they affect different models and behaviors." + "reason": "Both are v4/v5 regressions, but one is Pegasus output drift and the other is DeepSeek tokenizer behavior." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "No shared underlying bug: SwitchTransformers config creation vs GraniteSpeech CI test failure." + "reason": "Sparse-layer config bug vs GraniteSpeech stale device override test are unrelated." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Different models and symptoms: SwitchTransformers config bug vs D-FINE auxiliary-loss logic." + "reason": "Different behavior: SwitchTransformers sparse-layer setup vs D-FINE auxiliary-loss omission." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Different loading problems: slash-ending local-path warning vs GLM-4.7-Flash unit-test loading failure." + "reason": "Local-path import warning is unrelated to GLM-4.7 model-loading failures." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Different bug classes: model loading regression vs embedding reinitialization after resize." + "reason": "Both concern loading/model setup, but they describe different bugs." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Different runtime failures in different pathways: CPU offload mismatch vs float16 AMP/CUDA crash." + "reason": "CPU offload device mismatch is unrelated to an AMP/CUDA crash in a different model." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "Different subsystems: DSA indexer activation omission vs removal of an FX helper breaking trust_remote_code models." + "reason": "DSA indexer activation behavior is unrelated to the v5 removal of is_torch_fx_available." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Different tokenizer behaviors: wrong token IDs across models vs `return_tensors` being ignored when `text_kwargs` is passed." + "reason": "Tokenizer ID regression across models is different from return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Different effects: unexpected zero probabilities in SigLIP2 vs position-id key warnings." + "reason": "Zero probabilities in SigLIP2 are unrelated to the unexpected position-id key warning." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they are separate failures in different models/code paths." + "reason": "Different numeric-stability/device-dtype problems in different models; not the same bug." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Different model failures: Qwen3.5 flash-attention generation vs Gemma4 multi-GPU CUDA OOM." - }, - { - "left": "issue:28218", - "right": "issue:32090", - "accept": false, - "reason": "Tokenizer spacing bug vs Trainer `_gpu_broadcast_one` NoneType error; no shared root cause." + "reason": "Flash-attention generation issue is unrelated to Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Different model-specific regressions, even if both are v5-related behavior changes." + "reason": "Both affect generation, but they are different model-specific regressions with different causes." }, { - "left": "issue:43746", - "right": "issue:46209", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Different issues: PEFT/local checkpoint loading vs FP8 inference failure on B200." + "reason": "Tokenizer added-space bug is unrelated to Trainer broadcast TypeError." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Different areas entirely: Qwen2.5-VL multi-image finetuning vs BeitImageProcessorFast label reduction." + "reason": "Multimodal IterableDataset finetuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to FP8 inference on B200." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Resume/checkpoint key mismatch is unrelated to qwen3_omni_moe helper behavior." + "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe helper behavior." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Different runtime failures: Trainer broadcast type error vs MacOS bus error on CLIP loading." + "reason": "Trainer NoneType broadcast error is unrelated to the MacOS bus error loading CLIP." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to token-embedding resize/post_init reinitialization." + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both involve import-time/decorator parsing, but they are different errors in different code paths." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA issue in Bamba-9B-v2 is unrelated to qwen3_omni_moe helper behavior." + "reason": "torch.compile + SDPA failure in Bamba is unrelated to qwen3_omni_moe helper behavior." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Different loading problems: path-slash warning vs OOM when loading a large model with tensor parallelism." - }, - { - "left": "issue:43873", - "right": "issue:45229", - "accept": false, - "reason": "Quantization offloading behavior and Gemma4 multi-GPU OOM are different failure modes." + "reason": "Local-path slash warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but one is token IDs lost and the other is wrong custom-module resolution." - }, - { - "left": "issue:10000", - "right": "issue:15354", - "accept": false, - "reason": "Completely unrelated legacy issues: German DistilBertModel error vs torch.jit.script GeneratorExp limitation." - }, - { - "left": "issue:44561", - "right": "issue:44779", - "accept": false, - "reason": "Different regressions: missing FX helper vs Deepseek tokenizer output changes in v5." - }, - { - "left": "issue:43278", - "right": "issue:43329", - "accept": false, - "reason": "Different multimodal problems: dtype change in evaluation vs undefined video-token helper variables." + "reason": "Both are save/load regressions, but they describe different underlying defects." }, { - "left": "issue:41720", + "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Different model/inference failures: Qwen3 auto device mapping assert vs Gemma4 multi-GPU OOM." + "reason": "Quantization/offloading behavior is unrelated to Gemma4 multi-GPU OOM." } ] }, "evaluator_result": { "accept": false, - "feedback": "Reject: the summary overstates what the packet supports. In particular, `issue:45310` does not have the broader discussion trail than `issue:45478`\u2014the packet shows `discussion_activity` 2 vs 4, so that canonicality claim is reversed. Also, the claim that both reports have the same concrete failure description goes beyond the packet; we can verify identical titles, but not the body-level details. The duplicate-pair call is plausible, but the justification is not conservative enough." + "feedback": "Reject: the duplicate-pair call on issue:45310 / issue:45478 is plausible, but the canonical_issue_reason overstates the evidence. In the packet both issues have the same title, so 45478 does not have a shorter title, and nothing shown supports that 45310 is more descriptive. Keep the verdict conservative and grounded only in the visible metadata." }, "evaluator_used": true, "retried": true, @@ -8735,14 +8750,16 @@ "component_index": 1, "component_count": 19, "review_unit_index": 28, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ + "issue:10000", + "issue:15354", "issue:25251", "issue:29127", "issue:32090", @@ -8751,35 +8768,34 @@ "issue:34567", "issue:37428", "issue:39692", + "issue:41720", "issue:42490", - "issue:42915", - "issue:42994", - "issue:43065", "issue:43278", + "issue:43329", "issue:43381", "issue:43412", "issue:43611", "issue:43653", "issue:43873", "issue:43976", - "issue:43994", "issue:44186", "issue:44206", - "issue:44361", "issue:44448", "issue:44466", "issue:44479", + "issue:44561", "issue:44568", "issue:44743", + "issue:44779", "issue:44857", "issue:44871", "issue:44977", "issue:44987", "issue:45198", + "issue:45229", "issue:45245", "issue:45372", "issue:45406", - "issue:45412", "issue:45440", "issue:45459", "issue:45491", @@ -8788,19 +8804,21 @@ "issue:45712", "issue:45803", "issue:45823", - "issue:46121", - "issue:46285" + "issue:46121" ], "soft_pairs": [ + "issue:10000|issue:15354", + "issue:44561|issue:44779", + "issue:43278|issue:43329", + "issue:41720|issue:45229", "issue:37428|issue:44987", "issue:44977|issue:45563", "issue:44857|issue:45588", "issue:44568|issue:45491", - "issue:45372|issue:45588", "issue:43278|issue:43381", + "issue:45372|issue:45588", "issue:43412|issue:45588", "issue:45588|issue:45823", - "issue:43611|issue:46285", "issue:45372|issue:45406", "issue:44448|issue:44466", "issue:43976|issue:45440", @@ -8809,222 +8827,217 @@ "issue:45245|issue:45563", "issue:43653|issue:44743", "issue:32090|issue:33290", - "issue:43611|issue:46121", "issue:44206|issue:44479", - "issue:33357|issue:39692", + "issue:43611|issue:46121", "issue:29127|issue:34567", - "issue:44186|issue:45198", - "issue:45459|issue:45712", "issue:42490|issue:43873", - "issue:43065|issue:45412", + "issue:33357|issue:39692", "issue:44871|issue:44977", - "issue:44361|issue:45198", - "issue:43065|issue:43994", - "issue:42915|issue:42994", - "issue:45372|issue:45459" + "issue:44186|issue:45198", + "issue:45459|issue:45712" ], - "prepared_review_unit_hash": "abc4fdf635e408987808804d545ec7ca33caabed4cce2ecb8ee4f9af69ab69e0", + "prepared_review_unit_hash": "426e6f8bc369488b2761af88a6f1e3ed9fdf553ab696fd5752234619c780936d", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36417, - "estimated_input_tokens": 9105, - "estimated_eval_tokens": 18466 + "soft_pair_count": 28, + "serialized_chars": 35950, + "estimated_input_tokens": 8988, + "estimated_eval_tokens": 18232 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely unrelated; the soft matches are mostly title-similarity hits, not the same underlying bug or change. No soft edge should be merged.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the set spans tokenizer, model loading, quantization, training, docs, and runtime regressions, so no single item represents the cluster.", + "summary": "This cluster is heterogeneous: the paired items mostly share broad wording or subsystem names, but they describe different bugs, models, or code paths. I found no true duplicate pair to merge, so no single canonical issue stands out.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue; any representative would be arbitrary because the cluster is not a true duplicate set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Unrelated model/export failures: German DistilBertModel issue vs torch.jit.script GeneratorExp export problem on ViT." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: removal of is_torch_fx_available affects trust_remote_code loading, while the other is a DeepSeek tokenizer behavior change." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Separate code paths: dtype mismatch in eval vs a multimodal token-counting bug in the video branch." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are model/runtime issues, but one is a Qwen3 auto device-map assert and the other is Gemma4 multi-GPU OOM; not the same bug." + }, { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "Different failures: flash-attention import name error vs loading a specific model failing under v5.1.0." + "reason": "Both mention loading/import failures, but one is a missing flash-attention utility import and the other is a model-loading failure for a specific repo." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "One is a generation regression with flash-attention; the other is a stale warning about num_return_sequences." + "reason": "Qwen3.5 flash-attention generation bug vs a stale warning in paged generate(); different functionality and symptoms." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Different subsystems and symptoms: AMP/CUDA loss crash vs flash_attention AttributeError on s_aux=None." + "reason": "CUDA AMP loss crash vs flash_attention.py AttributeError on s_aux=None; different components and failures." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token bug vs Gemma3 NaN embeddings in mixed-length sliding-window batches." + "reason": "Tokenizer special-token handling vs Gemma3 NaN embeddings from sliding-window attention; not the same issue." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Gemma 4 processor import dependency issue is unrelated to the flash_attention s_aux=None crash." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to BF16->FP32 dtype drift during evaluation." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Both concern eval/training behavior, but one is dtype drift and the other is gradient checkpointing in eval mode." + "reason": "Gemma4 processor import dependency issue vs flash-attention sink-less model crash; different call sites." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export/training-guard and erfinv support is unrelated to flash_attention crashing on sink-less models." + "reason": "Executorch export failure with training guard/erfinv is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention crash is a different code path from Gemma4 PLE device mismatch under device_map='auto'." - }, - { - "left": "issue:43611", - "right": "issue:46285", - "accept": false, - "reason": "Both involve model loading/structure, but one is a base_model_prefix regression and the other is CLIP text-model structure inconsistency." + "reason": "Both involve Gemma-related inference paths, but one is a flash-attention AttributeError and the other is a device-map mismatch in PLE." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Different Gemma4 failures: processor import dependency vs missing _tokenizer attribute in serve." + "reason": "Both concern Gemma4 processor loading, but one is an import error from mistral_common and the other is a missing _tokenizer attribute in serve." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Different regression types: output mismatch across versions vs serialization of tied weights depending on device." + "reason": "Generation output mismatch and lm_head.weight serialization inconsistency are different bugs with different code paths." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility break is unrelated to DeepSeekV3MoE implementation divergence." + "reason": "Python version compatibility breakage vs DeepSeekV3MoE divergence from remote implementation; unrelated." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is unrelated to a bare-except bug in Fuyu batch conversion." + "reason": "Wav2Vec2 save/tokenization failure vs a bare-except bug in Fuyu tensor conversion; different models and fixes." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting bug and Trainer broadcast TypeError are different components and failures." + "reason": "Pipeline top_k shape change is unrelated to Trainer broadcast failing on NoneType." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-limit RuntimeError and stale paged-generate warning are unrelated." + "reason": "Category cardinality limit error vs paged-generate warning; no shared underlying defect." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBird special-token registration bug is unrelated to Qwen recurrent-state reset behavior." + "reason": "BigBirdTokenizer special-token registration bug vs Qwen3.5 recurrent-state reset in cache handling; different subsystems." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer NoneType broadcast error and DeepSpeed Adafactor OOM are separate training issues." - }, - { - "left": "issue:43611", - "right": "issue:46121", - "accept": false, - "reason": "Model loading via base_model_prefix is unrelated to rope-validation list handling." + "reason": "Trainer broadcast NoneType error and DeepSpeed Adafactor OOM are both training-related but not the same issue." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature-extractor unsupported argument crash is unrelated to the Qwen video-input regression." + "reason": "Image feature extractor center-arg regression and video-input regression affect different preprocessing/code paths." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "MacOS bus error on a CLIP model and a broken SigLIP2 documentation example are different problems." + "reason": "base_model_prefix loading breakage is unrelated to rope-parameter JSON list handling." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." - }, - { - "left": "issue:44186", - "right": "issue:45198", - "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." - }, - { - "left": "issue:45459", - "right": "issue:45712", - "accept": false, - "reason": "Tokenizer error masking due to protobuf absence is unrelated to leftover dummy classes leaking into dir(transformers)." + "reason": "LayoutLMv3 error messaging and TrainerState token counting are distinct issues." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path trailing-slash import warning and quantization offloading behavior are different issues." + "reason": "Trailing-slash import warning is unrelated to quantization offloading not working." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to RT-DETR memory release on deletion." + "reason": "MacOS bus error on CLIP vs documentation example errors for SigLIP2; different failures and remediation." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "EOS token config inconsistency is unrelated to Qwen3.5 flash-attention generation regression." + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failure." }, { - "left": "issue:44361", + "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError is a different tokenizer bug from Wav2Vec2 save/tokenization failure." + "reason": "Different tokenizers/models and different failure modes: LayoutLMv2 batching crash vs Wav2Vec2 save/tokenization failure." }, { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and quantized model saving failure are distinct quantization issues." + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking by missing protobuf is unrelated to leftover dummy classes leaking into dir(transformers)." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Gemma4 processor import dependency issue is unrelated to protobuf-related tokenizer error handling." + "reason": "Duplicate of earlier verdict: different evaluation behaviors, not the same bug." } ] }, @@ -9040,13 +9053,13 @@ "component_index": 1, "component_count": 19, "review_unit_index": 29, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ "issue:29127", "issue:29942", @@ -9056,14 +9069,13 @@ "issue:36010", "issue:42490", "issue:42915", + "issue:42994", + "issue:43065", "issue:43066", - "issue:43262", "issue:43278", - "issue:43334", "issue:43381", "issue:43421", "issue:43526", - "issue:43531", "issue:43575", "issue:43653", "issue:43701", @@ -9073,34 +9085,40 @@ "issue:43931", "issue:43994", "issue:44186", - "issue:44206", "issue:44265", "issue:44279", + "issue:44361", "issue:44387", "issue:44442", "issue:44462", - "issue:44464", "issue:44625", - "issue:44743", - "issue:44811", "issue:44857", "issue:44977", "issue:45072", "issue:45198", "issue:45245", + "issue:45372", "issue:45412", "issue:45440", + "issue:45459", "issue:45491", "issue:45584", "issue:45593", "issue:45834", "issue:45859", - "issue:46369" + "issue:46121", + "issue:46369", + "issue:46399" ], "soft_pairs": [ - "issue:29942|issue:30064", - "issue:43278|issue:43575", + "issue:43065|issue:45412", + "issue:44361|issue:45198", + "issue:43065|issue:43994", + "issue:42915|issue:42994", "issue:43066|issue:44462", + "issue:43278|issue:43575", + "issue:29942|issue:30064", + "issue:45372|issue:45459", "issue:45412|issue:46369", "issue:43994|issue:45412", "issue:44265|issue:45198", @@ -9111,239 +9129,248 @@ "issue:29127|issue:33357", "issue:43824|issue:44279", "issue:45440|issue:45593", - "issue:29942|issue:36010", "issue:43994|issue:46369", "issue:43526|issue:45834", + "issue:29942|issue:36010", + "issue:46121|issue:46399", "issue:29127|issue:35141", "issue:43526|issue:44186", "issue:44625|issue:45584", "issue:43761|issue:45859", "issue:43575|issue:43701", - "issue:44442|issue:45072", "issue:42915|issue:43931", + "issue:44442|issue:45072", "issue:42490|issue:43381", "issue:43575|issue:44387", "issue:44977|issue:45245", - "issue:43526|issue:44857", - "issue:43334|issue:43531", - "issue:44464|issue:45491", - "issue:43262|issue:44206", - "issue:44743|issue:44811" + "issue:43526|issue:44857" ], - "prepared_review_unit_hash": "8dd3472b342419ec2a5c8dbb9161ee5159f7732db5ac8fcbf366fcbb5476a608", + "prepared_review_unit_hash": "2a908b2e33d8723c0ff27bfc655068f5fe110432e5e477bc5a5011521d5462f9", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36875, - "estimated_input_tokens": 9219, - "estimated_eval_tokens": 18694 + "soft_pair_count": 33, + "serialized_chars": 37450, + "estimated_input_tokens": 9363, + "estimated_eval_tokens": 18982 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose mix of mostly unrelated issue reports connected only by soft similarity. None of the proposed pairs looks like the same underlying bug/change, so no soft edge should be merged. The most representative issue is the BeitImageProcessorFast reduce_labels report, but there is no single coherent duplicate cluster here.", - "confidence": 0.44, - "canonical_issue_reason": "issue:43526 is the clearest, most concrete bug report and also sits near several other processor/tokenizer-related soft matches, making it the best representative node despite the weak overall cluster coherence.", + "summary": "This cluster is highly heterogeneous: the apparent matches are mostly same-subsystem or same-error-class similarities, not true duplicates. I would not merge any of the soft-edge pairs. If one issue must serve as the anchor, the cleanest and most representative core-path bug is the AutoTokenizer tokenizer.json loading regression.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44462 is the clearest, most actionable core-path regression in the set and has the cleanest repro/impact story, making it the best anchor for this otherwise mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43526 has a narrow, reproducible code-path problem with an obvious fix surface in BeitImageProcessorFast, so it is the strongest standalone issue candidate in this set.", + "best_issue_reason": "issue:44462 is the strongest single issue candidate overall: well-scoped, user-facing, and centered on tokenizer loading behavior that is easy to triage and fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated subsystems and failure modes." + "reason": "Different bugs: a dummy Conv2d placeholder in Sam3PixelDecoder vs an RT-DETR memory leak on deletion." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model failures: MLukeTokenizer AttributeError vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Same broad vision area, but not the same bug or code path; dummy module placeholder vs incorrect inference outputs." + }, + { + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "BF16/FP32 dtype regression in evaluation is not the same bug as tensor-parallel load-time OOM." + "reason": "Different quantization-related issues: FineGrainedFP8Config load failure vs quantized model saving failure." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong decoder type and ignoring tokenizer.json are both tokenizer-loading topics, but they describe different root causes." + "reason": "Both concern tokenizer loading, but one is a decoder-type regression in v5 while the other is repository tokenizer.json resolution; distinct failures." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Unrelated problems: embedding dtype drift during eval vs OOM when loading a large model with tensor parallelism." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Different areas entirely: Flash Attention 2 test failures vs void segmentation map processing." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Different tokenizer/processor failures: missing ReasoningEffort import vs protobuf-related exception masking." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "A model not releasing memory on deletion is different from a load-time memory overflow in another model." + "reason": "Different memory bugs in different models/code paths: RT-DETR GC leak vs sam3-litetext memory overflow." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "Different models, different symptoms, and no shared code path." + "reason": "Different symptoms and root causes: bad CLIP/Siglip outputs vs model deletion memory retention." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export export failure with torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "Different code paths: torch.export failure around torch_compilable_check vs Wav2Vec2 save/tokenization failure." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing being disallowed in eval mode is a different bug from resume_from_checkpoint key mismatch." + "reason": "Different training-flow bugs: gradient checkpointing in eval mode vs resume_from_checkpoint key mismatch." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Both concern model implementation behavior, but they affect different models and different logic." + "reason": "Different model-specific regressions: Smollm3 RoPE layer handling vs DeepseekV3MoE divergence from remote implementation." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processing updates and Gemma3 NaNs from sliding-window attention are unrelated." + "reason": "Tokenizer post-processor update behavior vs Gemma3 NaN embeddings; unrelated failure modes." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBird special-token registration and AutoTokenizer loading tokenizer.json are both tokenizer issues, but not the same defect." + "reason": "Both are tokenizer-related, but BigBird special-token registration and FastSpeech2ConformerTokenizer loading are distinct bugs." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and a CLIP bus error on macOS are unrelated." + "reason": "Completely different issues: LayoutLMv3 error-message clarity vs CLIP bus error on macOS." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "A specific Qwen2.5-VL import error is not the same as a generic dependency issue." + "reason": "One is a missing Qwen2.5-VL import, the other is a vague dependency issue; not the same underlying bug." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are different model bugs." - }, - { - "left": "issue:29942", - "right": "issue:36010", - "accept": false, - "reason": "Flash Attention 2 test failures do not share a code path with a GenerationMixin import error." + "reason": "Different model families and code paths: DeepseekV3MoE divergence vs D-FINE auxiliary-loss behavior." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Siglip2 wrong outputs and sam3-litetext memory overflow are unrelated." + "reason": "Different models and symptoms: Siglip2 nonsensical outputs vs SAM3 memory overflow." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR index error are different processor bugs." + "reason": "Different image-processing bugs: BeitImageProcessorFast label reduction vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated failures: Flash Attention 2 tests vs GenerationMixin import error." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Related to RoPE, but different concrete failures: JSON-loaded list handling vs missing decorator for apply_rotary_pos_emb registration." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "A layoutlmv3 error-message issue is unrelated to embedding reinitialization after resize." + "reason": "Different bug classes: clearer error reporting vs embeddings reinitialized during post_init after resizing." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Both involve processor/tokenizer handling, but one is BeitImageProcessorFast reduce_labels and the other is LayoutLMv2Tokenizer NER padding/truncation crashes." + "reason": "Different components and symptoms: Beit image label reduction vs LayoutLMv2Tokenizer crashes on NER/batched padding." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "num_labels propagation and Whisper empty transcription after align_special_tokens are different bugs." + "reason": "Different models and behaviors: Qwen3.5 num_labels propagation vs Whisper generation on empty transcription after token alignment." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU offload incompatibility are unrelated." + "reason": "Different regressions: CLIPVisionModel hidden_states bug vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Load-time tensor-parallel OOM and checkpoint resume key mismatch do not describe the same bug." + "reason": "Different issues: tensor-parallel OOM on load vs checkpoint key mismatch during resume." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Tokenizer loading failure and bfloat16 dtype mismatches are unrelated code paths." + "reason": "Different Qwen model failures: FineGrainedFP8Config load issue vs weight-shape mismatch on Qwen3-VL." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different model/config errors." + "reason": "Tokenizer loading failure vs dtype mismatch in bfloat16 inference; no shared root cause." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Path-with-slash import warning and gradient checkpointing in eval mode are not the same underlying issue." + "reason": "Unrelated: local-path trailing-slash import warning vs gradient checkpointing eval-mode limitation." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both mention memory/OOM, but one is load-time TP OOM and the other is an int4 reserved-memory regression." + "reason": "Both mention memory pressure, but one is load-time OOM for a large Qwen model and the other is reserved-memory growth under int4 quantization; not the same bug." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation issues are unrelated to the category-count limit error." + "reason": "Completely unrelated: Qwen3.5 flash-attention generation bug vs category-count limit RuntimeError." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "Processor label reduction and LwDetrImageLoss AMP crashes are different bugs." - }, - { - "left": "issue:43334", - "right": "issue:43531", - "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL and sliding_window behavior in Qwen3-MoE are separate issues." - }, - { - "left": "issue:44464", - "right": "issue:45491", - "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Gemma3 sliding-window NaNs are different failure modes." - }, - { - "left": "issue:43262", - "right": "issue:44206", - "accept": false, - "reason": "Chat-template sampling-rate defaults and unsupported center-arg crashes are unrelated audio-processor bugs." - }, - { - "left": "issue:44743", - "right": "issue:44811", - "accept": false, - "reason": "Recurrent-state reset behavior and Whisper batch_decode skip_special_tokens handling are distinct." + "reason": "Different bugs in different subsystems: Beit image label handling vs LwDetrImageLoss AMP/CUDA crash." } ] }, @@ -9359,13 +9386,13 @@ "component_index": 1, "component_count": 19, "review_unit_index": 30, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ "issue:33290", "issue:34567", @@ -9375,20 +9402,20 @@ "issue:36331", "issue:42175", "issue:42490", - "issue:42907", "issue:43232", + "issue:43262", "issue:43316", + "issue:43334", "issue:43381", "issue:43388", "issue:43452", "issue:43493", "issue:43525", + "issue:43531", "issue:43611", - "issue:43643", "issue:43646", "issue:43720", "issue:43723", - "issue:43749", "issue:43761", "issue:43827", "issue:43873", @@ -9397,26 +9424,30 @@ "issue:44077", "issue:44079", "issue:44188", + "issue:44206", "issue:44442", + "issue:44464", "issue:44479", "issue:44743", - "issue:44871", + "issue:44811", "issue:44898", - "issue:44913", "issue:44987", "issue:45003", "issue:45216", - "issue:45290", "issue:45440", "issue:45479", + "issue:45491", "issue:45588", - "issue:45698", "issue:45803", "issue:45907", "issue:46178", "issue:46234" ], "soft_pairs": [ + "issue:43334|issue:43531", + "issue:44464|issue:45491", + "issue:43262|issue:44206", + "issue:44743|issue:44811", "issue:43452|issue:45588", "issue:43646|issue:44077", "issue:33290|issue:34689", @@ -9426,236 +9457,225 @@ "issue:43381|issue:43873", "issue:44442|issue:44898", "issue:45003|issue:45440", - "issue:43761|issue:44079", "issue:43723|issue:45479", + "issue:43761|issue:44079", "issue:42490|issue:44743", + "issue:42175|issue:46234", "issue:34689|issue:43611", "issue:43316|issue:43525", "issue:43232|issue:43388", - "issue:42175|issue:46234", "issue:43720|issue:44442", "issue:43761|issue:44188", - "issue:43931|issue:45216", "issue:34689|issue:36010", + "issue:43931|issue:45216", "issue:44077|issue:44479", - "issue:43493|issue:43827", "issue:33290|issue:36331", + "issue:43493|issue:43827", "issue:44442|issue:45803", - "issue:44987|issue:46178", - "issue:42907|issue:45698", - "issue:43873|issue:44871", - "issue:44479|issue:45290", - "issue:43749|issue:43931", - "issue:43643|issue:44913" + "issue:44987|issue:46178" ], - "prepared_review_unit_hash": "ce77158aa3675a3254fe93057fb2f33bf3e82caf4706926fbeb5ee82059103ce", + "prepared_review_unit_hash": "535fecc6d3deafd8f19c991b18c6d512a39c2a255dcccf778f7ddefaa16b6e9d", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36903, - "estimated_input_tokens": 9226, - "estimated_eval_tokens": 18708 + "soft_pair_count": 29, + "serialized_chars": 36685, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab-bag of unrelated Transformers issues, with a loose concentration around loading/save-pretrained regressions and model/config API breaks. None of the soft pairs look like the same underlying bug or change, so no duplicate merges should be made.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 43646 is the broadest umbrella-style report in the set (custom model initialization breaking in v5), but the cluster is still too heterogeneous to treat it as a true canonical duplicate target.", + "summary": "This cluster is heterogeneous: the soft pairs point to different bug reports or regressions in nearby areas, but not the same underlying issue. I would reject all soft edges and not force a canonical duplicate.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the most actionable open report with the strongest discussion/inbound activity, but it still represents only one specific loading/save_pretrained failure rather than the whole cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure vs Qwen3-MoE sliding_window behavior; different model families and bugs." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to Gemma3 NaN embeddings from sliding-window/all-padding batches." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default mismatch vs LasrFeatureExtractor unsupported center arg; different code paths." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3_5 recurrent state reset bug vs Whisper batch_decode skip_special_tokens handling; not the same issue." + }, { "left": "issue:43452", "right": "issue:45588", "accept": false, - "reason": "Different code paths: gguf tokenizer/model loading vs flash-attention crash on sink-less models." + "reason": "gguf_file tokenizer/model loading break vs flash_attention s_aux=None crash; unrelated failures." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Broad custom model initialization break vs a patchtsmixer-specific post_init policy issue." + "reason": "Both touch initialization, but one is custom model init regression and the other is patchtsmixer post_init policy." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "DeepSpeed Adafactor OOM is unrelated to the Llama 3.2 Vision model-loading regression." + "reason": "Adafactor OOM in deepspeed is unrelated to TrainerState num_input_tokens_seen not updating." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Optimizer memory blowup vs token-embedding resize/post_init reinitialization bug." + "reason": "OOM in deepspeed optimizer vs token embedding/output reinit bug; different subsystems." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "OOM during optimization is unrelated to TrainerState token counting not updating." + "reason": "Optimizer memory issue vs TrainerState token counter update bug; no shared underlying defect." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Tokenizer AddedToken keyword conflict vs hub file listing not forwarding revision." + "reason": "AddedToken special-arg conflict is unrelated to list_repo_files forgetting revision." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior vs offloading with quantization are distinct failures." + "reason": "Gradient checkpointing in eval mode vs quantization offloading behavior; different runtime problems." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer vs Perceiver non-default resolution image-classification bug." + "reason": "Tokenizer load failure vs Perceiver non-default-resolution interpolation failure; not the same path." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to DeepseekV3MoE remote-implementation divergence." + "reason": "Unsafe sys.modules access is unrelated to DeepseekV3MoE implementation divergence." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "CLIPVision hidden_states regression and ModelOutput key assignment are different subsystems." + "reason": "AutoTokenizer loading regression vs zero-loss sequence-classification bug; different failure modes." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Tokenizer loading regression in v5 vs zero-loss sequence-classification bug." + "reason": "CLIPVision hidden_states regression vs ModelOutput None-key assignment logic; unrelated components." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Slash-suffixed local model import warning is unrelated to Qwen3.5 recurrent-state reset." + "reason": "Trailing-slash import warning is unrelated to Qwen3_5 recurrent-state reset." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing tensorflow in a torch install extra vs missing import_utils helper symbol; different packaging/API issues." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Model-loading break for a specific Llama vision model vs a generic base_model_prefix loading issue." + "reason": "Both are loading regressions, but one is Llama 3.2 Vision breakage and the other is base_model_prefix handling in v5." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Gemma3TextConfig API mismatch vs Llama4Config missing pad_token_id." + "reason": "Gemma3TextConfig API mismatch vs Llama4Config missing pad_token_id; similar shape, but not the same bug." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs sync bug vs gather_for_metrics dropping tuple labels." - }, - { - "left": "issue:42175", - "right": "issue:46234", - "accept": false, - "reason": "TensorFlow missing from torch install extras vs missing import_utils helper symbol." + "reason": "Generation kwargs after sync_gpus vs gather_for_metrics dropping tuple labels; different trainer/runtime code." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight unpacking failure vs tokenizer class loading failure." + "reason": "BitNet accelerate loading/unpacking bug vs FastSpeech2ConformerTokenizer loading failure; unrelated." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVision hidden_states regression is not the same as torch.compile attention-kernel branching divergence." + "reason": "CLIPVision hidden_states regression vs attention-kernel divergence under torch.compile; different models and causes." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:34689", + "right": "issue:36010", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 save_pretrained regression." + "reason": "Model loading breakage vs GenerationMixin import error; separate regressions." }, { - "left": "issue:34689", - "right": "issue:36010", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Specific model-loading regression vs GenerationMixin import error." + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 save_pretrained checkpoint corruption; both Qwen-related but different defects." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init restriction does not match the Qwen video-input regression." + "reason": "patchtsmixer post_init restriction is unrelated to the v5.3.0 video-input regression." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:33290", + "right": "issue:36331", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs docs still referencing removed pipeline APIs." + "reason": "Deepspeed OOM in optimizer use vs CustomTrainer.compute_loss signature mismatch; distinct training issues." }, { - "left": "issue:33290", - "right": "issue:36331", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Optimizer OOM is unrelated to CustomTrainer.compute_loss signature breakage." + "reason": "SigLIP2 implementation discrepancy vs docs still referencing pipeline(); one is model parity, the other documentation." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading bug vs FuyuBatchFeature's bare except swallowing errors." + "reason": "Tokenizer loading failure vs bare except swallowing errors in Fuyu tensor conversion; not duplicates." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Generic v5.1 model-load failure vs BACKENDS_MAPPING missing tensorflow_text." - }, - { - "left": "issue:42907", - "right": "issue:45698", - "accept": false, - "reason": "Dequantized-model save failure vs wrong custom module being loaded after save_pretrained." - }, - { - "left": "issue:43873", - "right": "issue:44871", - "accept": false, - "reason": "Quantized offloading behavior is unrelated to Gemma-3 eos_token_id config mismatch." - }, - { - "left": "issue:44479", - "right": "issue:45290", - "accept": false, - "reason": "Video-input regression for Qwen variants vs chat-template crash on tool-call assistant messages." - }, - { - "left": "issue:43749", - "right": "issue:43931", - "accept": false, - "reason": "FSDP CPU RAM efficient loading bug vs Qwen3-VL model weight-shape mismatch." - }, - { - "left": "issue:43643", - "right": "issue:44913", - "accept": false, - "reason": "trust_remote_code config-field loss vs GPTNeoX rotary_pct not persisting on reload." + "reason": "Model-loading regression on transformers>=5.1.0 vs backend mapping error for tensorflow_text; different root causes." } ] }, @@ -9671,39 +9691,38 @@ "component_index": 1, "component_count": 19, "review_unit_index": 31, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ "issue:16998", "issue:22355", "issue:25251", "issue:28282", - "issue:41950", "issue:42617", + "issue:42907", "issue:43065", "issue:43295", "issue:43316", - "issue:43388", "issue:43404", "issue:43441", - "issue:43475", "issue:43540", "issue:43550", "issue:43575", "issue:43606", - "issue:43646", + "issue:43643", "issue:43650", - "issue:43688", "issue:43701", "issue:43716", "issue:43742", - "issue:43761", + "issue:43749", "issue:43825", + "issue:43873", + "issue:43931", "issue:44077", "issue:44162", "issue:44190", @@ -9719,16 +9738,22 @@ "issue:44877", "issue:44913", "issue:45137", + "issue:45290", "issue:45584", + "issue:45698", "issue:45759", "issue:45803", - "issue:46050", "issue:46170", "issue:46202", "issue:46365", "issue:46369" ], "soft_pairs": [ + "issue:43873|issue:44871", + "issue:42907|issue:45698", + "issue:44479|issue:45290", + "issue:43749|issue:43931", + "issue:43643|issue:44913", "issue:43316|issue:45759", "issue:44855|issue:45137", "issue:44190|issue:44496", @@ -9739,9 +9764,9 @@ "issue:43550|issue:43701", "issue:42617|issue:43575", "issue:43606|issue:43701", - "issue:43065|issue:44617", "issue:43575|issue:43742", "issue:16998|issue:22355", + "issue:43065|issue:44617", "issue:43540|issue:44514", "issue:43316|issue:43716", "issue:44871|issue:45584", @@ -9751,203 +9776,198 @@ "issue:44162|issue:44792", "issue:44077|issue:44534", "issue:43404|issue:43441", - "issue:45803|issue:46170", - "issue:44871|issue:46050", - "issue:43761|issue:44479", - "issue:43646|issue:44913", - "issue:43388|issue:43688", - "issue:41950|issue:43475" + "issue:45803|issue:46170" ], - "prepared_review_unit_hash": "5a36ce23fb259f7b0222b0271a1e22381498d8c8c6954460c11de976fa0cecb9", + "prepared_review_unit_hash": "0a958a507953b70ab02f4aee38f70bebb59805862d1773e588121427d7d37018", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35842, - "estimated_input_tokens": 8961, - "estimated_eval_tokens": 18178 + "serialized_chars": 35742, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose semantic grouping of unrelated Transformers issues, not a duplicate set. The soft pairs mostly share broad subsystems (configs, multimodal processors, model loading, or SAM3/Qwen/Gemma areas) but not the same concrete bug or change path, so none should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The cluster is highly heterogeneous: the soft pairs mostly connect unrelated transformer bugs that share broad themes like loading, memory, or multimodal regressions but not the same concrete code path. No soft edge should be merged.", + "confidence": 0.98, + "canonical_issue_reason": "issue:43873 is the broadest and most actively discussed open report in this set, with multiple inbound references; it is the best single representative even though the cluster itself is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43873 is the strongest global issue candidate because it has the highest apparent triage value (open, discussed, referenced) and sits on a broadly relevant offloading/quantization topic.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Offloading/quantization behavior vs Gemma eos_token_id mismatch are different bugs and different code paths." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models is unrelated to loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression across VL models is not the same as apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and a Qwen3-VL weight-shape mismatch are distinct loading failures." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig loading is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." + }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both are multimodal config/API problems, but one is a Gemma3TextConfig discrepancy and the other is Qwen composite text_config unwrapping; different models and fixes." + "reason": "Gemma3TextConfig API discrepancy is not the same as AutoModelForCausalLM failing to unwrap text_config for Qwen multimodal configs." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "DeBERTa import parsing on Python 3.13 and DeepSpeed ZeRO3 deque underflow are unrelated failure modes." + "reason": "Python 3.13 IndentationError in DebertaV2Model parsing is unrelated to DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "One is a local-dataset script issue; the other is an unrecognized model/config.json loading error." + "reason": "Local dataset loading in a training script and an unrecognized model/config.json error are unrelated." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "The titles/body content do not point to the same bug; one is nonspecific, the other is a Gemma pipeline roundtrip issue." + "reason": "An empty-data issue does not match Gemma pipeline roundtrip behavior on the underscore token." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except in Fuyu tensor conversion and importing Trainer being blocked by datasets are unrelated." + "reason": "Bare except in FuyuBatchFeature.convert_to_tensors() is unrelated to Trainer import failure caused by datasets installation." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "pipeline top_k output-shape regression and missing PyTorch ImportError are different code paths." + "reason": "Pipeline top_k nesting behavior is unrelated to AutoModel/PyTorch missing-library import errors." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Both are v5 regressions, but one breaks processor.tokenizer/image passing and the other is just an error-message/task-support mismatch." + "reason": "Processor.tokenizer regression and an incorrect translation-task error message are different API regressions." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Bamba torch.compile SDPA failure and resume_from_checkpoint key mismatch are unrelated." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py runtime failure and Qwen2-57B tp OOM are different problems." + "reason": "3d_parallel.py runtime issues are not the same as Qwen2-57B-A14B-Instruct loading OOM under tensor parallelism." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is not the same bug as checkpoint key mismatch." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Both mention SAM3, but one is a dummy Conv2d implementation detail and the other is an OOM issue." + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are separate bugs." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Qwen2-57B tensor-parallel OOM and MobileLLM key error are unrelated." + "reason": "TP OOM when loading Qwen2-57B-A14B-Instruct is unrelated to a key error loading MobileLLM-125M." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "DeBERTa model_max_length question and transformers.onnx import error are unrelated." + "reason": "Model max length behavior for DeBERTa-V3 has nothing to do with a missing transformers.onnx module." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as CUDA OOM in Sam3Video." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both involve Qwen video/VL processing, but one is a video input ValueError in Qwen3OmniMoe and the other is batched apply_chat_template padding behavior in Qwen2_5_VLProcessor." + "reason": "Qwen3OmniMoe video processing ValueError and Qwen2_5_VL batched chat-template crash are different processor bugs." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API mismatch and Mistral-3 image preprocessor dtype mismatch are different issues." + "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 image-preprocessor dtype mismatch." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id config inconsistency and Whisper empty-transcription failure are unrelated." + "reason": "Gemma eos_token_id inconsistency is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and SAM3 litetext memory overflow are different bugs." + "reason": "OmDet-Turbo input-size mismatch and Sam3-litetext memory overflow are not the same underlying defect." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "A processor.tokenizer regression is not the same as Gemma eos_token_id mismatch." + "reason": "processor.tokenizer regression and Gemma eos_token_id mismatch do not share the same code path." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and janus image-generation test failure are unrelated." + "reason": "ESM2 breakage and janus test failure are unrelated model-specific issues." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "patchtsmixer post_init policy and non-persistent buffer junk are different changes." + "reason": "PatchTSMixer post_init policy and non-persistent buffer junk are different v5 concerns." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Mistral3 lm_head weight tying and Ministral-3 FlashAttention failure are different model-path issues." + "reason": "lm_head weight tying in Mistral3 is not the same as FlashAttention failure in Ministral-3." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Fuyu bare-except masking errors and Windows/ROCm torch.distributed import problems are unrelated." - }, - { - "left": "issue:44871", - "right": "issue:46050", - "accept": false, - "reason": "Gemma eos_token_id inconsistency and sinq quantization roundtrip failure are different bugs." - }, - { - "left": "issue:43761", - "right": "issue:44479", - "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are unrelated." - }, - { - "left": "issue:43646", - "right": "issue:44913", - "accept": false, - "reason": "Transformers 5 custom model initialization breakage and GPTNeoXConfig rotary_pct reload defaulting are different config issues." - }, - { - "left": "issue:43388", - "right": "issue:43688", - "accept": false, - "reason": "gather_for_metrics label truncation and auxiliary-loss normalization are unrelated training bugs." - }, - { - "left": "issue:41950", - "right": "issue:43475", - "accept": false, - "reason": "video-classification processor selection and SAM3 vision encoder missing attribute are different failures." + "reason": "Fuyu tensor conversion exception handling is unrelated to Windows ROCm import/dependency issues." } ] }, @@ -9963,25 +9983,28 @@ "component_index": 1, "component_count": 19, "review_unit_index": 32, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ "issue:32090", "issue:35141", - "issue:41720", + "issue:41950", "issue:42490", - "issue:43065", + "issue:43388", "issue:43452", + "issue:43475", "issue:43504", "issue:43525", "issue:43531", "issue:43572", + "issue:43646", "issue:43673", + "issue:43688", "issue:43761", "issue:43827", "issue:43931", @@ -9992,22 +10015,18 @@ "issue:44464", "issue:44479", "issue:44496", - "issue:44521", "issue:44534", - "issue:44610", "issue:44617", "issue:44734", "issue:44743", "issue:44792", "issue:44855", + "issue:44871", "issue:44913", - "issue:44933", "issue:44964", "issue:44977", "issue:45127", "issue:45200", - "issue:45245", - "issue:45362", "issue:45381", "issue:45406", "issue:45542", @@ -10016,230 +10035,243 @@ "issue:45588", "issue:45600", "issue:45698", + "issue:46050", "issue:46178", "issue:46234", "issue:46369" ], "soft_pairs": [ + "issue:44871|issue:46050", + "issue:43761|issue:44479", + "issue:43646|issue:44913", "issue:43452|issue:44496", + "issue:41950|issue:43475", + "issue:43388|issue:43688", "issue:45127|issue:45200", "issue:43673|issue:44743", "issue:32090|issue:35141", "issue:43572|issue:46178", - "issue:44617|issue:45584", "issue:43504|issue:45698", + "issue:44617|issue:45584", "issue:44734|issue:45406", "issue:45542|issue:46234", - "issue:45563|issue:45584", - "issue:43525|issue:43531", "issue:44792|issue:44977", + "issue:43525|issue:43531", + "issue:45563|issue:45584", "issue:43761|issue:44242", "issue:45381|issue:46369", "issue:43931|issue:44060", - "issue:44534|issue:44913", "issue:44792|issue:45600", + "issue:44534|issue:44913", "issue:44190|issue:44964", - "issue:44464|issue:45563", "issue:35141|issue:42490", "issue:44479|issue:44734", + "issue:44464|issue:45563", "issue:44855|issue:45588", - "issue:43827|issue:43994", - "issue:44617|issue:46369", - "issue:41720|issue:45245", - "issue:43065|issue:44610", - "issue:44521|issue:45381", - "issue:44933|issue:45362" + "issue:43827|issue:43994" ], - "prepared_review_unit_hash": "95e05b64a16e3a9fc85839b165565f963f5baeadb7cbc6a1312da7ffa6dd145d", + "prepared_review_unit_hash": "91d28e8597fadad82008caf7a3be97054c3c712111e556ca8506eea7cea84ee7", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36163, - "estimated_input_tokens": 9041, - "estimated_eval_tokens": 18338 + "serialized_chars": 36380, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft-similarity pairs do not appear to be true duplicates, and there is no PR cluster to merge. If one issue must anchor the cluster, issue 44521 is the most central open bug by references and discussion.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 44521 is the most active open item in the set and has the strongest external signal (inbound references plus discussion), so it is the best available canonical anchor despite the cluster\u2019s lack of a single shared bug.", + "summary": "This cluster is mostly a set of superficially similar but distinct regressions; I don\u2019t see any true duplicate PRs, and none of the soft pairs look mergeable as the same bug/change. The broadest issue is the generic v5 initialization regression, but it is only an umbrella candidate, not a confirmed duplicate match.", + "confidence": 0.43, + "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-like report in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d), so it is the best single representative even though the cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the best representative issue: it is open, user-facing, and already attracting follow-up references, making it the most actionable item in this heterogeneous set.", + "best_issue_reason": "issue:43646 best captures the common v5 init/load regression theme across several nearby reports; it is the most generally reusable reference point among these issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "One is an eos_token_id config mismatch, the other is a quantized-model save/load failure; same area, different bug." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different models and failure modes: CLIPVision hidden-states handling vs Qwen2.5-VL video regression." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config/reload behavior, but one is a broad v5 init breakage and the other is a GPTNeoX rotary_pct persistence bug." + }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Different loading failures: gguf_file breaks tokenizer/model loading APIs, while the other is a config/model_type recognition error for a specific model." + "reason": "Different loading problems: gguf_file path handling vs unrecognized custom model/config.json model_type." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor lookup and SAM3 video attribute access are unrelated bugs." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metrics batch truncation and auxiliary-loss normalization are different training-path issues." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Different bugs: LoRA/extended-vocab tied-embedding collapse versus Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." + "reason": "LoRA merge/vocab extension collapse is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill and the other is recurrent states resetting in modular_qwen3_5; different code paths and symptoms." + "reason": "Both touch cache/state handling, but they are separate code paths and model behaviors." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast TypeError is unrelated to post_init reinitializing output embeddings after token resize." + "reason": "Trainer GPU broadcast NoneType error and token-embedding reinit on post_init are distinct." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLm pad_token_idx regression is unrelated to the tensorflow_text backend registration error." + "reason": "StableLm pad_token_idx regression and tensorflow_text backend registration are unrelated." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure are different models and different failure modes." + "reason": "Legacy preset loading for BEiT segmentation is not the same as loading the wrong custom module after save_pretrained." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Beit legacy-field loading bug is unrelated to from_pretrained choosing the wrong custom module after save_pretrained." + "reason": "CUDA OOM in SAM3Video is not the same as Whisper empty-transcription failure after align_special_tokens." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation tensor-indexing crash in serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "KV-cache continuation tensor indexing and missing _tokenizer on Gemma4Processor are separate serve crashes." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Undefined tf backend from tensorboard-only install is unrelated to the missing is_falcon_mamba_ssm_available helper." + "reason": "TensorBoard/TensorFlow backend confusion is unrelated to the missing is_falcon_mamba_ssm_available helper." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "A stale generate warning is not the same bug as Whisper failing on empty transcription after align_special_tokens." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different model-path issues." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Llama4Config missing pad_token_id and Qwen3-MoE sliding_window are distinct config/model issues." + "reason": "Missing pad_token_id on Llama4Config and Qwen3-MoE sliding_window behavior are unrelated." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Janus test failure and Qwen3.5 flash-attention generation problems do not share a concrete underlying defect." + "reason": "A stale warning for num_return_sequences is not the same as Whisper failing on empty transcription." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVision hidden_states regression and load-balancing-loss omission are different model behaviors." + "reason": "CLIPVision hidden_states regression and MoE load-balancing loss omission are different bugs." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video vision_position_ids bug and Sam3-litetext memory overflow are unrelated." + "reason": "Qwen2.5-VL video position ids and SAM3-LiteText memory overflow are unrelated." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight shape mismatch is a different problem from the wrong tied-weights warning mapping embed_tokens to dt_bias." - }, - { - "left": "issue:44534", - "right": "issue:44913", - "accept": false, - "reason": "Non-persistent buffer junk fill and GPTNeoX rotary_pct reload regression are different failures." + "reason": "Weight-shape mismatch on model load and incorrect tied-weights warning are different Qwen3-VL/Next issues." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image-generation test failure is unrelated to stale auto_mappings references for removed Sam3LiteText configs." + "reason": "Janus generate-image test failure and removed Sam3LiteText auto-mapping references are not the same bug." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to loading Phi-4-multimodal-instruct." + "reason": "Non-persistent buffer junk in v5 is a different regression from GPTNeoX rotary_pct not persisting on reload." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward is unrelated to a stale paged-generate warning." + "reason": "Local dataset loading and Phi-4 multimodal model loading are unrelated failures." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization after resize is unrelated to import warnings caused by a trailing-slash local model path." + "reason": "Embedding reinit on post_init is unrelated to the local-path trailing-slash import warning." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Qwen VL video-input regression and serve KV-cache continuation indexing crash are different code paths." + "reason": "Qwen video-input regression and serve KV-cache indexing crash are different code paths." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as a stale generate warning." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to flash_attention crashing on s_aux=None." + "reason": "Python 3.13 torch.jit parsing failure and flash-attention s_aux=None crash are unrelated." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() and SigLIP2 nonsensical outputs are not the same bug." - }, - { - "left": "issue:41720", - "right": "issue:45245", - "accept": false, - "reason": "Auto device-mapping CUDA assert and the 2^24 category limit error are unrelated." - }, - { - "left": "issue:43065", - "right": "issue:44610", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo input-size mismatch are different model/processor issues." - }, - { - "left": "issue:44521", - "right": "issue:45381", - "accept": false, - "reason": "All-zero multimodal assistant masks and wrong video vision_position_ids are distinct multimodal bugs." + "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsense via pipeline/AutoModel are not the same change." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:45588", + "right": "issue:46369", "accept": false, - "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." + "reason": "Flash-attention s_aux=None attribute crash and SAM3-LiteText memory overflow are different problems." } ] }, @@ -10255,53 +10287,52 @@ "component_index": 1, "component_count": 19, "review_unit_index": 33, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ "issue:36246", - "issue:38617", "issue:41628", - "issue:41950", + "issue:41720", "issue:42175", + "issue:43065", "issue:43116", "issue:43295", "issue:43335", "issue:43404", - "issue:43479", "issue:43540", "issue:43550", "issue:43644", "issue:43650", "issue:43976", - "issue:44016", "issue:44077", "issue:44112", "issue:44186", "issue:44190", "issue:44220", - "issue:44246", "issue:44279", "issue:44462", - "issue:44683", + "issue:44521", + "issue:44610", + "issue:44617", "issue:44734", "issue:44737", "issue:44855", "issue:44877", "issue:44913", + "issue:44933", "issue:44938", - "issue:45003", "issue:45127", "issue:45216", "issue:45245", "issue:45276", "issue:45357", - "issue:45375", - "issue:45446", + "issue:45362", + "issue:45381", "issue:45542", "issue:45584", "issue:45600", @@ -10310,234 +10341,228 @@ "issue:45907", "issue:46082", "issue:46121", - "issue:46234" + "issue:46234", + "issue:46369" ], "soft_pairs": [ + "issue:41720|issue:45245", + "issue:44617|issue:46369", + "issue:43065|issue:44610", + "issue:44521|issue:45381", + "issue:44933|issue:45362", "issue:43644|issue:44913", "issue:43976|issue:44855", "issue:43550|issue:44190", "issue:44077|issue:44877", - "issue:43335|issue:44855", - "issue:45632|issue:46234", "issue:45127|issue:45357", "issue:43540|issue:44734", + "issue:45632|issue:46234", "issue:44462|issue:45907", + "issue:44112|issue:45600", "issue:44737|issue:45803", "issue:43335|issue:44190", - "issue:44112|issue:45600", "issue:43116|issue:44190", - "issue:46082|issue:46121", - "issue:44938|issue:45542", "issue:45276|issue:45584", "issue:43295|issue:45276", + "issue:44938|issue:45542", + "issue:46082|issue:46121", "issue:45245|issue:45584", "issue:36246|issue:41628", "issue:43404|issue:45216", - "issue:43650|issue:44220", "issue:42175|issue:44279", - "issue:44186|issue:44734", - "issue:44246|issue:45003", - "issue:41950|issue:44016", - "issue:36246|issue:38617", - "issue:44683|issue:45446", - "issue:43479|issue:45375" + "issue:43650|issue:44220", + "issue:44186|issue:44734" ], - "prepared_review_unit_hash": "94a28f4e930b62b33ca8de95f52fc7da4300e94d79a25ce129c3ed2958176a8a", + "prepared_review_unit_hash": "a93c11792068d665be18742d8d2ce31d5cab55dc4854b9246125aa92061f1cc6", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36205, - "estimated_input_tokens": 9052, - "estimated_eval_tokens": 18360 + "soft_pair_count": 27, + "serialized_chars": 35782, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it contains many unrelated Transformers bugs (imports, configs, model-specific regressions, examples, CI, and performance). None of the soft pairs look like the same underlying defect, so I would not merge any of them as duplicates.", - "confidence": 0.32, - "canonical_issue_reason": "If forced to pick one issue as the cluster anchor, 41628 is the broadest user-facing API regression (top-level import failure) and is closer to a representative issue than the model-specific or script-specific reports.", + "summary": "The set is highly heterogeneous: most items are unrelated issues spanning different models, configs, import/export regressions, and CI/install problems. None of the soft pairs look like the same underlying bug or a mergeable duplicate PR case.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is a safe duplicate target here; the issues are largely unrelated, so choosing one would collapse distinct bugs into one bucket.", "canonical_pr_reason": null, - "best_issue_reason": "41628 is the most generally applicable and concise issue here; it describes a core import/export regression rather than a narrow model- or example-specific failure.", + "best_issue_reason": "No issue stands out as a global canonical representative because the cluster does not form one coherent bug family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Different failures: Qwen3 auto device mapping cudaErrorAssert vs category-cardinality runtime error." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but they affect different Sam3 variants and likely different code paths." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv vs OmDet-Turbo processor size mismatch are unrelated bugs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal Qwen issues, but assistant mask generation and video position IDs are different defects." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Nonexistent image_utils import is unrelated to Qwen3.5 chat crash behavior." + }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Both are config/state-regression reports, but one is about non-persistent buffer initialization and the other about a config field not persisting on reload; different bugs and code paths." + "reason": "Different config/state issues: junk buffers on load vs rotary_pct not persisting on reload." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "These are different failures: Python-version compatibility/package support versus a Python 3.13 IndentationError in a model import path." + "reason": "Python version compatibility problem vs DebertaV2 JIT parsing/import syntax issue." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "One is a torch.compile/SDPA model runtime failure; the other is an example script dataset-loading problem. Not the same defect." + "reason": "Bamba torch.compile/SDPA failure is unrelated to local dataset loading in an example script." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Different config-validation issues in different models; no evidence they share the same underlying change." - }, - { - "left": "issue:43335", - "right": "issue:44855", - "accept": false, - "reason": "A SwitchTransformers config edge case and a DebertaV2 import parsing error are unrelated." - }, - { - "left": "issue:45632", - "right": "issue:46234", - "accept": false, - "reason": "A local-model cache-path collision is not the same as a missing import-utils helper export." + "reason": "Both involve config handling, but patchtsmixer post_init and granite_speech strict loading are different bugs." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen-family save/tie behavior, but one is LoRA/embedding collapse and the other is incorrect visual encoder checkpoint keys; different concrete problems." + "reason": "Both are regressions, but LoRA/vocab collapse and wrong visual encoder keys are distinct save/weight issues." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Video input processing in Qwen3OmniMoe and KV-cache continuation in serve are unrelated code paths." + "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache indexing are different code paths." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to a missing import-utils helper." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are separate repository/HF Hub issues." + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files revision forwarding are unrelated repo/file handling bugs." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "XLNet device placement in relative positional encoding and a bare-except in Fuyu tensor conversion are different bugs." + "reason": "Both broke CI, but stale GraniteSpeech test and removed Sam3LiteText config references are different failures." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "A configuration bug in SwitchTransformers and an example script dataset-loading issue do not match." + "reason": "XLNet device placement bug and bare-except error swallowing are unrelated." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "CI failures in different files and for different reasons; not the same underlying issue." + "reason": "SwitchTransformers config bug and image-classification local dataset loading are unrelated." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "A multi-label classification result bug and an image-classification dataset-loading bug are unrelated." + "reason": "Example multi-label classification output bug is unrelated to local dataset loading." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-validation list handling are distinct config-validation failures." + "reason": "Gemma4 embedding resize issue and Whisper empty-transcription generation bug are unrelated." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Python 3.14 import/load failure versus missing TensorFlow backend when installing tensorboard only; separate issues." + "reason": "Processor/tokenizer regression and Gemma4 embedding resize problem do not share the same underlying fix." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Gemma4 embedding resize behavior and Whisper empty-transcription generation failure are unrelated model bugs." + "reason": "Python 3.14 import failure and missing TensorFlow backend dependency are unrelated." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Processor/tokenizer regression versus Gemma4 embedding resize semantics; different subsystems and symptoms." + "reason": "LlamaConfig head_dim validation and rope-params JSON list handling are separate config bugs." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "A category-cardinality runtime error is unrelated to Whisper generation on empty transcription." + "reason": "Category-count overflow and Whisper empty transcription are unrelated runtime failures." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different symbols, modules, and likely different missing exports." + "reason": "Both are import errors, but they concern different symbols and different public APIs." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Weight tying in Mistral3 and incorrect save_pretrained output for Qwen3.5 are not the same code-path problem." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "A placeholder issue and an audio feature extraction bug are clearly unrelated." + "reason": "Mistral3 weight tying and Qwen3.5 save_pretrained checkpoint keys are different model serialization bugs." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Package extra dependency coverage and a generic dependency issue are not the same underlying defect." - }, - { - "left": "issue:44186", - "right": "issue:44734", - "accept": false, - "reason": "Tokenizer padding/truncation crashes and serve KV-cache continuation indexing are different bugs." - }, - { - "left": "issue:44246", - "right": "issue:45003", - "accept": false, - "reason": "Import performance degradation is not the same as unsafe sys.modules access." - }, - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "A video-classification pipeline processor-selection bug and a notebook syntax error are unrelated." - }, - { - "left": "issue:36246", - "right": "issue:38617", - "accept": false, - "reason": "Different missing imports from different modules; no concrete common code-path." + "reason": "Package extra omission for TensorFlow and a generic dependency issue are not the same bug." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Both touch flex_attention, but one reports a compiled runtime failure and the other a version-check/import gating bug; too different to treat as the same defect." + "reason": "'ADD THE DATA' lacks evidence of the same audio feature-extraction issue." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Different multimodal config initialization/validation problems in different model families." + "reason": "LayoutLMv2 tokenizer/padding crash and serve KV-cache indexing are unrelated." } ] }, @@ -10553,26 +10578,26 @@ "component_index": 1, "component_count": 19, "review_unit_index": 34, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ - "issue:38175", + "issue:36246", + "issue:38617", + "issue:41950", "issue:42907", - "issue:43065", "issue:43295", "issue:43299", "issue:43381", "issue:43441", + "issue:43479", "issue:43526", "issue:43531", - "issue:43577", "issue:43643", - "issue:43650", "issue:43673", "issue:43824", "issue:43854", @@ -10580,39 +10605,43 @@ "issue:43976", "issue:44016", "issue:44062", - "issue:44075", "issue:44112", "issue:44220", - "issue:44242", + "issue:44246", "issue:44279", "issue:44336", - "issue:44368", "issue:44496", "issue:44561", + "issue:44683", "issue:44734", "issue:44933", "issue:44964", "issue:44987", + "issue:45003", "issue:45042", - "issue:45103", - "issue:45200", "issue:45216", "issue:45335", "issue:45372", - "issue:45584", + "issue:45375", + "issue:45446", "issue:45588", "issue:45593", "issue:45600", "issue:45632", "issue:45759", + "issue:46082", "issue:46123", - "issue:46209", "issue:46234", - "issue:46369" + "issue:46369", + "issue:46399" ], "soft_pairs": [ + "issue:44246|issue:45003", + "issue:41950|issue:44016", + "issue:36246|issue:38617", + "issue:43479|issue:45375", + "issue:44683|issue:45446", "issue:43643|issue:44496", - "issue:38175|issue:43065", "issue:44964|issue:45600", "issue:43854|issue:44964", "issue:44016|issue:44220", @@ -10624,10 +10653,11 @@ "issue:43531|issue:45600", "issue:42907|issue:43441", "issue:43526|issue:43901", + "issue:46082|issue:46399", "issue:43295|issue:45335", "issue:44496|issue:45042", - "issue:45372|issue:46234", "issue:43441|issue:45588", + "issue:45372|issue:46234", "issue:44016|issue:44062", "issue:43299|issue:45216", "issue:43673|issue:44336", @@ -10635,228 +10665,216 @@ "issue:43381|issue:45593", "issue:43824|issue:44933", "issue:43976|issue:44279", - "issue:44496|issue:45759", - "issue:44075|issue:44368", - "issue:45335|issue:45584", - "issue:43650|issue:46209", - "issue:45103|issue:45372", - "issue:43577|issue:45216", - "issue:44242|issue:45200" + "issue:44496|issue:45759" ], - "prepared_review_unit_hash": "0084bb1a91b1223c962bd0106b2af26b805e240d90dff7b45625dcbdce59e8d6", + "prepared_review_unit_hash": "08261460e5cff007d9aafb2d7ae349735f16b82b2022b7f0b75e9464ac9d4a2c", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37040, - "estimated_input_tokens": 9260, - "estimated_eval_tokens": 18776 + "soft_pair_count": 30, + "serialized_chars": 36840, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated single-issue reports across different models, loaders, and utilities. None of the soft-similarity pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: it mixes unrelated import errors, config/model-loading regressions, pipeline bugs, and docs/test issues. I would not merge any of the soft-edge pairs as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span multiple unrelated defects rather than one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If forced to pick a representative, issue 44964 is the most concrete and broadly discussed user-facing regression, but it still does not explain the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Both involve model loading, but one is about missing fields with `trust_remote_code` and the other is an unrecognized config/model_type error; different failure modes and fixes." + "reason": "Different problems: slow import timing vs unsafe sys.modules access; not the same concrete bug." }, { - "left": "issue:38175", - "right": "issue:43065", + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A pipeline bug and a notebook syntax error are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but for different symbols in different modules with different causes." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different model configs and different missing/defaulted fields; not one underlying config bug." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a runtime failure on torch 2.9+ and the other is a version-check/import gating bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Different models and code paths: SigLIP probability output vs a dummy Conv2d in Sam3PixelDecoder." + "reason": "Both are config-loading related, but one is about trust_remote_code dropping fields and the other is about an unrecognized model lacking model_type." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Both affect loading-related code, but they target different models and different breakages; not the same underlying bug." + "reason": "Both are model-loading issues, but for different models and different failure modes." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading regressions, but for different model families and distinct symptoms." + "reason": "Different multimodal models and different import/load failures; not the same bug." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error is unrelated to `_torch_extract_fbank_features()`." + "reason": "A notebook syntax error is unrelated to a feature implementation issue." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test/device override behavior is unrelated to multimodal model loading failures." + "reason": "CI test flakiness in GraniteSpeech is unrelated to Phi-4 multimodal loading." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Partial-batch mask generation bug and Sam3 LiteText memory overflow are unrelated." + "reason": "MaskGenerationPipeline batching logic and sam3-litetext memory overflow are unrelated." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Both mention `trust_remote_code`, but one is an API removal breakage and the other is a cache-path collision; different concrete bugs." + "reason": "Both involve trust_remote_code, but one is a missing helper API and the other is a cache-path collision." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version compatibility issue is unrelated to a specific model loading failure." + "reason": "A Python-version compatibility issue is not the same as a model-specific load failure." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "KV-cache indexing crash in `serve` is unrelated to local-model cache path collisions." + "reason": "Serve/KV-cache indexing crash and local-model cache-path collision are different code paths." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale auto-mapping references." + "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText auto_mapping references are unrelated." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Same model family, but save/dequantization failure and FlashAttention load failure are different code paths and fixes." + "reason": "Different Ministral-family failures with different triggers: save_pretrained/dequantization vs FlashAttention loading." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BEiT label reduction bug is unrelated to outdated pipeline docs." + "reason": "An image-processor label reduction bug and outdated docs for return_all_scores are not the same issue." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 rotary-kernel registration failure are unrelated." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression and `resize_token_embeddings` not updating decoder embeddings are separate issues." + "reason": "One is a processor/tokenizer regression; the other is an embedding resize bug." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model config and PIL backend torchvision requirement are unrelated." + "reason": "Missing model_type in config loading is unrelated to PIL image processors wrongly requiring torchvision." }, { - "left": "issue:45372", - "right": "issue:46234", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Both are missing-import issues, but for different symbols, subsystems, and affected models; not mergeable as one fix." + "reason": "Different flash-attention-related failures in different code paths and models." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:45372", + "right": "issue:46234", "accept": false, - "reason": "Both mention FlashAttention, but one is a model compatibility regression and the other is a null `s_aux` crash in the integration code." + "reason": "Different missing-import symbols in different modules; not a duplicate bug." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and `AddedToken` argument collision are unrelated." + "reason": "Notebook syntax error versus tokenizer AddedToken argument conflict; unrelated." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL model loading and Qwen3.5 save_pretrained serialization are different problems." + "reason": "Both are Qwen regressions, but one is loading/import behavior and the other is save_pretrained checkpoint correctness." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache behavior has nothing to do with ANSI escape output in loading_report." + "reason": "Generation cache behavior and ANSI output formatting are unrelated." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch for `return_all_scores` is unrelated to model config loading failure." + "reason": "Documentation mismatch and model-type loading failure are different issues." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are different bugs." + "reason": "Gradient checkpointing eval-mode behavior and D-FINE auxiliary-loss handling are unrelated." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Different missing-import problems in different modules and model paths." + "reason": "Both are import-related, but they target different symbols and different modules." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "A Python-version compatibility regression is not the same as a generic dependency issue." + "reason": "Python version support and a generic dependency issue are not the same concrete bug." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model type and composite-config `text_config` unwrapping are different loader issues." - }, - { - "left": "issue:44075", - "right": "issue:44368", - "accept": false, - "reason": "Unused SGD optimizer args and a tie-word-embeddings warning are unrelated." - }, - { - "left": "issue:45335", - "right": "issue:45584", - "accept": false, - "reason": "Embedding-resize propagation and Whisper empty-transcription generation are unrelated." - }, - { - "left": "issue:43650", - "right": "issue:46209", - "accept": false, - "reason": "Placeholder issue text is unrelated to FP8 inference failure on B200." - }, - { - "left": "issue:45103", - "right": "issue:45372", - "accept": false, - "reason": "Docstring annotation parsing crash and missing `ReasoningEffort` import are different bugs." - }, - { - "left": "issue:43577", - "right": "issue:45216", - "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint saving are unrelated." - }, - { - "left": "issue:44242", - "right": "issue:45200", - "accept": false, - "reason": "MoE load-balancing loss omission and Gemma 4 token-id defaults are separate training/config issues." + "reason": "Unrecognized-model config loading and composite Qwen multimodal unwrapping are different failures." } ] }, @@ -10872,289 +10890,289 @@ "component_index": 1, "component_count": 19, "review_unit_index": 35, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ - "issue:33290", "issue:38175", "issue:39692", "issue:41950", - "issue:42994", "issue:43295", "issue:43299", - "issue:43317", "issue:43441", "issue:43450", "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:44297", "issue:44351", + "issue:44368", "issue:44462", "issue:44466", "issue:44521", "issue:44617", - "issue:44623", "issue:44683", - "issue:44749", "issue:44779", "issue:45020", "issue:45081", + "issue:45103", + "issue:45200", + "issue:45216", "issue:45276", "issue:45278", "issue:45325", + "issue:45335", "issue:45357", - "issue:45397", + "issue:45372", "issue:45405", "issue:45542", - "issue:45593", - "issue:45600", - "issue:45656", - "issue:45712", + "issue:45584", "issue:45812", "issue:45823", "issue:45834", "issue:45907", - "issue:46132" + "issue:46132", + "issue:46209" ], "soft_pairs": [ + "issue:44075|issue:44368", + "issue:45335|issue:45584", + "issue:43650|issue:46209", + "issue:45103|issue:45372", + "issue:43577|issue:45216", + "issue:44242|issue:45200", "issue:38175|issue:44617", - "issue:43299|issue:45357", "issue:44521|issue:45325", + "issue:43299|issue:45357", "issue:44279|issue:45405", - "issue:39692|issue:43901", + "issue:41950|issue:45020", "issue:44351|issue:45278", + "issue:39692|issue:43901", "issue:44779|issue:45812", - "issue:41950|issue:45020", "issue:43295|issue:44779", "issue:43479|issue:43525", "issue:41950|issue:45823", - "issue:43299|issue:43854", "issue:44683|issue:45542", "issue:43976|issue:45405", + "issue:43299|issue:43854", "issue:44462|issue:45081", - "issue:43650|issue:46132", "issue:44297|issue:44462", "issue:43450|issue:44279", + "issue:43650|issue:46132", "issue:44466|issue:45276", "issue:45081|issue:45907", "issue:44016|issue:44291", - "issue:43441|issue:45834", - "issue:42994|issue:43317", - "issue:43653|issue:45593", - "issue:44623|issue:45397", - "issue:44623|issue:44749", - "issue:45600|issue:45712", - "issue:33290|issue:45656" + "issue:43441|issue:45834" ], - "prepared_review_unit_hash": "0465ed67fc0b2aee2c17ded9570f424bd2140938aa6c469388be95b7fc1c64f8", + "prepared_review_unit_hash": "aba66aae3d1128930173d1426da858d149aaf54f09f72441b57cb06959b6e136", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35991, - "estimated_input_tokens": 8998, - "estimated_eval_tokens": 18252 + "serialized_chars": 36238, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: it spans unrelated bugs in tokenizers, multimodal processors, model loading/saving, deepspeed, and docs/CI. None of the soft pairs look like the same underlying bug or change, so there is no meaningful canonical duplicate in this cluster.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "All listed soft pairs are similar at the subsystem level but do not describe the same underlying bug/change, so they should be kept separate. The strongest standalone issue here is the open multimodal assistant_masks regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44521 is the clearest high-signal standalone bug: it is open, reproducible, and has concrete multimodal behavior with multiple inbound references.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44521 is the best overall issue candidate because it is specific, actionable, currently open, and appears to affect an active code path rather than a narrow doc/example path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Both mention OOM-like symptoms, but one is SigLIP2 zero probabilities and the other is Sam3Video CUDA OOM; different models and failure modes." + "reason": "Both mention behavior around optimization/config warnings, but one is SGD args being ignored and the other is a tied-word-embeddings warning in Qwen3.5 LoRA; different bugs and code paths." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Both involve loading/saving multimodal models, but Qwen3VL MoE loading and Qwen3.5 visual encoder key saving are distinct regressions." + "reason": "One is about resize_token_embeddings not affecting t5gemma decoder embeddings; the other is Whisper generation failing on empty transcription after align_special_tokens. Different models and failures." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Multimodal chat template masks vs Qwen2.5-VL rope index temporal scaling; different code paths and bug classes." + "reason": "'ADD THE DATA' is not a technical bug report, while the other is a specific FP8 inference failure on B200. No shared underlying issue." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "A generic dependency issue is not the same as an unreleased PEFT version pin regression." + "reason": "Auto-docstring crashes with future annotations in one case; the other is Gemma 4 processor loading broken by a mistral_common import error. Different root causes." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "SigLIP2 doc/model mismatch and quantization failure is unrelated to TextClassificationPipeline docs mentioning return_all_scores." + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained serialization are unrelated failures, even though both touch model state handling." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Importing HybridCache and broad import errors after upgrade are related only at a very high level; no shared concrete code path is shown." + "reason": "Load-balancing loss gating with router logits is unrelated to Gemma 4 mm_token_type_ids defaults for text-only fine-tuning." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Deepseek tokenizer incorrect results and Granite token IDs regression both affect tokenizers, but they are different model-specific bugs." + "reason": "SigLIP2 zero probabilities and Sam3Video CUDA OOM are completely different symptoms and code paths." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "Video-classification processor lookup bug is unrelated to remote_code model breakage." + "reason": "assistant_masks being all zero in multimodal chat templates is not the same as Qwen2.5-VL rope index scaling for still-image temporal positions." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Processor/tokenizer API regression is not the same as Deepseek tokenizer output corruption." + "reason": "Qwen3VL model loading regression and Qwen3.5 save_pretrained visual-key serialization are related only by model family, not by the same bug." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Phi4MultimodalConfig default subconfig initialization and Llama4Config missing pad_token_id are different config issues." + "reason": "A generic dependency issue is not the same as a specific MIN_PEFT_VERSION bump to an unreleased PyPI version." }, { "left": "issue:41950", - "right": "issue:45823", + "right": "issue:45020", "accept": false, - "reason": "Both mention multimodal/video-style models, but this is a pipeline processor lookup bug versus a Gemma4 device-map mismatch at forward time." + "reason": "video-classification pipeline using image processors and remote_code breakage are distinct failures with different triggers." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Qwen3VL MoE loading and GLM-4.7-Flash unit-test loading are distinct model-loading problems." + "reason": "Both are import-related, but one is a missing HybridCache symbol and the other is broad import errors after upgrading; too different to merge." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and TensorBoard/TensorFlow backend detection are unrelated." + "reason": "SigLIP2 docs example errors and TextClassificationPipeline docs mentioning return_all_scores are different documentation issues and different behaviors." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Python version compatibility and an unreleased dependency version pin are different release/setup issues." + "reason": "Deepseek tokenizer regressions and Granite tokenizer regressions are separate model-specific tokenizer bugs." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing involve tokenizer loading, but different mechanisms and models." + "reason": "Processor/tokenizer regression with custom model code is unrelated to Deepseek tokenizer producing incorrect results." }, { - "left": "issue:43650", - "right": "issue:46132", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "A vague data request is not the same as AttentionInterface.register changing registered-function behavior." + "reason": "One bug is default vision/audio config initialization in Phi4MultimodalConfig; the other is Llama4Config missing pad_token_id. Different attributes and fixes." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer_class metadata saved incorrectly versus AutoTokenizer choosing the wrong tokenizer.json are related to tokenizer config, but not the same bug." + "reason": "A video-classification processor lookup bug is not the same as a Gemma4 device_map auto placement mismatch." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Batched video processor shape bug is unrelated to a generic dependency issue." + "reason": "Compiled flex_attention failures on torch >= 2.9 are unrelated to the TensorBoard-without-TensorFlow backend error." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Both concern serialization/embedding handling, but lm_head.weight serialization and Gemma4 resize_token_embeddings affect different code paths." + "reason": "Python version compatibility breakage and an unreleased PEFT minimum version bump are different dependency problems." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Mistral tokenizer regex patch crash and list_repo_files revision forwarding are unrelated." + "reason": "Qwen3VL loading failures and GLM-4.7-Flash unit test loading issues concern different models and likely different loaders." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Notebook syntax error and init_empty_weights unexpected argument are completely different failures." + "reason": "AutoTokenizer ignoring repository tokenizer.json and Mistral regex patch crashing on backend_tokenizer access are separate tokenizer-loading bugs." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "FlashAttention failure for Ministral and OCR index error in Kosmos2.5 are unrelated model-specific bugs." + "reason": "A tokenizer_class mismatch on save_pretrained is a serialization bug, while ignoring tokenizer.json is a loading/resolution bug; not the same underlying issue." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "Quantized model saving failure and dequantized model loading with device_map=auto are separate quantization lifecycle issues." + "reason": "Incorrect batched video processor shapes and a generic dependency issue are unrelated." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:43650", + "right": "issue:46132", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary loss handling are unrelated." + "reason": "Placeholder/non-bug report versus an AttentionInterface.register behavior change; no shared code defect." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "processor.save_pretrained missing files and Gemma-4 zero3 from_pretrained are different save/load regressions." + "reason": "lm_head.weight serialization/tied-weights behavior and resize_token_embeddings not updating Gemma4 embeddings are different model weight-handling bugs." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "processor.save_pretrained missing files and slow filtering after upgrade are unrelated." + "reason": "Mistral tokenizer regex crash and list_repo_files missing revision forwarding are unrelated API bugs." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Sam3LiteText auto_mapping cleanup and leftover dummy classes are both CI/maintenance issues, but not the same underlying bug." + "reason": "A notebook syntax error is not the same as init_empty_weights receiving an unexpected _is_hf_initialized argument." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Adafactor OOM under deepspeed and optimizer.step called twice under deepspeed are different training bugs." + "reason": "Ministral FlashAttention failure and Kosmos2.5 long-OCR index error are different model-specific issues." } ] }, @@ -11170,25 +11188,24 @@ "component_index": 1, "component_count": 19, "review_unit_index": 36, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ + "issue:33290", "issue:41628", "issue:42175", - "issue:42491", - "issue:42886", + "issue:42994", "issue:43262", - "issue:43299", + "issue:43317", "issue:43441", "issue:43525", - "issue:43526", - "issue:43531", "issue:43643", + "issue:43653", "issue:43673", "issue:43723", "issue:43761", @@ -11201,257 +11218,259 @@ "issue:44016", "issue:44162", "issue:44188", - "issue:44242", "issue:44246", "issue:44261", "issue:44263", - "issue:44295", "issue:44297", "issue:44336", "issue:44361", "issue:44373", - "issue:44496", "issue:44521", "issue:44589", + "issue:44623", "issue:44671", "issue:44683", + "issue:44749", "issue:44779", - "issue:45003", + "issue:45103", "issue:45362", "issue:45397", "issue:45542", "issue:45561", "issue:45563", "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", "issue:45823", - "issue:46132" + "issue:46399" ], "soft_pairs": [ + "issue:42994|issue:43317", + "issue:43653|issue:45593", + "issue:45600|issue:45712", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:33290|issue:45656", "issue:44361|issue:45593", "issue:44261|issue:44263", "issue:44671|issue:44779", "issue:44016|issue:45823", - "issue:43901|issue:43994", - "issue:42175|issue:43976", "issue:43441|issue:44683", "issue:43723|issue:44162", - "issue:43673|issue:43761", + "issue:42175|issue:43976", + "issue:43901|issue:43994", "issue:43262|issue:44521", + "issue:43673|issue:43761", "issue:43824|issue:43976", "issue:44297|issue:45397", "issue:43901|issue:44246", "issue:43525|issue:43881", "issue:43525|issue:43643", - "issue:43784|issue:45542", - "issue:44188|issue:44336", "issue:41628|issue:43976", + "issue:43784|issue:45542", "issue:44589|issue:45362", - "issue:44336|issue:44373", + "issue:44188|issue:44336", + "issue:45103|issue:46399", "issue:45561|issue:45563", - "issue:44246|issue:44496", - "issue:42491|issue:43299", - "issue:44295|issue:45397", - "issue:44242|issue:45593", - "issue:43526|issue:45003", - "issue:43531|issue:45362", - "issue:42886|issue:46132" + "issue:44336|issue:44373" ], - "prepared_review_unit_hash": "f5c45e938be2583dd6bd228e093fa054db2ed50fda4e050835b5ff8b9ba80e4c", + "prepared_review_unit_hash": "22cab030fc016f50a5980262141bff7a53321f5d017877d05ebfdd801692d1a5", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35256, - "estimated_input_tokens": 8814, - "estimated_eval_tokens": 17884 + "serialized_chars": 35904, + "estimated_input_tokens": 8976, + "estimated_eval_tokens": 18208 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are largely unrelated standalone issues rather than duplicates. No soft pair appears to be the same underlying bug/change, so I rejected them all and picked one high-signal open issue as the best representative.", - "confidence": 0.46, - "canonical_issue_reason": "issue 44521 is the clearest high-signal standalone bug: it is open, has multiple inbound references and active discussion, and describes a concrete regression in multimodal `apply_chat_template` behavior.", + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem keywords, not the same underlying bug. I would reject every soft edge and avoid selecting a single canonical issue from the set.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue 44521 is the strongest representative issue in this set because it has a specific failure mode, visible impact, and the most evidence of active user traction.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both concern quantization/loading, but one is about saving quantized models and the other about loading a dequantized model with device_map offload; different failure modes and code paths." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Completely different topics: BigBirdTokenizer special-token registration vs D-FINE auxiliary losses/denoising." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/cleanup-related, but one is stale auto_mappings references and the other is leftover dummy PT classes; unrelated fixes." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files vs gemma-4 zero3 from_pretrained loading; save-path and load-path bugs are not the same." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing files during processor saving is unrelated to a model inference slowdown report." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but OOM with Adafactor and optimizer.step() being called twice are distinct bugs." + }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Different models and different failure modes: tokenizer AttributeError vs missing auxiliary losses." + "reason": "Tokenizer AttributeError on tasks vs D-FINE loss behavior; no shared underlying code path." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Unrelated bugs in different components: layernorm precision/config issue vs torch.split return values." + "reason": "Separate model-specific numerical/config issues: missing rms_norm_eps in MLA q_a_layernorm vs torch.split return values in GlmMoeDsaIndexer." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different model families and subsystems: CamemBERT MLM predictions vs Deepseek tokenizer outputs." + "reason": "Both are v5 regressions, but they affect different model families and different components (masked LM predictions vs tokenizer output)." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error is unrelated to Gemma4 device-mapping forward mismatch." + "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." }, { - "left": "issue:43901", - "right": "issue:43994", + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both involve attention kernels, but one is a model/FlashAttention compatibility issue and the other is compiled flex_attention failing on newer torch; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Docs mismatch for a pipeline arg is not the same as incorrect SigLIP model outputs." + "reason": "Tokenizer loading in v5 vs ESM2 model breakage; only broad release context overlaps." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Backend dependency installation bug and Python version compatibility bug are different issues." + "reason": "Packaging/backend dependency mismatch is unrelated to Python-version support for Transformers 5.1.0." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:43901", + "right": "issue:43994", "accept": false, - "reason": "Both involve attention kernels, but the concrete code paths and failures are different; not a duplicate." + "reason": "Docs drift for return_all_scores is not the same as incorrect SigLIP2 inference results." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:43262", + "right": "issue:44521", "accept": false, - "reason": "Tokenizer loading issue vs ESM2 model breakage; too broad and not the same bug." + "reason": "Both mention apply_chat_template, but one is about audio sampling-rate defaults and the other about assistant mask generation for multimodal inputs." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Cache/chunked-prefill regression is unrelated to CLIPVisionModel hidden_states behavior." - }, - { - "left": "issue:43262", - "right": "issue:44521", - "accept": false, - "reason": "Both mention `apply_chat_template`, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation." + "reason": "Generation cache/chunked_prefill regression and CLIPVisionModel hidden_states bug are unrelated." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "ImportError for a specific class is unrelated to Python 3.9/3.10 support in v5.1.0." + "reason": "Import failure for a specific Qwen VL class vs general Python compatibility issue; different problem types." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer class serialization mismatch is not the same as a gemma-4 `from_pretrained` failure." + "reason": "Tokenizer save metadata mismatch and Gemma4 zero3 loading are unrelated." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "A docs issue about `return_all_scores` is unrelated to slow package import." + "reason": "Documentation mismatch vs import performance issue." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4Config missing `pad_token_id` and glm-4v-9b load failure are different model-specific problems." + "reason": "Both are model-specific load errors, but for different models and different missing fields/code paths." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both involve config fields, but one is a missing attribute on a specific config and the other is `trust_remote_code` dropping fields." - }, - { - "left": "issue:43784", - "right": "issue:45542", - "accept": false, - "reason": "Import-time NameError in sentence-transformers is unrelated to tensorboard being installed without TensorFlow." - }, - { - "left": "issue:44188", - "right": "issue:44336", - "accept": false, - "reason": "Attention-kernel divergence under torch.compile and ANSI codes in loading_report are completely different." + "reason": "There is some superficial overlap around missing config fields, but one is a concrete Llama4 AttributeError and the other is a generic trust_remote_code missing-fields report; not enough evidence of the same bug." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Missing `AutoImageProcessor` import and Python 3.9 compatibility are unrelated." - }, - { - "left": "issue:44589", - "right": "issue:45362", - "accept": false, - "reason": "Float8 storage lookup failure is not the same as a Qwen3.5-35B chat crash." - }, - { - "left": "issue:44336", - "right": "issue:44373", - "accept": false, - "reason": "Terminal ANSI output bug is unrelated to a docstring typo." - }, - { - "left": "issue:45561", - "right": "issue:45563", - "accept": false, - "reason": "pytest-xdist race in testing utils is unrelated to a stale generate() warning." - }, - { - "left": "issue:44246", - "right": "issue:44496", - "accept": false, - "reason": "Import slowness and unrecognized model config errors are different problems." + "reason": "Importing AutoImageProcessor and Python version support are unrelated." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Both mention Qwen3 MoE regressions, but they describe different model variants and failure contexts; not clearly the same bug." + "reason": "One is a missing nn import in sentence-transformers integration; the other is a TensorFlow backend/dependency issue." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Reading `position_ids` after buffer registration is unrelated to gemma-4 zero3 `from_pretrained` loading." + "reason": "Float8 storage type error and Qwen3.5 chat crash are unrelated." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Missing load-balancing loss and missing auxiliary losses are different model-specific loss bugs." + "reason": "Attention-kernel divergence under torch.compile has nothing to do with ANSI escape codes in loading_report." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "BEiTImageProcessorFast label reduction and unsafe `sys.modules` access are unrelated." + "reason": "auto_docstring annotation handling and Qwen3.5 apply_rotary_pos_emb registration are unrelated." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and Qwen3.5-35B chat crash are different issues." + "reason": "pytest-xdist race in testing utils vs a stale generation warning; different areas and symptoms." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior change are unrelated." + "reason": "ANSI-code leakage in loading_report and a wrong docstring are unrelated." } ] }, @@ -11467,23 +11486,26 @@ "component_index": 1, "component_count": 19, "review_unit_index": 37, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ "issue:36246", "issue:41950", + "issue:42491", "issue:42757", "issue:42886", - "issue:43232", "issue:43257", "issue:43262", + "issue:43299", "issue:43352", "issue:43475", + "issue:43526", + "issue:43531", "issue:43596", "issue:43673", "issue:43901", @@ -11494,7 +11516,6 @@ "issue:44295", "issue:44336", "issue:44351", - "issue:44466", "issue:44485", "issue:44496", "issue:44561", @@ -11502,30 +11523,35 @@ "issue:44779", "issue:44857", "issue:44871", - "issue:44877", - "issue:44987", - "issue:44995", "issue:45003", "issue:45137", "issue:45200", - "issue:45229", "issue:45250", "issue:45292", - "issue:45335", + "issue:45362", "issue:45375", + "issue:45397", "issue:45412", - "issue:45459", "issue:45561", "issue:45584", - "issue:45701", + "issue:45593", "issue:45759", - "issue:45987", - "issue:46082", + "issue:45859", "issue:46123", - "issue:46369" + "issue:46132", + "issue:46291", + "issue:46369", + "issue:46399" ], "soft_pairs": [ + "issue:44246|issue:44496", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:42491|issue:43299", + "issue:43526|issue:45003", + "issue:43531|issue:45362", "issue:41950|issue:44220", + "issue:42886|issue:46132", "issue:44246|issue:44871", "issue:44336|issue:44485", "issue:36246|issue:42757", @@ -11534,7 +11560,9 @@ "issue:44779|issue:45292", "issue:43475|issue:46369", "issue:44242|issue:44857", + "issue:45859|issue:46399", "issue:44295|issue:44749", + "issue:46291|issue:46399", "issue:43352|issue:45250", "issue:43673|issue:44561", "issue:36246|issue:43596", @@ -11543,220 +11571,218 @@ "issue:44496|issue:45003", "issue:43257|issue:45137", "issue:43262|issue:44246", - "issue:45375|issue:45759", "issue:45292|issue:45584", "issue:45412|issue:46123", - "issue:45292|issue:45701", - "issue:44877|issue:45375", - "issue:43232|issue:44336", - "issue:44987|issue:45459", - "issue:45987|issue:46082", - "issue:44995|issue:45200", - "issue:44466|issue:45335", - "issue:42886|issue:45229" + "issue:45375|issue:45759" ], - "prepared_review_unit_hash": "4a42b3f818dd8dcdaf56661d559479b4140fe1bafd68f537a4a86be7fd59fc80", + "prepared_review_unit_hash": "cf04e9e1f532aabf52c15d982c7cd04a10043f2880a9048e6a5c0b56522710f9", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36373, - "estimated_input_tokens": 9094, - "estimated_eval_tokens": 18444 + "soft_pair_count": 30, + "serialized_chars": 36644, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No convincing duplicate pairs here; the cluster is mostly a collection of unrelated standalone issues spanning imports, config handling, generation, and model-specific bugs.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45003 is the closest thing to a canonical representative because it describes a concrete core-runtime bug in modeling_utils/sys.modules with broad potential impact, unlike the narrower model-specific reports.", + "summary": "This cluster is mostly heterogeneous: many unrelated model- or subsystem-specific regressions, with no soft pair looking like a true duplicate. I picked the broadest v5 compatibility regression as the best representative issue.", + "confidence": 0.27, + "canonical_issue_reason": "Issue 44561 is the broadest concrete regression in the set: a v5 break that impacts trust_remote_code models generally, so it best represents the cluster\u2019s main compatibility theme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45003 is the most broadly applicable and actionable issue in the set; it hits a central code path rather than a single model family or a documentation mismatch.", + "best_issue_reason": "44561 is the most globally representative issue because it is user-visible, cross-model, and describes a framework-level break rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "One is a performance complaint about importing transformers; the other is a model config/import error for Olmo-Hybrid. Different problems." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Different failure modes and different models: buffer/position_ids access vs Gemma-4 Zero3 from_pretrained." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing losses when a setting is disabled, but they affect different models and code paths; not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE/v5 loading regressions, but the models and reported breakages differ enough that this is not a clear duplicate." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs unsafe sys.modules access in modeling_utils; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "One is a sliding_window issue in Qwen3-MoE; the other is a chat crash in Qwen3.5-35B. Same family, different code path." + }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Different failures: a video-classification processor lookup vs an fbank feature helper issue." + "reason": "Video-classification pipeline image-processor lookup vs an fbank feature extraction issue; not the same underlying bug." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowness and a Gemma eos_token_id config mismatch are unrelated bugs." + "reason": "Import slowdown and Gemma-3 eos_token_id config mismatch are unrelated issues." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output in loading_report is unrelated to GLM-5 RoPE implementation." + "reason": "ANSI-output cleanup bug vs GLM-5 RoPE implementation discussion; no shared code-path evidence." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols in different modules/packages." + "reason": "Both are import errors, but for different symbols and packages; they do not look like the same defect." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2.5-VL image processor vs missing HybridCache are distinct import problems." + "reason": "Different missing exports from different modules; shared symptom only." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Core sys.modules access bug is unrelated to a pytest-xdist file race." + "reason": "sys.modules access bug vs xdist race in testing utils; unrelated." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer correctness regression and resize_token_embeddings propagation are different code paths." + "reason": "Tokenizer correctness regression vs resize_token_embeddings not updating output embeddings; different subsystems." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Same SAM3 family, but one is an attribute error and the other is a memory overflow." + "reason": "SAM3 attribute error and SAM3 LiteText memory overflow are different failures." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Router loss logic and an AMP/CUDA crash in a loss module are not the same bug." + "reason": "Moe loss aggregation bug vs RT-DETR AMP/CUDA crash; different models and code paths." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen3.5/kernels-related, but CPU offload incompatibility and missing-decorator registration crash are distinct issues." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer handling and a slowdown after version upgrade are unrelated." + "reason": "Position_ids buffer access bug vs a general transformer upgrade slowdown; not duplicates." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel version/revision requirement in evaluate vs Qwen3.5 kernel registration crash; different layers and symptoms." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "One is model-specific FA2 support refusal; the other is a generic Flash Attention 2.0 issue." + "reason": "A specific model lacking Flash Attention 2 support vs a broad Flash Attention 2 topic; not the same concrete bug." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Chunked prefill cache handling and removal of is_torch_fx_available are separate regressions." + "reason": "Chunked prefill cache regression and trust_remote_code breakage are separate v5 issues." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "ImportError for a vision processor and a ZeRO3 BertModel index error are unrelated." + "reason": "Qwen2.5 VL import error vs DeepSpeed ZeRO3 deque IndexError; unrelated." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "A docs/behavior mismatch for pipelines is unrelated to unsafe sys.modules access." + "reason": "Documentation mismatch vs unsafe sys.modules access; no overlap in code path." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma4 mm_token_type_ids defaulting are different model-specific bugs." + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaulting are unrelated model-specific problems." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading and sys.modules access are not the same failure." + "reason": "Model config validation failure vs sys.modules access bug; different root causes." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is distinct from a deque underflow in ZeRO3." + "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a zero3 deque index error; not the same bug." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate defaults are unrelated to import performance." - }, - { - "left": "issue:45375", - "right": "issue:45759", - "accept": false, - "reason": "Both involve Qwen multimodal configs, but one drops a field under strict config while the other fails to unwrap text_config." + "reason": "Audio chat-template sampling-rate default bug vs import slowdown; unrelated." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize propagation and Whisper empty transcription handling are different bugs." + "reason": "Embedding resize behavior and Whisper empty-transcription generation failure are different defects." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "A memory leak in RT-DETR is unrelated to partial-batch handling in MaskGenerationPipeline." - }, - { - "left": "issue:45292", - "right": "issue:45701", - "accept": false, - "reason": "Resize-token-embeddings behavior is not the same as version-dependent tokenization changes." - }, - { - "left": "issue:44877", - "right": "issue:45375", - "accept": false, - "reason": "Different strict-config failures in different model families; not the same underlying issue." - }, - { - "left": "issue:43232", - "right": "issue:44336", - "accept": false, - "reason": "Generation kwargs after sync_gpus and ANSI code emission are unrelated." - }, - { - "left": "issue:44987", - "right": "issue:45459", - "accept": false, - "reason": "Model loading failure and tokenizer protobuf error masking are separate issues." - }, - { - "left": "issue:45987", - "right": "issue:46082", - "accept": false, - "reason": "StaticCache return-type mismatch and LlamaConfig head_dim validation are unrelated." - }, - { - "left": "issue:44995", - "right": "issue:45200", - "accept": false, - "reason": "Stale indexer cache crash and Gemma4 text-only fine-tuning defaults are different bugs." - }, - { - "left": "issue:44466", - "right": "issue:45335", - "accept": false, - "reason": "Inconsistent lm_head serialization and decoder.embed_tokens resize propagation are not the same defect." + "reason": "RT-DETR memory cleanup and mask-generation batch handling are unrelated." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Offline cache tokenization failure and multi-GPU OOM are unrelated failure modes." + "reason": "Both are Qwen 3.5 multimodal config issues, but one is a missing config field and the other is text_config unwrapping; distinct code paths." } ] }, @@ -11772,75 +11798,84 @@ "component_index": 1, "component_count": 19, "review_unit_index": 38, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ - "issue:28282", - "issue:30990", - "issue:42994", + "issue:42886", "issue:43065", "issue:43232", "issue:43408", "issue:43475", - "issue:43482", "issue:43540", - "issue:43643", - "issue:43646", "issue:43653", "issue:43673", - "issue:43701", - "issue:43827", "issue:43931", - "issue:44038", "issue:44060", "issue:44077", "issue:44162", "issue:44188", "issue:44297", + "issue:44336", "issue:44361", "issue:44368", + "issue:44466", "issue:44479", "issue:44483", + "issue:44561", "issue:44623", "issue:44734", "issue:44749", - "issue:44869", - "issue:44871", "issue:44877", "issue:44977", + "issue:44987", "issue:44995", "issue:45137", - "issue:45230", - "issue:45356", - "issue:45381", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", "issue:45397", + "issue:45459", "issue:45563", "issue:45584", "issue:45588", "issue:45600", "issue:45656", + "issue:45701", + "issue:45987", + "issue:46082", "issue:46123", - "issue:46132", "issue:46170", - "issue:46202" + "issue:46202", + "issue:46399" ], "soft_pairs": [ - "issue:43065|issue:43408", + "issue:45292|issue:45701", + "issue:44561|issue:46399", + "issue:44877|issue:45375", + "issue:44987|issue:45459", + "issue:43232|issue:44336", + "issue:44995|issue:45200", + "issue:44466|issue:45335", + "issue:45987|issue:46082", "issue:45397|issue:45656", "issue:44479|issue:46170", + "issue:42886|issue:45229", "issue:45137|issue:45600", - "issue:44060|issue:44077", "issue:43475|issue:43540", "issue:44483|issue:46202", + "issue:44060|issue:44077", "issue:43653|issue:44162", - "issue:44368|issue:44977", "issue:44995|issue:45588", + "issue:44368|issue:44977", "issue:44368|issue:45563", + "issue:43065|issue:43408", "issue:44188|issue:46202", "issue:44877|issue:46170", "issue:43931|issue:44368", @@ -11848,248 +11883,204 @@ "issue:43065|issue:46123", "issue:43673|issue:44734", "issue:44297|issue:44623", - "issue:44361|issue:44749", - "issue:44869|issue:45356", - "issue:43646|issue:44162", - "issue:44623|issue:45656", - "issue:44749|issue:45656", - "issue:43232|issue:43673", - "issue:44871|issue:46132", - "issue:43701|issue:44749", - "issue:43673|issue:43827", - "issue:45230|issue:45397", - "issue:42994|issue:43482", - "issue:44038|issue:44623", - "issue:43475|issue:43643", - "issue:28282|issue:30990", - "issue:43475|issue:45381" + "issue:44361|issue:44749" ], - "prepared_review_unit_hash": "5f9977e93fe673175189e4e5e5bd292ed7aa6f0e79aeae85c0060f34e5125c7d", + "prepared_review_unit_hash": "cf104261faedbda3eebf0c9f7b3455075a2cd67db61c7b25de2909488d206f73", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37458, - "estimated_input_tokens": 9365, - "estimated_eval_tokens": 18986 + "soft_pair_count": 28, + "serialized_chars": 36129, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous set of Transformers issues spanning video/multimodal models, tokenizers, generation internals, DeepSpeed, serving, and docs. The soft pairs are mostly only superficially similar; none looks like the same underlying bug or change, so they should remain separate. If one issue must anchor the cluster, 44479 is the broadest concrete regression report.", - "confidence": 0.64, - "canonical_issue_reason": "No strong duplicate cluster emerges; issue 44479 is the broadest concrete regression report and the most reasonable anchor among otherwise unrelated issues.", + "summary": "No soft duplicate edges look safe to merge; the candidate pairs mostly share only broad subsystem vocabulary, not the same concrete bug. There are no PRs in this cluster.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue stands out across these largely unrelated reports; if forced to pick one representative issue, 44479 is the broadest concrete regression.", "canonical_pr_reason": null, - "best_issue_reason": "44479 is the most representative and actionable issue in this set because it describes a concrete, multi-model regression rather than a narrow one-off failure.", + "best_issue_reason": "Issue 44479 is the strongest standalone report: a concrete version-specific regression affecting multiple Qwen video model variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Both touch SAM3, but one is a dummy Conv2d implementation and the other is a model-type/config mismatch; different bugs." + "reason": "Resize-token-embeddings/output-embeddings propagation is unrelated to a generic tokenization behavior change." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44561", + "right": "issue:46399", "accept": false, - "reason": "Different DeepSpeed problems: ZeRO3 from_pretrained failure vs optimizer step being called twice." + "reason": "Removing a helper for trust_remote_code models is a different failure mode than a missing rotary-pos-emb decorator in Qwen3.5 kernels." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Video-input regression across Qwen models is unrelated to a Windows/ROCm import dependency failure." + "reason": "Both involve strict config handling, but one is a load failure for granite_speech and the other is a missing config field being dropped; not the same bug." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and stale auto_mappings references are unrelated code paths." + "reason": "Model loading failure and tokenizer decode-error masking are different code paths and symptoms." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:43232", + "right": "issue:44336", "accept": false, - "reason": "Different model/config issues; one is a tied-weights warning, the other is a patchtsmixer post_init policy change." + "reason": "Generation kwargs handling after sync_gpus is unrelated to ANSI coloring in loading reports." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Both are video-related, but they hit different models and different failures: missing vision output field vs ValueError on video inputs." + "reason": "A stale cache on second forward pass is not the same as defaulting mm_token_type_ids for text-only fine-tuning." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Server request rejection and tokenizer roundtrip failure are unrelated." + "reason": "Both touch embeddings, but one is tied-weight serialization inconsistency and the other is resize_token_embeddings not updating decoder.embed_tokens." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Tokenizer special-token registration bug vs ESM2 model breakage; not the same underlying issue." + "reason": "StaticCache sequence-length return type and LlamaConfig head_dim validation are unrelated bugs." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "A warning about tie_word_embeddings is not the same as a flash-attention generation failure." + "reason": "ZeRO3 from_pretrained loading and a double optimizer-step issue under deepspeed are different failures." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "Different failure modes in different components: stale indexer cache crash vs flash_attention AttributeError." + "reason": "A video-input regression in several Qwen variants is unrelated to a Windows/ROCm import dependency problem." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Both are warnings, but they concern different features and code paths." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are distinct issues." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to Gemma tokenizer roundtrip failure." + "reason": "DeepSpeed ZeRO3 deque underflow is not the same as stale auto_mappings references to removed Sam3LiteText configs." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to the Windows/ROCm distributed import problem." + "reason": "Missing a Sam3VisionEncoderOutput attribute and a Qwen3OmniMoe video-input ValueError are different bugs." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "Model weight-shape loading error and a tied-embeddings warning are distinct issues." + "reason": "Chat/completions request rejection and a Gemma pipeline roundtrip token issue are unrelated." }, { - "left": "issue:45584", - "right": "issue:46170", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to the platform-specific import error." + "reason": "A tied-weights warning bug is not the same as banning optional post_init in patchtsmixer." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Different areas entirely: SAM3 pixel decoder stub vs MaskGenerationPipeline final-batch handling." + "reason": "BigBirdTokenizer special-token decode behavior and ESM2 being broadly broken are not the same concrete defect." }, { - "left": "issue:43673", - "right": "issue:44734", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Both involve generation internals, but one is missing cache state while the other is wrong tensor indexing in serve." + "reason": "Stale indexer cache on second forward pass is unrelated to s_aux=None in flash_attention integration." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Both are save_pretrained bugs, but tokenizer class metadata mismatch and missing processor files are different serialization problems." + "reason": "A tie_word_embeddings warning is unrelated to Qwen3.5 flash-attention generation failure." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Tokenizer AttributeError and a reported performance slowdown after upgrade are not the same bug." + "reason": "A config warning and a stale warning in paged generate are different problems." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Both relate to tokenization/decoding, but the crash on trailing replacement characters is different from the Kimi tokenizer regression." + "reason": "Dummy Conv2d in Sam3PixelDecoder and a wrong-model-type warning for sam3_tracker are different issues." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "General custom-model initialization breakage is too broad to equate with the specific ESM2 failure." + "reason": "torch.compile attention-kernel divergence is unrelated to the Gemma pipeline roundtrip symbol failure." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "Processor save_pretrained file loss and double optimizer stepping are unrelated." + "reason": "Strict config loading for granite_speech has nothing to do with Windows ROCm / torch.distributed import failures." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "A preprocessing slowdown report does not match a DeepSpeed double-step bug." + "reason": "Qwen3-VL weight-shape mismatch and a tied-embeddings warning are different loading/config bugs." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:45584", + "right": "issue:46170", "accept": false, - "reason": "Both are generation-related, but they describe different cache/update bugs and different triggering conditions." + "reason": "Whisper empty-transcription generation failure is unrelated to the Windows/ROCm import issue." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:43673", + "right": "issue:44734", "accept": false, - "reason": "Gemma EOS token inconsistency is unrelated to AttentionInterface.register behavior changes." + "reason": "Chunked-prefill cache absence and /v1/responses KV-cache indexing are different cache bugs in different paths." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Checkpoint key mismatch and model slowdown after upgrade are unrelated." + "reason": "Tokenizer save_pretrained writing the wrong tokenizer_class is not the same as processor.save_pretrained omitting files." }, { - "left": "issue:43673", - "right": "issue:43827", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Generation cache bug and docs still referencing removed pipeline APIs are not the same issue." + "reason": "MLukeTokenizer AttributeError and the tokenization slowdown regression are unrelated." }, { - "left": "issue:45230", - "right": "issue:45397", - "accept": false, - "reason": "Issue 45230 is too generic to identify as the same bug as gemma-4 ZeRO3 from_pretrained failure." - }, - { - "left": "issue:42994", - "right": "issue:43482", - "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite lifecycle stages and different bugs." - }, - { - "left": "issue:44038", - "right": "issue:44623", - "accept": false, - "reason": "Qwen3-VL-Moe/v5 bug report and missing processor save files are distinct problems." - }, - { - "left": "issue:43475", - "right": "issue:43643", - "accept": false, - "reason": "A missing field on a vision encoder output is different from missing config fields in AutoConfig.from_pretrained." - }, - { - "left": "issue:28282", - "right": "issue:30990", - "accept": false, - "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are unrelated failure modes." - }, - { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "Both involve video inputs, but they affect different models and different position/feature bugs." + "reason": "Sam3PixelDecoder dummy Conv2d is unrelated to MaskGenerationPipeline dropping the final partial batch." } ] }, @@ -12105,44 +12096,40 @@ "component_index": 1, "component_count": 19, "review_unit_index": 39, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ + "issue:28282", "issue:30990", - "issue:35141", - "issue:36010", "issue:41628", - "issue:42175", "issue:42371", "issue:42673", - "issue:42831", - "issue:42898", "issue:42994", "issue:43232", - "issue:43278", - "issue:43377", - "issue:43504", + "issue:43475", + "issue:43482", "issue:43525", - "issue:43526", + "issue:43643", + "issue:43646", "issue:43673", + "issue:43701", "issue:43704", "issue:43723", - "issue:43824", + "issue:43784", + "issue:43827", "issue:43873", - "issue:43976", "issue:44038", + "issue:44162", "issue:44188", - "issue:44222", - "issue:44242", - "issue:44351", - "issue:44496", - "issue:44568", - "issue:44792", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", "issue:44933", "issue:44945", "issue:44964", @@ -12150,287 +12137,257 @@ "issue:45092", "issue:45103", "issue:45137", + "issue:45230", "issue:45310", + "issue:45356", "issue:45375", + "issue:45381", + "issue:45397", "issue:45406", "issue:45478", - "issue:45561", - "issue:45712", - "issue:45753", + "issue:45656", "issue:46077", "issue:46123", + "issue:46132", "issue:46202", - "issue:46326" + "issue:46326", + "issue:46399" ], "soft_pairs": [ + "issue:44869|issue:45356", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:43232|issue:43673", + "issue:44871|issue:46132", + "issue:43701|issue:44749", + "issue:43673|issue:43827", + "issue:45230|issue:45397", + "issue:42994|issue:43482", + "issue:44038|issue:44623", + "issue:43475|issue:43643", + "issue:28282|issue:30990", + "issue:43475|issue:45381", "issue:45406|issue:46202", "issue:41628|issue:44933", "issue:42371|issue:45092", "issue:45375|issue:45478", "issue:42994|issue:43525", "issue:43723|issue:46326", + "issue:43784|issue:46399", "issue:45310|issue:45375", "issue:45081|issue:45103", "issue:43873|issue:44945", "issue:46077|issue:46123", - "issue:43232|issue:44188", "issue:42673|issue:43704", - "issue:44964|issue:45137", - "issue:41628|issue:44351", - "issue:44222|issue:45310", - "issue:44945|issue:45753", - "issue:42994|issue:43824", - "issue:44038|issue:45310", - "issue:36010|issue:41628", - "issue:43232|issue:44792", - "issue:43673|issue:44188", - "issue:42831|issue:44222", - "issue:44496|issue:45561", - "issue:42175|issue:45712", - "issue:43526|issue:45561", - "issue:43504|issue:45561", - "issue:42175|issue:44933", - "issue:43377|issue:44242", - "issue:42898|issue:44568", - "issue:43278|issue:45137", - "issue:43976|issue:44933", - "issue:30990|issue:35141" + "issue:43232|issue:44188", + "issue:44964|issue:45137" ], - "prepared_review_unit_hash": "ab8f020f3aa075d46d5b91e8f9a5512b35123e4e152b5551019e41bd27993bb0", + "prepared_review_unit_hash": "8ff39a99789b2df7334a78ebcf42415117188820e02d385ebd9d0622284a7551", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37182, - "estimated_input_tokens": 9296, - "estimated_eval_tokens": 18848 + "soft_pair_count": 28, + "serialized_chars": 35929, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is still mostly heterogeneous, but it contains at least two strong duplicate pockets: the Qwen3ForCausalLM VRAM-leak pair (42673/43704) and the exact-title Qwen3.5 Moe from_pretrained pair (45310/45478). Those duplicate islands are real, but they do not make the whole cluster broadly duplicative.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 42673 is the best canonical issue for its duplicate pocket: it is earlier, more fully described, and has the clearest matched duplicate in 43704. The cluster also contains another exact-title duplicate pocket (45310/45478), so the cluster is not reducible to a single duplicate pair overall.", + "summary": "Mostly unrelated issue set, with only a few clear duplicates in the Qwen3.5 MoE and Qwen3ForCausalLM reports. No PRs are present.", + "confidence": 0.9, + "canonical_issue_reason": "issue:42673 is the clearest canonical issue: it has a concrete, specific bug report and an exact duplicate in issue:43704 with the same title and failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42673 is the strongest issue anchor overall because it is a specific, well-documented bug with an exact duplicate and more discussion than its twin. It remains the cleanest representative even though 45310/45478 is another valid duplicate pocket.", + "best_issue_reason": "issue:42673 is the strongest overall representative because it is specific, actionable, and has the cleanest duplicate match among the issues provided.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45406", - "right": "issue:46202", - "accept": false, - "reason": "Both are Gemma-related, but one is a processor/tokenizer attribute crash and the other is a token roundtrip regression; different bugs." - }, - { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols and different code paths." + "reason": "Both involve tokenization/decoding, but they describe different bugs in different models and code paths." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Unrelated issues: TF backend packaging vs. remote-code/meta-init incompatibility for InternVL2." + "reason": "The ESM2 report is model-specific and not the same missing-fields/remote-code issue." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Same model family, but one is a missing config field and the other is a from_pretrained loading failure; not the same concrete bug." + "reason": "Processor save/export failure and double optimizer-step under deepspeed are unrelated." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Different failures: quantized model saving vs. missing pad_token_id on Llama4Config." + "reason": "A data filtering slowdown is not the same bug as optimizer stepping twice." }, { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Both involve tokenizers in v5, but one is AutoTokenizer loading and the other is continue_final_message behavior for mistral_common; not the same issue." + "reason": "Both are generation-related, but they affect different mechanisms: sync_gpus kwargs update vs chunked_prefill cache handling." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Related model area, but different symptoms and different failing paths." + "reason": "EOS config mismatch and AttentionInterface.register behavior changes are different problems." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "No overlap in bug cause: tokenizer regex patch crash vs. docstring annotation handling crash." + "reason": "Checkpoint key mismatch is unrelated to the filtering performance regression." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:43673", + "right": "issue:43827", "accept": false, - "reason": "Different runtime problems: quantization/offloading vs. pipeline-parallel output correctness." + "reason": "Generation cache bug and stale docs mentioning pipeline() are not the same underlying issue." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Gemma4 attention-mask bug vs. batch-finalization bug in MaskGenerationPipeline; not the same change." + "reason": "issue:45230 is too generic; there is no evidence it matches the Gemma-4 ZeRO3 loading bug." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Generation kwargs/sync_gpus issue is unrelated to attention-kernel divergence under torch.compile." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Same title and same specific symptom: Qwen3ForCausalLM VRAM leak with multiple dataloader threads." + "reason": "Saving quantized models and loading a GGUF model are opposite operations with different failure modes." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Different stacks and symptoms: model loading failure vs. DeepSpeed deque underflow." + "reason": "Qwen3-VL-Moe regression and missing processor save files are unrelated." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Both are import errors, but they concern different public symbols and different missing-export paths." + "reason": "A SAM 3 vision encoder attribute error is not the same as missing fields in AutoConfig with trust_remote_code." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "FP8 save_pretrained issue is not the same as Qwen3.5 Moe from_pretrained failure." + "reason": "Missing PyTorch dependency and sentence-transformers hanging on load are different root causes." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "Pipeline-parallel output corruption and Qwen3_5 image infinite loop are different bugs." + "reason": "These affect different model families and different failure surfaces." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Quantized model saving failure is unrelated to missing Qwen2_5_VLForConditionalGeneration import." + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip failure are related only broadly, not the same bug." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Both mention Qwen3-VL/Moe, but the reported failures are not the same concrete code-path problem." + "reason": "Both are import-related, but they reference different missing symbols/modules and do not look like the same bug." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Both are import errors, but for different public symbols and unrelated fixes." + "reason": "TF32 API guidance and InternVL2 meta-initialization incompatibility are unrelated." }, { - "left": "issue:43232", - "right": "issue:44792", - "accept": false, - "reason": "Generation cache update bug and Janus image-generation test failure do not describe the same underlying defect." + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Both describe the same Qwen3.5 MoE from_pretrained failure in the same release range; the config-field omission likely explains the generic loading error." }, { - "left": "issue:43673", - "right": "issue:44188", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Different areas: chunked-prefill cache handling vs. attention-kernel branching under torch.compile." + "reason": "Quantized saving failure and Llama4Config pad_token_id missing are different bugs." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:43723", + "right": "issue:46326", "accept": false, - "reason": "Accuracy regression in FineGrainedFP8 is not the same as FP8 model saving failure." + "reason": "Tokenizer loading in v5 and a mistral_common continue_final_message bug are different code paths." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Model config loading failure vs. xdist race in testing utils are unrelated." + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration failure are unrelated." }, { - "left": "issue:42175", - "right": "issue:45712", - "accept": false, - "reason": "Packaging/back-end availability issue vs. dummy_pt_objects cleanup/leak issue; different bugs." + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "issue:45310 is the generic from_pretrained error for the same Qwen3.5 MoE problem that issue:45375 narrows to a config-field omission." }, { - "left": "issue:43526", - "right": "issue:45561", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "BEiT image processor label reduction bug and xdist file-race bug are unrelated." + "reason": "A Mistral tokenizer regex patch crash and an auto_docstring annotations crash are unrelated." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Pretrained preset legacy-field loading issue is unrelated to the xdist race." + "reason": "Quantization/offloading behavior and pipeline-parallel output corruption are different bugs." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "No shared concrete bug: torch extra backend packaging vs. missing import from image_utils." + "reason": "Bidirectional-attention masking and partial-batch result dropping are unrelated." }, { - "left": "issue:43377", - "right": "issue:44242", - "accept": false, - "reason": "MIMI padding-mask discrepancy and router-logits/load-balancing-loss behavior are different model issues." + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same VRAM leak report for Qwen3ForCausalLM in multiple dataloader threads; this is a clear duplicate." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Both are tokenizer behavior regressions in v5, but they affect different APIs and different failure modes." + "reason": "Generation kwargs handling and torch.compile attention-kernel divergence are different issues." }, { - "left": "issue:43278", + "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype regression and ZeRO3 deque IndexError are unrelated." - }, - { - "left": "issue:43976", - "right": "issue:44933", - "accept": false, - "reason": "Python compatibility problem vs. import exposure problem; not the same underlying issue." - }, - { - "left": "issue:30990", - "right": "issue:35141", - "accept": false, - "reason": "Sentence Transformers loading stall and embedding reinitialization after resize are unrelated." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Exact same title and same from_pretrained error for Qwen3.5 Moe; this is a strong duplicate pair." + "reason": "A model loading regression and a DeepSpeed ZeRO3 deque IndexError are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary overstates the evidence by calling 42673/43704 the only clear duplicate pair. The packet also contains an exact same-title pair, issue 45310 and issue 45478, both titled \"[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error,\" which looks like another strong duplicate candidate. Because that omission weakens the canonical-issue claim, I can\u2019t accept the cluster summary as written." + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly supported duplicate/near-duplicate clusters are the Qwen3.5 MoE loading issues and the Qwen3ForCausalLM VRAM leak issues, and the response stays conservative elsewhere. No PRs are present, matching the packet." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -12440,66 +12397,85 @@ "component_index": 1, "component_count": 19, "review_unit_index": 40, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ - "issue:22355", - "issue:28282", "issue:30333", + "issue:30990", "issue:33290", - "issue:34689", "issue:35141", - "issue:36331", + "issue:36010", + "issue:41628", + "issue:42175", "issue:42222", "issue:42831", "issue:42898", - "issue:43122", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", "issue:43479", - "issue:43644", + "issue:43504", + "issue:43526", + "issue:43673", "issue:43723", "issue:43784", "issue:43824", - "issue:43874", + "issue:43976", "issue:44016", - "issue:44060", - "issue:44075", + "issue:44038", "issue:44079", - "issue:44190", + "issue:44188", "issue:44222", - "issue:44295", - "issue:44297", - "issue:44448", + "issue:44242", + "issue:44351", + "issue:44496", "issue:44568", "issue:44623", "issue:44734", "issue:44779", + "issue:44792", "issue:44869", "issue:44933", - "issue:45071", - "issue:45092", + "issue:44945", "issue:45103", - "issue:45125", + "issue:45137", "issue:45200", - "issue:45245", "issue:45310", "issue:45356", - "issue:45405", - "issue:45656", + "issue:45561", "issue:45712", + "issue:45753", "issue:45812", - "issue:46082", - "issue:46132", - "issue:46209", "issue:46231" ], "soft_pairs": [ - "issue:42222|issue:45200", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:43673|issue:44188", + "issue:44496|issue:45561", + "issue:42175|issue:45712", + "issue:43526|issue:45561", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:43377|issue:44242", + "issue:42898|issue:44568", + "issue:43278|issue:45137", + "issue:43976|issue:44933", + "issue:30990|issue:35141", "issue:44623|issue:45310", + "issue:42222|issue:45200", "issue:30333|issue:33290", "issue:43479|issue:44869", "issue:43479|issue:44079", @@ -12507,271 +12483,218 @@ "issue:43784|issue:43824", "issue:43723|issue:44568", "issue:42898|issue:44779", - "issue:44734|issue:45103", "issue:42898|issue:45356", - "issue:44016|issue:46231", - "issue:43874|issue:45092", - "issue:44060|issue:45125", - "issue:44295|issue:45656", - "issue:44075|issue:46231", - "issue:42898|issue:44448", - "issue:45405|issue:45712", - "issue:44448|issue:46132", - "issue:44222|issue:44297", - "issue:44933|issue:45712", - "issue:44297|issue:45656", - "issue:43479|issue:43644", - "issue:30333|issue:34689", - "issue:44222|issue:44623", - "issue:42831|issue:44623", - "issue:45245|issue:46132", - "issue:30333|issue:36331", - "issue:30333|issue:35141", - "issue:28282|issue:30333", - "issue:44190|issue:46082", - "issue:22355|issue:28282", - "issue:43122|issue:46209", - "issue:45071|issue:46082", - "issue:44297|issue:45310" + "issue:44734|issue:45103", + "issue:44016|issue:46231" ], - "prepared_review_unit_hash": "c6da86cf40c95427c1aa3eb3dc28370233642d9b2b0e9d1a887351883a42e3af", + "prepared_review_unit_hash": "b5d3688143c953dda8b6c8394fca5b39e805d57bdbf2eb501970f5007b461cec", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38254, - "estimated_input_tokens": 9564, - "estimated_eval_tokens": 19384 + "soft_pair_count": 31, + "serialized_chars": 36936, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated Transformers issues that only share broad surface similarity (often v5 regressions or tokenizer/model-loading complaints). None of the soft pairs looks like the same underlying bug or change, and there are no PRs in this cluster.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a mixed bag of closed Hugging Face Transformers issues: tokenizer regressions, model/import failures, multimodal model bugs, and a few unrelated training/serving/tooling problems. The soft pairs look superficially similar in a few broad areas, but none appear to be the same underlying bug or change strongly enough to merge.", + "confidence": 0.71, + "canonical_issue_reason": "issue:42898 is the broadest representative of the repeated v5 tokenizer-behavior regressions in the set, and it is generic enough to anchor the tokenizer-related subset better than the very model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:42898 best captures the cluster\u2019s most recurring theme: tokenizer behavior changes/regressions in v5, with a concrete symptom and broad applicability.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42222", - "right": "issue:45200", - "accept": false, - "reason": "Both concern multimodal/model-input problems, but one is a broken vitpose model path and the other is Gemma 4 mm_token_type_ids defaults; different code paths and fixes." - }, - { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Both mention save/load behavior around Qwen3.5 Moe, but one is missing processor save files and the other is a from_pretrained error; not the same bug." + "reason": "Both are import errors, but for different exported symbols and likely different compatibility breaks. They do not look like the same code-path failure." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Training/MLflow failure reporting and DeepSpeed Adafactor OOM are unrelated symptoms with different root causes." + "reason": "One is incorrect pipeline-parallel LLM output; the other is an infinite loop on a specific image for Qwen3_5. Different models, modalities, and failure modes." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Phi4MultimodalConfig None-handling and Whisper word-timestamp decode crash are unrelated components." + "reason": "Both mention Qwen3 MoE/FP8, but one is save_pretrained and the other is from_pretrained. Not the same concrete bug." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Config default initialization and ModelOutput key assignment are different internal behaviors." + "reason": "Quantized model saving and a missing Qwen2.5-VL class import are unrelated issues. No shared code path is evident." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is clean_up_tokenization_spaces behavior and the other is Granite token IDs; different concrete bugs." + "reason": "Both concern Qwen MoE models, but they target different versions and different failure points. Too broad to treat as one bug." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "One is a missing nn import when importing sentence-transformers; the other is a missing Qwen2_5_VL export. Different import failures." + "reason": "Both are import regressions, but they are for different missing names and likely separate compatibility fixes." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "AutoTokenizer loading failure and add_special_tokens BOS/EOS omission are distinct tokenizer issues." + "reason": "GenerationMixin/sync_gpus generation-state handling is unrelated to a janus image-generation test failure. Not the same bug." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Both are tokenization regressions in v5, but they affect different models and different tokenization logic." + "reason": "Both mention FP8, but one is an accuracy problem and the other is model saving. Different symptoms and likely different causes." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:43673", + "right": "issue:44188", "accept": false, - "reason": "KV-cache continuation crash in serve and auto-docstring AttributeError are unrelated subsystems." + "reason": "Both are generation-related, but one is missing cache behavior in chunked prefill and the other is divergent attention kernels under torch.compile. Distinct code paths." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "One is a general cleanup/tokenization behavior change, the other is Kimi-K2.5 codec handling and warning logic; not the same bug." + "reason": "A model-type/config loading error and a pytest-xdist file race are unrelated." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Notebook syntax error and a doc mismatch for set_training are separate documentation issues." + "reason": "One is dependency/backend packaging for tensorflow; the other is leftover dummy classes leaking into imports. Different maintenance issues." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:43526", + "right": "issue:45561", "accept": false, - "reason": "Missing image patch API and remote-code meta-initialization incompatibility are different multimodal load problems." + "reason": "A label-reduction bug in BeitImageProcessorFast and a testing-utils race are unrelated." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Wrong tied-weights warning in Qwen3-Next and missing _tp_plan in Qwen3_5Moe are separate model implementation bugs." + "reason": "A pretrained-model legacy-field load failure does not match a captured_info.txt race in tests." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Position_ids buffer read failure and optimizer step being called twice under DeepSpeed are unrelated." + "reason": "Packaging/backend dependency resolution and a missing import from image_utils are both import-adjacent, but not the same issue." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "SGD argument handling is a code bug; set_training docs naming is a documentation mismatch." + "reason": "Missing padding-mask support in MIMI encoding and missing load-balancing loss when router logits are off are different model-internal bugs." }, { "left": "issue:42898", - "right": "issue:44448", - "accept": false, - "reason": "Both are v5 output regressions, but one is token cleanup behavior and the other is Pegasus summarization output differences; different cause and scope." - }, - { - "left": "issue:45405", - "right": "issue:45712", + "right": "issue:44568", "accept": false, - "reason": "PEFT version pin issue and leftover dummy classes leaking into dir(transformers) are unrelated maintenance problems." + "reason": "Both involve tokenizer regressions in v5, but one is cleanup spacing behavior and the other is add_special_tokens/BOS-EOS handling. Different fixes." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Pegasus v4/v5 output difference is a model/tokenization regression; AttentionInterface.register behavior change is an API semantics bug." + "reason": "A dtype change between train/eval and a DeepSpeed ZeRO3 deque underflow are unrelated." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "FP8 save_pretrained for moe and tokenizer save_pretrained class-name mismatch affect different object types and serialization paths." + "reason": "Python version compatibility and an image_utils import failure do not share a concrete underlying bug." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Missing image_utils import and leftover dummy classes are separate codebase cleanup/import issues." + "reason": "A loading hang in sentence-transformers and a post_init embedding reinitialization bug are unrelated." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Tokenizer config save mismatch and double optimizer step under DeepSpeed are unrelated." + "reason": "Missing files on processor.save_pretrained and a Qwen3.5 MoE from_pretrained error are both save/load related, but not the same failure path." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Phi4MultimodalConfig None initialization and non-persistent buffer junk filling are different initialization bugs." + "reason": "Both touch multimodal/vision-adjacent models, but one is a broken VitPose model family and the other is a Gemma 4 token-type-id defaulting bug." }, { "left": "issue:30333", - "right": "issue:34689", - "accept": false, - "reason": "MLflow job completion reporting and Llama 3.2 Vision model loading regression are unrelated." - }, - { - "left": "issue:44222", - "right": "issue:44623", - "accept": false, - "reason": "FP8 moe save_pretrained and processor save_pretrained missing files both involve saving, but they are different serialization layers and fixes." - }, - { - "left": "issue:42831", - "right": "issue:44623", - "accept": false, - "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are not the same bug." - }, - { - "left": "issue:45245", - "right": "issue:46132", + "right": "issue:33290", "accept": false, - "reason": "Category cardinality limit and AttentionInterface.register behavior are unrelated." + "reason": "MLflow reporting for failed jobs and an OOM in deepspeed+adafactor are completely separate training issues." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "MLflow reporting after training failure and CustomTrainer.compute_loss signature break are different training-loop issues." + "reason": "A multimodal config defaulting bug and a Whisper timestamp decode crash are unrelated." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Failed-job MLflow reporting and embedding reinitialization after resize are unrelated training/model-init bugs." + "reason": "Default config initialization and ModelOutput key assignment are different library utilities with different failure modes." }, { - "left": "issue:28282", - "right": "issue:30333", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "PyTorch-not-found ImportError and MLflow reporting for failed jobs are completely different problems." + "reason": "Both are tokenizer regressions in v5, but one is cleanup-space behavior and the other is wrong token IDs for Granite models. Similar theme, not the same bug." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Local dataset loading in a script and LlamaConfig head_dim validation are unrelated." + "reason": "Both are import errors, but one is a sentence-transformers NameError on nn and the other is a missing Qwen2.5-VL export. Distinct issues." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:43723", + "right": "issue:44933", "accept": false, - "reason": "Both are ImportErrors, but one is missing transformers.onnx and the other is missing PyTorch for AutoModel; different dependency issues." + "reason": "Tokenizer loading failure and a missing image_utils import are different loading/import problems." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Tokenizer behavior changes and FP8 inference failure on B200 are unrelated regression classes." + "reason": "A notebook syntax error and a documentation parameter-name mismatch are not the same bug." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "PretrainedConfig type checking break and LlamaConfig head_dim validation are different config-validation issues." + "reason": "KV-cache continuation tensor indexing in serve and an auto-docstring AttributeError with future annotations are unrelated internals issues." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:44568", + "right": "issue:46231", "accept": false, - "reason": "Tokenizer save_pretrained class mismatch and Qwen3.5 Moe from_pretrained error are different serialization/load bugs." + "reason": "Tokenizer special-token behavior and a docs-only parameter name mismatch are unrelated." } ] }, @@ -12787,297 +12710,324 @@ "component_index": 1, "component_count": 19, "review_unit_index": 41, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ - "issue:30990", - "issue:38175", - "issue:39401", + "issue:22355", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", "issue:41628", "issue:42757", "issue:42831", - "issue:42886", - "issue:42907", - "issue:42994", + "issue:42898", + "issue:43122", "issue:43232", "issue:43475", "issue:43479", "issue:43644", "issue:43723", - "issue:43761", - "issue:43824", - "issue:44038", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44190", "issue:44206", "issue:44222", - "issue:44261", "issue:44263", - "issue:44279", "issue:44295", - "issue:44360", + "issue:44297", "issue:44373", - "issue:44483", + "issue:44448", "issue:44484", "issue:44485", - "issue:44514", - "issue:44568", "issue:44623", - "issue:44829", - "issue:44871", - "issue:44913", + "issue:44933", "issue:44977", - "issue:44991", + "issue:45071", "issue:45092", "issue:45103", + "issue:45125", + "issue:45245", "issue:45310", - "issue:45357", "issue:45381", - "issue:45406", + "issue:45405", + "issue:45656", + "issue:45712", "issue:45834", - "issue:46002", - "issue:46050", "issue:46082", - "issue:46305", - "issue:46328" + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46305" ], "soft_pairs": [ + "issue:43874|issue:45092", + "issue:44295|issue:45656", + "issue:44075|issue:46231", + "issue:44060|issue:45125", + "issue:42898|issue:44448", + "issue:45405|issue:45712", + "issue:44448|issue:46132", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:30333|issue:34689", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:42831|issue:44623", + "issue:45245|issue:46132", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "issue:22355|issue:28282", + "issue:43122|issue:46209", + "issue:45071|issue:46082", + "issue:44297|issue:45310", + "issue:44190|issue:46082", "issue:43475|issue:46305", "issue:41628|issue:42757", - "issue:44206|issue:45103", "issue:43723|issue:44977", + "issue:44206|issue:45103", "issue:45381|issue:46305", - "issue:43232|issue:45834", "issue:44222|issue:44484", - "issue:44263|issue:45092", + "issue:43232|issue:45834", "issue:44295|issue:44623", - "issue:44373|issue:44485", - "issue:43761|issue:46082", - "issue:43723|issue:44871", - "issue:44483|issue:45406", - "issue:43723|issue:44991", - "issue:44279|issue:46328", - "issue:42907|issue:46050", - "issue:44514|issue:45103", - "issue:45092|issue:45357", - "issue:44263|issue:44360", - "issue:30990|issue:38175", - "issue:43644|issue:46305", - "issue:44829|issue:46002", - "issue:44261|issue:45092", - "issue:42831|issue:45310", - "issue:43479|issue:44913", - "issue:41628|issue:43824", - "issue:44263|issue:44373", - "issue:42831|issue:44038", - "issue:39401|issue:44568", - "issue:42886|issue:42994" + "issue:44263|issue:45092", + "issue:44373|issue:44485" ], - "prepared_review_unit_hash": "93666e4499a8749d9b3f2c0af3a675a6f18327dfa0cd1facb307d75876a6b913", + "prepared_review_unit_hash": "9a8a0234310d3d6206b200042c0601c4c8a0dd5e666bf300c118e7a7b3c67b40", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36436, - "estimated_input_tokens": 9109, - "estimated_eval_tokens": 18474 + "soft_pair_count": 33, + "serialized_chars": 37366, + "estimated_input_tokens": 9342, + "estimated_eval_tokens": 18940 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Transformers issues that only share broad keywords like loading, tokenizers, config, or quantization. None of the soft pairs look like the same underlying bug/change, so there is no strong duplicate cluster here.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43723 is the best representative of the cluster's most recurring theme: a v5 tokenizer-loading regression affecting common user workflows. It is broad enough to anchor the cluster, but it does not actually subsume the other bugs.", + "summary": "These issues are mostly unrelated Transformers regressions and API complaints. The soft links are driven by superficial similarity (version breakage, import errors, save_pretrained, multimodal/model-loading failures), but they do not describe the same concrete bug or code path, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the set is heterogeneous, and the soft pairs only share broad symptom categories rather than a single underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 has the clearest, most general user-facing failure mode among these issues and is the most plausible hub for triage, even though the rest are separate defects.", + "best_issue_reason": "No single issue is a safe global representative for duplicate triage here; choosing one would be arbitrary because the cluster does not center on one defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Different products and failures: SAM3 vision attribute error vs MoonshineStreaming sliding-window off-by-one." + "reason": "Different failures: a missing GLM46V image-processor method vs. remote-code InternVL2 meta-init incompatibility." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different code paths." + "reason": "Unrelated bugs: buffer access error for position_ids vs. optimizer stepping twice under deepspeed." }, { - "left": "issue:44206", - "right": "issue:45103", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "Unrelated bugs: a LasrFeatureExtractor crash vs an auto-docstring annotations failure." + "reason": "One is a runtime optimizer-argument bug; the other is a documentation parameter-name mismatch." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Both involve v5/model loading, but one is tokenizer loading and the other is Qwen3.5 flash-attention generation; not the same bug." + "reason": "Different Qwen issues: incorrect tied-weights warning vs. missing tensor-parallel plan attribute." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:42898", + "right": "issue:44448", "accept": false, - "reason": "Both mention positional/windowing behavior, but they are different models and different mechanisms." + "reason": "Both involve v4/v5 behavior changes, but one is tokenization cleanup semantics and the other is Pegasus output drift." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning and leftover dummy PT objects are unrelated maintenance issues." + }, + { + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Generation kwargs handling and long-input OCR indexing are separate failures." + "reason": "Different code paths: Pegasus output differences vs. AttentionInterface.register changing callback behavior." }, { "left": "issue:44222", - "right": "issue:44484", + "right": "issue:44297", "accept": false, - "reason": "FP8 MoE save failure is unrelated to the max_shard_size question." + "reason": "Both touch save_pretrained, but one is FP8 MoE serialization and the other is tokenizer metadata mismatch." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Different problems: torch.split return handling in GLM MoE DSA indexer vs InternVL2 meta-init incompatibility." + "reason": "Import/export cleanup in image_utils is not the same as dummy class leakage in dummy_pt_objects.py." }, { - "left": "issue:44295", + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config serialization has nothing to do with deepspeed optimizer stepping." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to Llama model loading regression." + }, + { + "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Buffer access bug and processor.save_pretrained missing files are separate issues." + "reason": "Both are save_pretrained-related, but they affect different artifacts and failure modes (model FP8 vs processor files)." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "One is a docstring mistake; the other is a RoPE implementation bug." + "reason": "Multimodal config initialization bug is unrelated to non-persistent buffer corruption." }, { - "left": "issue:43761", - "right": "issue:46082", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "CLIPVision hidden_states regression and LlamaConfig head_dim validation are unrelated." + "reason": "FP8 accuracy degradation and missing processor save files are separate problems." }, { - "left": "issue:43723", - "right": "issue:44871", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Tokenizer loading failure vs Gemma-3 eos_token_id config mismatch; different symptoms and fixes." + "reason": "Category-count runtime error is unrelated to AttentionInterface.register behavior changes." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Chat-completions API rejection and Gemma4Processor missing _tokenizer are different code paths." + "reason": "MLflow job-finalization bug is not the same as Trainer compute_loss signature incompatibility." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "A dependency issue and a padding performance regression are not duplicates." + "reason": "Training-job reporting and embedding reinitialization are distinct bugs in different subsystems." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:28282", + "right": "issue:30333", "accept": false, - "reason": "Both concern quantized model saving/loading, but different quantization methods and failure modes; too broad to merge." + "reason": "Missing PyTorch import dependency is unrelated to MLflow reporting on failed jobs." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Batched apply_chat_template crash is unrelated to the annotations-based auto-docstring crash." + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch; different root causes." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Both are multimodal v5 save/load regressions, but they affect different models and different serialization paths." + "reason": "Tokenizer output drift across versions is unrelated to FP8 inference failing on B200." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "Same subsystem, but one bug is torch.split return handling and the other is a missing ReLU; not the same defect." + "reason": "General PretrainedConfig type checking regression is not the same as LlamaConfig head_dim validation." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Sentence Transformers loading hang and SIGLIP2 zero probabilities are unrelated." + "reason": "Tokenizer save metadata mismatch does not match the Qwen3.5 Moe from_pretrained regression." }, { - "left": "issue:43644", + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset loading in an example script is unrelated to LlamaConfig constructor validation." + }, + { + "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer junk and sliding-window mask off-by-one are separate bugs." + "reason": "SAM3 video encoder attribute missing is a different bug from a Moonshine streaming mask off-by-one." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Degenerate training with flash_attention_3 is different from NaNs on checkout/init." + "reason": "Import errors in different modules and packages; no shared underlying defect." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Precision error from missing rms_norm_eps and InternVL2 meta-init incompatibility are unrelated." + "reason": "Tokenizer loading failure and Qwen flash-attention generation bug are separate issues." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:44206", + "right": "issue:45103", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 MoE from_pretrained error are separate regressions." + "reason": "Feature-extractor argument incompatibility is unrelated to the auto_docstring annotations crash." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "Config default initialization bug and rotary_pct reload bug are different config defects." + "reason": "Vision position-id computation and streaming sliding-window masking are different algorithms and bugs." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Both are import errors, but for different missing exported symbols." + "reason": "FP8 save_pretrained failure is unrelated to the default 50GB shard-size question." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "One is a runtime DSA indexer bug; the other is just a wrong docstring." + "reason": "Generation kwarg update ordering is unrelated to long OCR input index errors." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are not the same underlying problem." + "reason": "Position_ids buffer access and processor save_pretrained missing files are different serialization/runtime issues." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Both are tokenizer behavior bugs, but they affect different models and different tokenizer features." + "reason": "torch.split return-value handling in a MoE indexer is unrelated to remote-code meta-init incompatibility." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are different workflows with different failure modes." + "reason": "Docstring wording for position_ids is not the same as the GLM-5 RoPE implementation issue." } ] }, @@ -13093,289 +13043,289 @@ "component_index": 1, "component_count": 19, "review_unit_index": 42, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ "issue:22355", "issue:28218", "issue:30990", - "issue:33357", + "issue:38175", "issue:39401", "issue:41628", - "issue:42371", "issue:42757", "issue:42831", "issue:42886", "issue:42907", + "issue:42994", "issue:43066", - "issue:43122", "issue:43232", "issue:43408", + "issue:43479", "issue:43576", - "issue:43646", - "issue:43756", + "issue:43644", + "issue:43723", + "issue:43761", "issue:43784", - "issue:43937", - "issue:43976", - "issue:44060", - "issue:44117", - "issue:44188", + "issue:43824", + "issue:44038", "issue:44261", "issue:44263", - "issue:44295", - "issue:44297", + "issue:44279", + "issue:44360", "issue:44368", "issue:44373", - "issue:44464", - "issue:44488", - "issue:44521", - "issue:44671", - "issue:44704", - "issue:44743", - "issue:44945", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44991", + "issue:45092", "issue:45278", - "issue:45290", + "issue:45310", + "issue:45357", + "issue:45406", "issue:45593", - "issue:45600", "issue:45753", "issue:46002", + "issue:46050", "issue:46082", - "issue:46132", "issue:46305", - "issue:46326", - "issue:46369" + "issue:46328", + "issue:46369", + "issue:46402" ], "soft_pairs": [ + "issue:43723|issue:44871", + "issue:44483|issue:45406", + "issue:44279|issue:46328", + "issue:42907|issue:46050", + "issue:43723|issue:44991", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:43761|issue:46082", + "issue:44829|issue:46002", + "issue:43644|issue:46305", + "issue:44261|issue:45092", + "issue:42831|issue:45310", + "issue:43479|issue:44913", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:42831|issue:44038", + "issue:44263|issue:44373", + "issue:39401|issue:44568", + "issue:42886|issue:42994", "issue:42886|issue:43066", - "issue:43408|issue:46369", "issue:42757|issue:45278", "issue:44368|issue:46305", + "issue:22355|issue:28218", "issue:42831|issue:45753", "issue:43232|issue:45593", - "issue:22355|issue:28218", - "issue:44464|issue:46082", - "issue:43756|issue:44060", - "issue:43576|issue:43784", - "issue:43646|issue:46002", - "issue:44671|issue:46132", - "issue:44117|issue:44704", - "issue:44295|issue:44297", - "issue:30990|issue:33357", - "issue:43122|issue:44521", - "issue:42371|issue:44263", - "issue:44188|issue:44373", - "issue:42907|issue:44945", - "issue:43122|issue:46326", - "issue:44261|issue:44373", - "issue:39401|issue:44488", - "issue:42907|issue:43937", - "issue:41628|issue:45278", - "issue:44704|issue:45290", - "issue:43976|issue:44945", - "issue:43232|issue:44743", - "issue:43784|issue:45600" + "issue:43408|issue:46369", + "issue:43576|issue:43784" ], - "prepared_review_unit_hash": "f0ad14092b6fbf3fd95aacf494b9e721cf33db8cfe42477d4f1a8b52ada99d77", + "prepared_review_unit_hash": "dbab9310413d5158a08aea6e80fb5301c5ed59d8a716d5b31de490879c1417d7", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35703, - "estimated_input_tokens": 8926, - "estimated_eval_tokens": 18108 + "serialized_chars": 35841, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers bugs and regressions rather than one cohesive duplicate cluster. None of the soft pairs look like the same underlying issue/change, so I reject all pairings. For a representative issue, the offline tokenizer cache failure is the clearest single-bug report.", - "confidence": 0.88, - "canonical_issue_reason": "issue:42886 is a narrow, reproducible bug report with a specific trigger (HF_HUB_OFFLINE=1) and version (4.57.3), making it a strong canonical representative.", + "summary": "No true duplicate cluster here: the soft pairs are mostly lexical matches across unrelated tokenizer/import/model/quantization/regression reports, so I reject all of them.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue fits this set; the items span many unrelated bugs and failure modes, so there is no clear duplicate hub to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42886 is the best standalone issue here because it describes a concrete failure mode, is well-scoped, and is likely actionable in one fix.", + "best_issue_reason": "No issue is a strong global representative for this cluster, because even the closest pairs differ by component, model, or symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42886", - "right": "issue:43066", - "accept": false, - "reason": "Different tokenizer problems: one is offline cache loading failure, the other is a decoder-type mismatch in v5." - }, - { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:43723", + "right": "issue:44871", "accept": false, - "reason": "Different SAM3-related symptoms and model variants; no clear shared code-path or fix." + "reason": "Both involve tokenizer behavior, but one is a v5 AutoTokenizer load failure and the other is a Gemma eos_token_id mismatch; different bugs." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "One is a specific missing import from huggingface_hub; the other is a broad report of many import errors after a version upgrade." + "reason": "Chat/completions request handling is unrelated to a Gemma4Processor missing _tokenizer attribute in serve." }, { - "left": "issue:44368", - "right": "issue:46305", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Unrelated bugs: tie_word_embeddings warnings vs a streaming sliding-window off-by-one." + "reason": "A dependency issue is not the same as a SequenceFeatureExtractor.pad performance regression." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Different domains entirely: FP8 accuracy regression vs multimodal infinite-loop behavior." + "reason": "Different quantization workflows: failed dequantized Ministrals/Devstrals saving vs sinq save/load breakage." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:43723", + "right": "issue:44991", "accept": false, - "reason": "Generation bookkeeping bug vs D-FINE auxiliary-loss behavior; not the same underlying issue." + "reason": "Both mention tokenizer loading in v5, but one is a general regression report and the other is a model-specific failure; not enough to treat as the same bug." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "One is a missing module import for transformers.onnx; the other is a tokenizer spacing regression." + "reason": "Same broad component name, but torch.split return values and a missing ReLU are different defects." }, { - "left": "issue:44464", - "right": "issue:46082", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Compiled-generation inconsistency and LlamaConfig head_dim validation are separate problems." + "reason": "Sentence-Transformers loading hang and SIGLIP2 zero probabilities are unrelated symptoms in different code paths." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Different model-specific configuration issues with no evidence of a shared fix." + "reason": "InternVL2 meta-init incompatibility and Qwen3.5 visual encoder key saving are different model-specific issues." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:43761", + "right": "issue:46082", "accept": false, - "reason": "A broken CLI command and a NameError during sentence-transformers import are different failures." + "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are unrelated." }, { - "left": "issue:43646", + "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Both mention initialization, but one is a broad v5 custom-model breakage and the other is NaNs in classification heads; not the same bug." - }, - { - "left": "issue:44671", - "right": "issue:46132", - "accept": false, - "reason": "CamemBERT MLM prediction regression is unrelated to AttentionInterface.register behavior changes." - }, - { - "left": "issue:44117", - "right": "issue:44704", - "accept": false, - "reason": "Tokenizer mapping None handling and AutoProcessor.cached_file kwargs propagation are distinct code paths." + "reason": "Degenerate FlashAttention3 training and NaNs in classification heads are different failure modes." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "Position_ids buffer access error and tokenizer_class serialization mismatch are unrelated." + "reason": "Junk non-persistent buffers and a sliding_window_mask off-by-one bug are not the same change." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Both involve loading, but one is a hang and the other is a MacOS bus error on a specific CLIP model." + "reason": "A missing rms_norm_eps in MLA q_a_layernorm is unrelated to InternVL2 meta initialization." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "General tokenization drift and multimodal assistant_mask output are different behaviors." + "reason": "FineGrainedFP8 accuracy drift and Qwen3.5 MoE from_pretrained failure are different problems." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "TF32 settings migration and a torch.split return-value issue are unrelated." + "reason": "Phi4Multimodal default-config initialization and GPTNeoX rotary_pct reload behavior are unrelated." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Torch.compile attention-kernel divergence is unrelated to a docstring issue." + "reason": "Both are import errors, but they concern different missing symbols and likely different export paths." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:43408", + "right": "issue:46402", "accept": false, - "reason": "A save/dequantization failure and a pipeline-parallelism output bug do not share the same underlying cause." + "reason": "A sam3_video/sam3_tracker warning is not the same bug as Sam3Model text encoder weights not loading." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "Both are tokenizer-related, but one is broad version drift and the other is a specific continue_final_message bug." + "reason": "FP8 accuracy degradation and a Qwen3_5 infinite loop on one image do not share the same root cause." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "Layer-norm precision/config bug and a wrong docstring are unrelated." + "reason": "A precision/config bug and a wrong docstring are not duplicates." }, { "left": "issue:39401", - "right": "issue:44488", + "right": "issue:44568", "accept": false, - "reason": "Both concern tokenizer behavior, but they affect different models and different failure modes." + "reason": "Qwen3 offset_mapping issues and mdeberta-v3 BOS/EOS special-token behavior are distinct tokenizer bugs." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Dequantized-save failure and invalid GenerationConfig are separate issues." + "reason": "Offline tokenizer cache loading and quantized model saving failures are unrelated." }, { - "left": "issue:41628", + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer cache/offline loading is different from a wrong decoder type configuration in v5." + }, + { + "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "45278 is a broad import-error umbrella; 41628 is one specific missing import and not clearly the same root cause." + "reason": "A specific is_offline_mode import error is not the same as a broad collection of import errors after upgrade." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:44368", + "right": "issue:46305", "accept": false, - "reason": "Different APIs and failure modes: cached_file kwargs propagation vs chat-template crash with tool calls." + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is unrelated to a streaming mask off-by-one." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Python-version compatibility breakage and pipeline-parallelism output corruption are not the same bug." + "reason": "Missing transformers.onnx and extra tokenizer spacing after added tokens are different issues." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Same model family is not enough; FP8 accuracy loss and an image-specific infinite loop are different bugs." }, { "left": "issue:43232", - "right": "issue:44743", + "right": "issue:45593", "accept": false, - "reason": "Both are generation/caching related, but they describe different state-update problems in different code paths." + "reason": "Generation kwarg sync behavior and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Sam3 model-type warning and memory overflow in sam3-litetext are different failure modes." + }, + { + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Importing sentence-transformers with a NameError is unrelated to auto_mappings referencing removed configs." + "reason": "Broken transformers env CLI and a sentence-transformers import NameError are not the same underlying problem." } ] }, @@ -13391,289 +13341,317 @@ "component_index": 1, "component_count": 19, "review_unit_index": 43, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ - "issue:22355", "issue:28218", - "issue:29127", - "issue:29159", "issue:30990", - "issue:36296", - "issue:38617", + "issue:33357", "issue:39401", - "issue:42175", - "issue:42673", - "issue:42757", + "issue:41628", + "issue:42371", "issue:42907", - "issue:43066", "issue:43116", "issue:43122", - "issue:43278", + "issue:43232", "issue:43408", "issue:43452", "issue:43475", - "issue:43493", + "issue:43550", + "issue:43646", + "issue:43756", "issue:43784", - "issue:43824", - "issue:43992", + "issue:43937", + "issue:43976", "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", "issue:44222", + "issue:44261", + "issue:44263", "issue:44295", "issue:44297", - "issue:44351", - "issue:44355", "issue:44360", + "issue:44373", "issue:44485", + "issue:44488", "issue:44514", "issue:44521", "issue:44625", "issue:44704", + "issue:44743", "issue:44779", "issue:44829", - "issue:44938", "issue:44945", "issue:44964", - "issue:45072", "issue:45200", - "issue:45216", "issue:45278", - "issue:45446", - "issue:45478", - "issue:45753", - "issue:46231" + "issue:45290", + "issue:45600", + "issue:46002", + "issue:46132", + "issue:46326" ], "soft_pairs": [ + "issue:43756|issue:44060", + "issue:43646|issue:46002", + "issue:43550|issue:46132", + "issue:44117|issue:44704", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:44188|issue:44373", + "issue:42907|issue:44945", + "issue:43122|issue:46326", + "issue:39401|issue:44488", + "issue:42907|issue:43937", + "issue:44261|issue:44373", + "issue:41628|issue:45278", + "issue:43976|issue:44945", + "issue:44704|issue:45290", + "issue:43784|issue:45600", + "issue:43232|issue:44743", "issue:42907|issue:44964", "issue:39401|issue:44521", - "issue:43122|issue:44514", "issue:43116|issue:45200", "issue:44625|issue:44829", - "issue:43408|issue:43475", + "issue:43122|issue:44514", "issue:44038|issue:44297", "issue:44360|issue:44485", "issue:44038|issue:44295", - "issue:42907|issue:43452", + "issue:43408|issue:43475", "issue:28218|issue:30990", + "issue:42907|issue:43452", "issue:43122|issue:44779", - "issue:44038|issue:44222", - "issue:45216|issue:45478", - "issue:36296|issue:43116", - "issue:43824|issue:44351", - "issue:43784|issue:45446", - "issue:22355|issue:29159", - "issue:42757|issue:44351", - "issue:43278|issue:44945", - "issue:42175|issue:44938", - "issue:43493|issue:45753", - "issue:42673|issue:45072", - "issue:43066|issue:44779", - "issue:22355|issue:29127", - "issue:43992|issue:44704", - "issue:38617|issue:45278", - "issue:44355|issue:46231" + "issue:44038|issue:44222" ], - "prepared_review_unit_hash": "15973849f66ff63a5d9c0d1f5b9d83dc01a7c53679c3681ce7fc53846e204882", + "prepared_review_unit_hash": "95038b7e95ca5796b49fd907abb31df80628d9b8554ff4c33722b4cdeac7b080", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35704, - "estimated_input_tokens": 8926, - "estimated_eval_tokens": 18108 + "soft_pair_count": 32, + "serialized_chars": 36918, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous; the apparent overlaps are mostly broad tokenizer/import/load regressions, but none look like the same concrete bug or fix path, so all soft edges should stay split.", - "confidence": 0.66, - "canonical_issue_reason": "43122 is the broadest and most central tokenizer-regression report in the set, with a clear version-to-version behavior change and enough discussion to serve as the best representative issue for the tokenizer-related subset.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, model-loading, generation, attention, and API-compatibility bugs. I found no soft pair that is clearly the same underlying issue, so no merges are warranted.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43122 is the broadest tokenization-regression report in the set and the most plausible anchor for the tokenizer-related subcluster, even though the overall cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Among these mixed reports, 43122 is the clearest high-signal issue to anchor triage: it is specific enough to be actionable, yet broad enough to represent the tokenizer-regression thread better than the more niche model- or backend-specific bugs.", + "best_issue_reason": "43122 is the most generally useful issue to keep as the representative anchor because it describes a version-to-version tokenizer behavior change rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Both involve loading/saving, but they are different models and different failure modes: dequantized Ministrals/Devstrals save issues vs Phi-4 multimodal load failure." + "reason": "Different models and failures: RoPE layer dropping vs tied-weights warning across Qwen3-Next. Not the same bug." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Tokenizer-related, but one is wrong offset mapping and the other is broken assistant masks for multimodal chat templates; different code paths." + "reason": "Both mention initialization, but one is custom model init breakage and the other is NaNs in classification heads. Different symptoms and code paths." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:43550", + "right": "issue:46132", "accept": false, - "reason": "Both touch tokenization/chat templating, but one is a tokenizer regression across versions while the other is a batched apply_chat_template crash with padding=False." + "reason": "One is a Bamba torch.compile+SDPA failure; the other is AttentionInterface.register changing callback behavior. Too broad and not the same fix." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Unrelated bugs: empty outputs in the classification example vs missing mm_token_type_ids propagation in Gemma 4." + "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor cached_file kwargs are separate API bugs." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Different problems: num_labels propagation for Qwen3.5 vs degenerate training with flash_attention_3." + "reason": "Position_ids buffer access and tokenizer_class mismatch on save_pretrained are unrelated." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Same model family, but one is a type-warning/config mismatch and the other is a missing attribute in SAM 3 Video encoder outputs." + "reason": "Loading hang in sentence-transformers vs MacOS bus error on CLIP are distinct failures." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Different bugs: Qwen3-VL-Moe runtime issue vs tokenizer_class metadata mismatch during save_pretrained." + "reason": "Both involve tokenization/chat templating, but one is a tokenizer-version regression and the other is assistant_mask generation for multimodal inputs." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "No shared bug surface: a DSA indexer activation discussion vs GLM-5 RoPE implementation." + "reason": "TF32 settings guidance and a torch.split return-value issue are unrelated." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Distinct failures: Qwen3-VL-Moe bug vs position_ids buffer access error." + "reason": "Torch.compile attention-kernel divergence and a docstring typo are not the same bug." }, { "left": "issue:42907", - "right": "issue:43452", + "right": "issue:44945", "accept": false, - "reason": "Both are model-loading related, but the concrete issues differ: GGUF auto-loading breakage vs a dequantized-model save/load problem." + "reason": "Saving dequantized Ministrals/Devstrals and wrong LLM output with pipeline parallelism are different problems." }, { - "left": "issue:28218", - "right": "issue:30990", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Tokenizer spacing bug and Sentence Transformers loading hang are unrelated." + "reason": "Both are tokenizer-related, but 43122 is a version regression while 46326 is a specific mistral_common continue_final_message bug." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different tokenization behaviors; not the same underlying bug." + "reason": "Qwen3 offset_mapping errors and failing to load cjvt/sleng-bert are different tokenizer issues." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Different Moe issues: Qwen3-VL-Moe behavior vs FP8 save_pretrained handling." + "reason": "Dequantized save_pretrained failure and GLM-5 GenerationConfig validation are unrelated." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Related model family, but one is save_pretrained checkpoint corruption and the other is a from_pretrained error; not enough evidence of one fix." + "reason": "MLA layernorm epsilon precision issue and a wrong docstring for position_ids do not share a code path." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Tensor parallel training bug and classification example empty results are unrelated." + "reason": "Single missing AutoImageProcessor import vs many import errors after a version bump are not the same concrete bug." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version incompatibility and pipeline-parallel incorrect output are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Both are import errors, but for different symbols from different modules; no shared root cause." + "reason": "cached_file kwarg forwarding and chat-template crashes on tool-call assistant messages are distinct." }, { "left": "issue:43784", - "right": "issue:45446", + "right": "issue:45600", "accept": false, - "reason": "Sentence-transformers import NameError and a PyTorch version check issue in flex_attention are unrelated." + "reason": "Import NameError in sentence-transformers and stale auto_mappings references to removed configs are different breakages." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:43232", + "right": "issue:44743", "accept": false, - "reason": "No common bug: missing transformers.onnx module vs slow/fast tokenizer inconsistency." + "reason": "Generation kwargs sync_gpus ordering and recurrent-state reset with cache are both generation-related but not the same bug." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Both are import failures, but they concern different packages and different missing symbols." + "reason": "Dequantized save_pretrained failure and multimodal model loading failure are unrelated." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Embedding dtype drift in evaluate and incorrect output under pipeline parallelism are different training/inference issues." + "reason": "Offset mapping errors and zero assistant masks are different tokenizer/template defects." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Different failure modes: extras/backend packaging gap vs Python 3.14 import/load failure." + "reason": "Empty multi-label classification results and mm_token_type_ids defaulting are separate training/inference issues." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Different models and symptoms: SigLIP2 implementation discrepancy vs Qwen3_5 image-triggered infinite loop." + "reason": "num_labels propagation and flash_attention_3 degenerate training are unrelated." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "VRAM leak in multi-threaded dataloading and bfloat16 dtype mismatches are unrelated." + "reason": "Tokenizer version regression and Qwen2_5_VLProcessor batched apply_chat_template crash are different problems." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading issue and tokenizer save_pretrained class mismatch are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is not related to GLM-5 RoPE implementation." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading and position_ids buffer access are different bugs." + }, + { + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Both relate to v5 tokenization changes, but one is decoder-type metadata and the other is wrong tokenization results for DeepSeek; not the same bug." + "reason": "SAM3 model-type mismatch warning and missing fpn_position_embeddings are both SAM3-adjacent but not the same underlying issue." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:28218", + "right": "issue:30990", "accept": false, - "reason": "Completely different issues: ONNX import failure vs LayoutLMv3 error-message clarity." + "reason": "Extra space after added token and a Sentence Transformers loading hang are unrelated." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Different load paths: missing embed_tokens.weight in UMT5Encoder vs kwargs not forwarded by AutoProcessor." + "reason": "Saving dequantized models and gguf_file breaking from_pretrained paths are distinct." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "45278 is a broad post-upgrade import breakage report, but 38617 is one specific missing import; not enough evidence they are the same fix target." + "reason": "Both are tokenizer regressions, but they affect different models/behavior and do not look like one fixable code-path bug." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Compiled Python execution errors and a docs parameter-name mismatch are unrelated." + "reason": "Qwen3-VL-Moe loading and FP8 save_pretrained for moe are separate issues." } ] }, @@ -13689,313 +13667,294 @@ "component_index": 1, "component_count": 19, "review_unit_index": 44, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ - "issue:33453", - "issue:39401", + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:42175", "issue:42222", "issue:42371", "issue:42673", + "issue:42757", "issue:43064", + "issue:43066", "issue:43116", - "issue:43122", + "issue:43278", "issue:43441", - "issue:43450", "issue:43493", "issue:43611", "issue:43673", + "issue:43824", "issue:43825", - "issue:43827", "issue:43874", - "issue:43906", "issue:43937", "issue:43976", - "issue:43986", + "issue:43992", "issue:44038", "issue:44075", - "issue:44117", "issue:44188", - "issue:44291", - "issue:44380", - "issue:44410", - "issue:44466", + "issue:44351", + "issue:44355", "issue:44485", + "issue:44704", "issue:44779", "issue:44936", - "issue:44977", - "issue:45071", - "issue:45081", + "issue:44938", + "issue:44945", + "issue:45072", "issue:45083", - "issue:45310", - "issue:45341", + "issue:45216", + "issue:45278", "issue:45357", - "issue:45405", "issue:45446", "issue:45478", - "issue:45561", "issue:45563", - "issue:45588", + "issue:45753", "issue:46002", - "issue:46077", - "issue:46298", + "issue:46231", "issue:46328" ], "soft_pairs": [ + "issue:45216|issue:45478", + "issue:36296|issue:43116", + "issue:43824|issue:44351", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:22355|issue:29127", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:43992|issue:44704", + "issue:38617|issue:45278", + "issue:44355|issue:46231", "issue:43937|issue:44485", - "issue:44188|issue:46328", "issue:43611|issue:46002", + "issue:44188|issue:46328", "issue:43116|issue:43493", "issue:42222|issue:43441", "issue:44075|issue:44936", "issue:42371|issue:43874", - "issue:44038|issue:45478", "issue:45357|issue:45478", + "issue:44038|issue:45478", "issue:43976|issue:45446", "issue:43116|issue:43825", "issue:45083|issue:45446", "issue:43064|issue:43673", - "issue:43937|issue:45563", - "issue:33453|issue:39401", - "issue:44380|issue:46077", - "issue:44117|issue:45588", - "issue:39401|issue:44779", - "issue:42673|issue:43906", - "issue:43827|issue:45446", - "issue:43450|issue:43986", - "issue:43937|issue:44977", - "issue:43673|issue:46328", - "issue:44466|issue:46002", - "issue:44291|issue:45071", - "issue:45405|issue:45446", - "issue:43122|issue:46298", - "issue:44117|issue:45081", - "issue:45341|issue:45561", - "issue:44410|issue:45310", - "issue:45341|issue:46328" + "issue:43937|issue:45563" ], - "prepared_review_unit_hash": "b13fcbdd710c4dc179c9a1d8a59fbe246ac642fd87a88954171fee0c8c2b1a75", + "prepared_review_unit_hash": "ff4d87a26a633f953b80f1014b3465397bc9d34cf0748b0f0673a2a9cb7a8154", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36789, - "estimated_input_tokens": 9198, - "estimated_eval_tokens": 18652 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35130, + "estimated_input_tokens": 8783, + "estimated_eval_tokens": 17822 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous bug reports. The only clearly grounded duplicate cluster in the packet is the exact-title pair 45310 \u2194 45478; 45310 should be the canonical issue. The proposed 44038 \u2194 45478 match is not supported by the visible titles, so all soft-edge candidates are rejected.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 45310 is the earlier exact-title match to 45478 ('[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error'), so it is the best canonical representative of that duplicate pair.", + "summary": "These items are mostly unrelated issue reports with a few superficial overlaps around imports, Qwen3.5, and tokenizer/model-v5 regressions. No soft pair looks like the same concrete bug or change, so all soft edges are rejected.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45278 is the broadest representative item in this set, covering the general v5 import-breakage theme that most closely matches the cluster\u2019s strongest recurring motif.", "canonical_pr_reason": null, - "best_issue_reason": "45310 is the strongest issue candidate because it has the clearest grounded duplicate relationship in the packet: an exact title match with 45478 and earlier creation date.", + "best_issue_reason": "issue:45278 is the best single issue to anchor the cluster because it is broad, clearly user-facing, and more representative than the highly specific model- or API-edge reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Invalid GenerationConfig vs RoPE implementation discussion; different bugs." + "reason": "Both involve Qwen3.5 save/load behavior, but one is incorrect save_pretrained checkpoint keys and the other is a from_pretrained load error; different code paths and likely different fixes." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Attention-kernel branching bug vs feature-extractor padding performance; unrelated." + "reason": "Tensor-parallel training and multi-label example-script output are unrelated bugs in different workflows." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Model-loading/base_model_prefix regression vs NaNs in classification heads; different failures." + "reason": "Both are import errors, but for different symbols in different modules; no evidence they share the same root cause." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Example-script empty multi-label outputs vs SigLIP2 implementation discrepancy; different code paths." + "reason": "One is an onnx module import failure, the other is tokenizer slow/fast inconsistency; unrelated problems." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "VitPose breakage vs Ministral-3 FlashAttention failure; not the same bug." + "reason": "Different missing imports from different packages and APIs; not the same underlying bug." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "SGD args ignored vs trainer.evaluate() after train; distinct optimizer/training-state issues." + "reason": "BF16-to-FP32 dtype drift during evaluation is a different issue from incorrect output under pipeline parallelism." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "TF32 API/settings issue vs missing image-patch helper attribute; unrelated." + "reason": "Packaging/backend dependency issue versus Python-version load failure; different failure modes." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "The titles point to different model families (Qwen3-VL-Moe vs Qwen3.5 Moe), so this is too weak to treat as the same bug; 45310 is the closer title match to 45478." + "reason": "Different models and symptoms: SigLIP2 implementation mismatch vs Qwen3.5 image-specific infinite loop." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Related Qwen3.5 area, but save_pretrained key serialization vs from_pretrained load error are different defects." + "reason": "onnx import failure and LayoutLMv3 error-message clarity are unrelated." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Python-version support issue vs PyTorch version-check import issue; unrelated." + "reason": "Tokenizer decoder-type regression and Deepseek tokenizer incorrect results are both tokenizer-related, but they are model-specific and not clearly the same bug." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "FSDP2/PEFT optimizer-state bug vs missing GenerationMixin cache in chunked prefill; different problems." + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM inference is unrelated to dtype mismatch in bfloat16 inference." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Invalid GenerationConfig vs stale warning for num_return_sequences; not the same defect." + "reason": "Both involve from_pretrained, but one misses a model weight and the other drops kwargs in AutoProcessor; different concrete code paths." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Tokenizer loading regression vs Qwen3 offset_mapping bug; different models and symptoms." + "reason": "A specific missing import symbol is not the same bug as a broad report of many import errors after upgrade." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "GPT2 attention scaling config ignored vs Gemma4 bidirectional mask bug; separate issues." + "reason": "Running compiled Python files and a documentation parameter-name mismatch are unrelated." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Tokenizer mapping lookup bug vs flash_attention crash on s_aux=None; unrelated." + "reason": "GenerationConfig validation failure and GLM-5 RoPE implementation concerns are different bugs." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Both are tokenizer bugs, but on different models with different failure modes." + "reason": "base_model_prefix loading regression and NaNs in classification heads are different failure classes." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use vs an isolated reproduction of another issue; not enough evidence they are the same." + "reason": "Attention-kernel divergence under torch.compile and SequenceFeatureExtractor.pad inefficiency are unrelated." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Docs still referencing pipeline() vs a PyTorch version-check bug; unrelated." + "reason": "Example-script multi-label output issue and SigLIP2 implementation mismatch do not share a concrete code path." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Batched video-processor shape bug vs AutoProcessor/torchvision crash; different failures." + "reason": "Broken VitPose models and FlashAttention failure for Ministral-3 are unrelated model-specific regressions." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Invalid GenerationConfig vs Qwen3.5 flash-attention generation issue; different code paths." + "reason": "Unused SGD args and train-then-evaluate failure are different training-loop bugs." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Generation cache missing in chunked prefill vs feature-extractor padding performance; unrelated." + "reason": "TF32 API guidance and a missing image-processor method are unrelated." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Serialization of tied lm_head weights vs NaNs in classification heads; different bug class." + "reason": "Both are Qwen3.5 regressions, but one is incorrect save_pretrained visual-encoder keys and the other is a from_pretrained error; not mergeable as one fix." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Unexpected _is_hf_initialized arg vs PretrainedConfig type checking; different regressions." + "reason": "Different Qwen3 variants and different symptoms; no clear shared underlying bug." }, { - "left": "issue:45405", + "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "PEFT minimum-version bump vs flex_attention import version check; unrelated." - }, - { - "left": "issue:43122", - "right": "issue:46298", - "accept": false, - "reason": "Tokenization regression vs noisy logging message; not the same issue." - }, - { - "left": "issue:44117", - "right": "issue:45081", - "accept": false, - "reason": "Tokenizer mapping lookup bug vs Mistral regex-patch crash; different code paths." + "reason": "Python-version compatibility and an incorrect PyTorch version check are distinct compatibility bugs." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Generic testing_utils bug vs xdist race on captured_info.txt; too different in scope." + "reason": "Example-script output regression and pipeline translation-task messaging are unrelated." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "qwen3next missing projections vs Qwen3.5 Moe from_pretrained error; different model and symptom." + "reason": "A model helper-function bug and a version-check bug in flex_attention are unrelated." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "testing_utils bug vs SequenceFeatureExtractor.pad performance issue; unrelated." + "reason": "Optimizer-state corruption under FSDP2/PEFT and missing GenerationMixin cache in chunked_prefill are different training/runtime bugs." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Helper-function length calculation issue vs flex_attention version-check bug; unrelated." + "reason": "Invalid generation config and stale num_return_sequences warning are separate generation-path issues." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is not fully grounded in the packet. The accepted duplicate claim for issue:44038 \u2194 issue:45478 is overstated: the packet titles do not show the same model/same bug, and issue:45310 is a much closer title match to issue:45478 than 44038 is. Because the only accepted soft-edge verdict relies on evidence not visible in the packet, I can\u2019t accept this as conservative enough." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -14005,313 +13964,310 @@ "component_index": 1, "component_count": 19, "review_unit_index": 45, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ + "issue:33453", "issue:38617", "issue:39401", "issue:41628", - "issue:42175", "issue:42222", "issue:42371", "issue:42490", "issue:42617", "issue:42673", - "issue:42831", - "issue:43012", - "issue:43066", - "issue:43097", "issue:43122", "issue:43408", "issue:43421", - "issue:43577", + "issue:43450", "issue:43582", "issue:43673", "issue:43742", - "issue:43874", + "issue:43827", + "issue:43906", "issue:43937", - "issue:44075", + "issue:43986", + "issue:44117", "issue:44220", "issue:44261", - "issue:44263", + "issue:44291", + "issue:44380", "issue:44410", - "issue:44483", + "issue:44466", "issue:44484", - "issue:44485", - "issue:44493", - "issue:44496", + "issue:44779", "issue:44829", "issue:44877", - "issue:44933", + "issue:44977", "issue:45071", + "issue:45081", "issue:45216", - "issue:45278", "issue:45310", "issue:45341", "issue:45362", - "issue:45464", - "issue:45478", - "issue:45542", - "issue:45656", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45588", + "issue:46002", + "issue:46077", "issue:46178", "issue:46231", + "issue:46298", "issue:46328" ], "soft_pairs": [ - "issue:44829|issue:45216", - "issue:42222|issue:46178", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:44117|issue:45588", + "issue:39401|issue:44779", + "issue:42673|issue:43906", + "issue:43827|issue:45446", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:44117|issue:45081", + "issue:43122|issue:46298", + "issue:45341|issue:45561", + "issue:44410|issue:45310", + "issue:45341|issue:46328", "issue:38617|issue:41628", + "issue:42222|issue:46178", + "issue:44829|issue:45216", "issue:42617|issue:45341", - "issue:43408|issue:43742", - "issue:42673|issue:43582", "issue:45362|issue:46328", + "issue:42673|issue:43582", + "issue:43408|issue:43742", "issue:39401|issue:43421", "issue:42490|issue:42673", "issue:44877|issue:46231", "issue:42371|issue:44261", "issue:44484|issue:45310", - "issue:38617|issue:44220", - "issue:43937|issue:44496", - "issue:44933|issue:45278", - "issue:43066|issue:43122", - "issue:42222|issue:45542", - "issue:42371|issue:42831", - "issue:44410|issue:45478", - "issue:44483|issue:45464", - "issue:42175|issue:42222", - "issue:44075|issue:45656", - "issue:43012|issue:43577", - "issue:43097|issue:44493", - "issue:43673|issue:45341", - "issue:41628|issue:45071", - "issue:44263|issue:44485", - "issue:45071|issue:45542", - "issue:43874|issue:44261", - "issue:43012|issue:43408" + "issue:38617|issue:44220" ], - "prepared_review_unit_hash": "533ba315f0c7fd4e66f9224289a009b509d4647b268aaba110bad0ccb28b72d4", + "prepared_review_unit_hash": "ea71fdab5b8deb5887c44a877f5d220909554671caded1dc84eb507574f29ca3", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36281, - "estimated_input_tokens": 9071, - "estimated_eval_tokens": 18398 + "serialized_chars": 36574, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items look unrelated. The only plausible near-duplicate is the pair of Qwen3.5 chat/completions failure reports, but the evidence here is limited to titles and body size, so that match should stay tentative.", - "confidence": 0.68, - "canonical_issue_reason": "issue:45464 is the strongest representative in the cluster because it has by far the longest body and its title explicitly names the Qwen3.5 chat/completions streaming-inference failure.", + "summary": "This cluster is mostly a loose collection of distinct Transformers bug reports rather than true duplicates. The only strong thematic overlap is around tokenizer regressions, but the soft-similarity pairs still differ in model, subsystem, or failure mode. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43122 is the best anchor: it describes a broad, cross-version tokenization regression with a clear before/after comparison, making it more representative than the narrower model-specific tokenizer reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45464 is the best issue representative because it is the most detailed report in the packet and it most specifically names the Qwen3.5 chat/completions failure path.", + "best_issue_reason": "Issue 43122 is the strongest global issue candidate because it is the most general and reusable regression report among the set, whereas the others are mostly narrow model- or API-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Different bugs: flash_attention_3 training degeneration versus a Qwen3.5 save_pretrained checkpoint regression." + "reason": "Both involve tokenization/loading, but one is a generic tokenizer-loading regression and the other is a Qwen3 offset_mapping bug; different concrete failure modes." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Both mention backend-ish wording, but vitpose model breakage and tensorflow_text backend mapping are different failures." + "reason": "Attention-scaling under SDPA/FlashAttention for GPT2 is a different code path from Gemma4 building causal masks for bidirectional attention." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Both are import errors, but they point to different missing symbols and different code paths." + "reason": "TOKENIZER_MAPPING_NAMES returning None and a video processor crash without torchvision are unrelated subsystems and bugs." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "An inability to run 3d_parallel.py is unrelated to a testing_utils.py bug." + "reason": "Both are tokenizer regressions, but they affect different models and outputs: offset_mapping corruption vs incorrect Deepseek tokenization." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "A sam3_video/sam3_tracker warning and a MobileLLM key error describe different model-loading problems." + "reason": "A VRAM leak in Qwen3ForCausalLM across dataloader threads is not the same bug as an isolated reproduction of an earlier issue." }, { - "left": "issue:42673", - "right": "issue:43582", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "A VRAM leak under multi-threaded dataloading is not the same as an Apple Silicon TypeError in caching_allocator_warmup." + "reason": "Docs still referencing pipeline() and a PyTorch version check for AuxRequest import are unrelated." }, { - "left": "issue:45362", - "right": "issue:46328", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "A Qwen3.5 chat crash and a SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "Batched video processor shape handling and an AutoProcessor torchvision import crash are different defects." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Both concern tokenization internals, but wrong offset_mapping and runtime special-token post-processing are distinct bugs." + "reason": "GLM-5 invalid GenerationConfig and Qwen3.5 flash-attention generation failure are different model/config paths." }, { - "left": "issue:42490", - "right": "issue:42673", + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "A trailing-slash import warning is unrelated to the VRAM leak report." + "reason": "Chunked-prefill cache handling and a SequenceFeatureExtractor.pad performance issue are unrelated." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Strict config loading and a docs-vs-parameter-name mismatch are unrelated." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different bug from v5.4.0 PreTrainedConfig type checking." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "TF32 behavior guidance and a FineGrainedFP8 precision issue are different concerns." + "reason": "lm_head.weight serialization inconsistency and NaNs in classification heads are different failure classes." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "max_shard_size behavior and a Qwen3.5 Moe from_pretrained error are not the same bug." + "reason": "A PEFT minimum-version bump and a flex_attention version check are unrelated dependency issues." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Different import/path versus audio feature extraction failures." + "reason": "A tokenizer mapping None bug and a Mistral regex patch AttributeError are both tokenizer-related but not the same underlying issue." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "A GLM-5 GenerationConfig validation error is unrelated to an unrecognized-model/config issue." + "reason": "Tokenization behavior regression and a noisy logging message are not duplicates." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "A missing image_utils import and a broad upgrade-caused import-error report are too different to treat as the same defect." + "reason": "A testing_utils bug and a pytest-xdist race in captured_info.txt are distinct; the latter is a specific concurrency issue." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Both are tokenizer regressions, but the titles describe different symptoms and not one clearly identical bug." + "reason": "Missing Qwen3next projections in layer 0 and Qwen3.5 Moe from_pretrained failure are related only by model family, not by the same concrete bug." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "Vitpose model breakage and a missing TensorFlow backend when installing tensorboard are unrelated." + "reason": "A testing utility bug and a SequenceFeatureExtractor.pad inefficiency are unrelated." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "TF32 behavior control is not the same as the FineGrainedFP8 accuracy issue." + "reason": "Both are import errors, but for different missing symbols and different code paths." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "These are different Qwen/GLM model-loading failures with different symptoms and code paths." + "reason": "Vitpose model breakage and a BACKENDS_MAPPING tensorflow_text error are unrelated." }, { - "left": "issue:44483", - "right": "issue:45464", - "accept": true, - "reason": "Both are Qwen3.5 chat/completions failures on the same API path; 45464 is the richer report, and 44483 reads like a shorter generic description of that same failure." + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 degenerate training and Qwen3.5 save_pretrained serialization are different bugs." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "TensorFlow backend packaging and vitpose model breakage are unrelated." + "reason": "A 3d_parallel.py execution failure and a testing_utils bug are unrelated." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:45362", + "right": "issue:46328", "accept": false, - "reason": "SGD argument handling and deepspeed causing double optimizer steps are different optimizer issues." + "reason": "Qwen3.5 chat crashing and a SequenceFeatureExtractor.pad inefficiency are unrelated." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:42673", + "right": "issue:43582", "accept": false, - "reason": "Both mention dtype/precision, but one is a PyTorch compilation warning and the other is a BLIP2 loading dtype mismatch." + "reason": "A VRAM leak in Qwen3ForCausalLM and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "A removed API and unexpected position_id keys are unrelated regressions." + "reason": "A sam3_video/sam3_tracker warning and a MobileLLM-125M key error are different issues." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "Chunked-prefill cache missing and a testing_utils bug are unrelated." + "reason": "Both concern tokenizers, but one is wrong offset_mapping and the other is post-processor not updating after runtime special-token changes." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:42490", + "right": "issue:42673", "accept": false, - "reason": "A missing AutoImageProcessor import and a PreTrainedConfig type-checking regression are different problems." + "reason": "Local-path trailing-slash import warning and a multi-thread VRAM leak are unrelated." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "torch.split return-value handling and GLM-5 RoPE implementation are not the same defect." + "reason": "Strict config blocking granite_speech loading and a docs parameter-name mismatch are not the same bug." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Config type checking and an undefined tf backend error are unrelated." + "reason": "TF32 behavior settings and an MLA q_a_layernorm precision/config issue are unrelated." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Missing image patch counting and an rms_norm_eps precision issue affect different model components." + "reason": "A question about max_shard_size and a Qwen3.5 Moe loading error are unrelated." }, { - "left": "issue:43012", - "right": "issue:43408", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "A bfloat16 compilation warning is unrelated to a sam3_video/sam3_tracker model-type warning." + "reason": "Different import/runtime failures in unrelated modules; no shared concrete code path." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster-level summary is broadly consistent, but it is a bit too strong for the evidence in the packet. In particular, the canonical_issue_reason asserts a \"detailed reproduction\" that is not visible here, and the accepted soft pair is phrased as the \"same underlying\" bug even though the two titles differ meaningfully (generic /v1/chat/completions rejection vs. Qwen3.5 streaming-inference failure). Please keep the verdicts more tentative and grounded in the titles/body lengths only." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -14320,71 +14276,87 @@ "component_index": 1, "component_count": 19, "review_unit_index": 46, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ - "issue:38617", - "issue:42757", - "issue:42890", - "issue:43064", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42831", + "issue:43012", + "issue:43066", "issue:43097", + "issue:43122", "issue:43335", "issue:43441", "issue:43452", - "issue:43502", - "issue:43531", + "issue:43577", "issue:43673", - "issue:43824", - "issue:43873", "issue:43874", "issue:43931", + "issue:43937", "issue:43986", - "issue:43992", "issue:44038", - "issue:44062", + "issue:44075", "issue:44117", "issue:44261", "issue:44263", - "issue:44315", - "issue:44351", "issue:44360", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", - "issue:44704", + "issue:44493", + "issue:44496", "issue:44829", "issue:44933", "issue:44987", "issue:45003", "issue:45071", - "issue:45103", + "issue:45278", "issue:45341", "issue:45372", - "issue:45375", "issue:45440", + "issue:45464", "issue:45478", - "issue:45588", + "issue:45542", + "issue:45656", "issue:45753", - "issue:46050", "issue:46123", "issue:46172", "issue:46231", - "issue:46298", "issue:46369" ], "soft_pairs": [ + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:43066|issue:43122", + "issue:42222|issue:45542", + "issue:44483|issue:45464", + "issue:44410|issue:45478", + "issue:42371|issue:42831", + "issue:44075|issue:45656", + "issue:43012|issue:43577", + "issue:42175|issue:42222", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:43874|issue:44261", "issue:44263|issue:46172", "issue:44360|issue:46172", "issue:44484|issue:45478", "issue:43931|issue:44410", "issue:43441|issue:44829", - "issue:43335|issue:45071", "issue:43931|issue:44038", + "issue:43335|issue:45071", "issue:43097|issue:43452", "issue:45003|issue:45341", "issue:43673|issue:46123", @@ -14394,257 +14366,241 @@ "issue:44117|issue:44987", "issue:43986|issue:44484", "issue:43874|issue:44263", - "issue:43986|issue:45372", - "issue:45440|issue:46172", - "issue:43531|issue:45341", - "issue:44261|issue:44485", - "issue:43097|issue:46050", - "issue:43097|issue:45588", - "issue:43064|issue:44315", - "issue:38617|issue:42757", - "issue:44062|issue:44117", - "issue:44410|issue:45375", - "issue:44038|issue:44410", - "issue:42890|issue:46298", - "issue:43502|issue:43992", - "issue:38617|issue:44351", - "issue:43097|issue:43873", - "issue:44704|issue:45103", - "issue:43986|issue:44117", - "issue:43824|issue:43986" + "issue:43986|issue:45372", + "issue:45440|issue:46172" ], - "prepared_review_unit_hash": "c14b882da7d9b9cde299de62835e4ef45e2b11bc0b8fb5095a8ab01dde134b78", + "prepared_review_unit_hash": "06b6ada1cf801703c5cc8ce3cd97ea637c2a9cabceffafd8416ddfa2fefb1cd7", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37751, - "estimated_input_tokens": 9438, - "estimated_eval_tokens": 19132 + "serialized_chars": 37534, + "estimated_input_tokens": 9384, + "estimated_eval_tokens": 19024 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the items span unrelated import errors, model-loading regressions, training/runtime bugs, and a few docs/test issues. None of the soft-edge pairs look like the same underlying bug or change.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue fits the cluster well; the titles and problem descriptions are too heterogeneous to represent one underlying defect.", + "summary": "The cluster is a loose collection of Transformers v5 regression reports and model-specific bugs, with only shallow title similarity between many pairs. The broadest representative issue is the umbrella report about widespread import breakage after upgrading to 5.5.0; there is no PR in this set.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45278 is the broadest umbrella: it captures multiple import failures after a version upgrade, which is closer to the overall cluster theme than the more narrowly scoped model/backend-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the strongest standalone report to surface if one must pick a representative issue: it is concrete, high-impact, and well-discussed. It is not, however, a duplicate umbrella for the rest of the cluster.", + "best_issue_reason": "issue:45278 is the best standalone issue for the cluster because it is the most general and representative of the import/API breakage pattern seen across the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Different models and different failures: torch.split indexing vs DeepSeek V4 transpose/dtype logic." + "reason": "Both are model-loading/config problems, but one is a GenerationConfig validation failure and the other is an unrecognized-model/model_type issue; different concrete bugs." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "Unrelated bugs in different code paths; a DSA indexer activation issue is not the same as a DeepSeek V4 tensor transform bug." + "reason": "Both mention import failures, but 44933 is a specific missing import from image_utils while 45278 is a broad upgrade-related import regression report." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "One is a save_pretrained shard-size question, the other is a Qwen3.5 MoE loading regression." + "reason": "Both involve tokenizer behavior changes, but one is about an incorrect decoder type and the other about changed tokenization output across versions; not the same bug." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "Different model families and different symptoms: Qwen3-VL weight mismatch vs missing projections in qwen3next." + "reason": "One is a ViTPose model breakage; the other is a backend-installation problem with TensorFlow/tensorboard. Different subsystems and causes." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Both mention flash attention, but the concrete bugs are different: Ministral-3 load failure vs degenerate training in sequence classification." + "reason": "Both are chat/completions failures, but they affect different endpoints/symptoms and do not look like the same code-path defect." }, { - "left": "issue:43335", - "right": "issue:45071", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "SwitchTransformers sparse-layer construction is unrelated to PreTrainedConfig type-checking regressions." + "reason": "Different Qwen-family model failures: missing projections in one layer versus a from_pretrained error for a MoE model. Not the same underlying issue." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "Related broad area, but not the same bug: a specific weight-shape mismatch vs a v5/Qwen3-VL-MoE compatibility problem." + "reason": "Unrelated precision topics: TF32 configuration guidance versus a FineGrainedFP8 accuracy issue." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "One concerns a removed config attribute, the other breaks tokenizer/model loading with gguf_file." + "reason": "Both concern optimizers, but one is about SGD arguments being ignored and the other about double optimizer steps under DeepSpeed; different bugs." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Different subsystems and failures: unsafe sys.modules access vs a testing_utils bug." + "reason": "Both mention dtype/precision, but one is a warning during bfloat16 compilation and the other is a loading bug where model/qformer dtype stays float32." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "Generation cache/chunked_prefill behavior is unrelated to MaskGenerationPipeline batch finalization." + "reason": "Backend dependency installation issue versus a broken model family; no shared concrete failure." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Video-model loading without torchvision is not the same as a testing_utils issue." + "reason": "One is about a removed config flag, the other about unexpected position-id keys. Similar release-era regressions, but not the same defect." }, { - "left": "issue:44933", - "right": "issue:46231", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "A missing import from image_utils and a documentation parameter-name mismatch are distinct issues." + "reason": "A generation-cache bug under chunked prefill versus a small testing_utils bug; unrelated code paths." }, { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "Different model families and failure modes: infinite loop on a Qwen3_5 image vs memory overflow in sam3-litetext." + "reason": "ImportError for AutoImageProcessor is unrelated to a PretrainedConfig type-checking regression." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Tokenizer mapping None handling is not the same concrete bug as loading physical-intelligence/fast on newer transformers." + "reason": "Both are GLM-related, but one is about a torch.split/indexer bug and the other about RoPE implementation; different concrete defects." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "No overlap beyond being unrelated user-facing problems; one is dependency-related model loading, the other is a storage/sharding question." + "reason": "A type-checking regression in PretrainedConfig is unrelated to missing TensorFlow backend installation behavior." }, { "left": "issue:43874", - "right": "issue:44263", + "right": "issue:44261", "accept": false, - "reason": "Different code paths and different model components; image processor patch counting is unrelated to a torch.split return-value bug." + "reason": "One is an image-processor method missing from GLM46V; the other is an MLA layernorm epsilon/config precision mismatch." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "Both are loading/import problems, but one is about missing torchvision and the other is a missing ReasoningEffort import." + "reason": "Different model families and different tensor-shape/dtype issues; not mergeable as one fix." }, { - "left": "issue:45440", + "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "DeepSeekV3MoE parity divergence is a different bug from DeepSeek V4 tensor transpose logic." + "reason": "A missing ReLU in the DSA indexer is unrelated to the DeepSeek V4 tensor operation report." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the testing_utils bug." + "reason": "Shard-size policy question versus a model-loading regression; no shared bug." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "MLA q_a_layernorm eps precision and GLM-5 RoPE implementation are distinct model-specific issues." + "reason": "Qwen3-VL weight-shape mismatch versus missing attention projections in qwen3next; different model internals and symptoms." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Removed embeddings-tie API behavior is unrelated to quantized save/load breakage." + "reason": "FlashAttention failure on Ministral-3 versus degenerate training with flash_attention_3; different code paths and outcomes." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "No shared concrete failure: one is an API removal complaint, the other is a flash_attention crash on sink-less models." + "reason": "Both involve Qwen3-VL/Qwen3-VL-Moe, but one is a weight-shape mismatch and the other is a separate from_pretrained bug; not the same issue." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:43335", + "right": "issue:45071", "accept": false, - "reason": "Different training problems: wrong optimizer states under FSDP2/PEFT vs Liger Kernel not applied with model_init." + "reason": "SwitchTransformers sparse-layer construction bug versus a PretrainedConfig typing regression; unrelated." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "Both are ImportError reports, but they concern different symbols, different modules, and likely different releases." + "reason": "A removed config attribute is unrelated to gguf_file loading failures in tokenizer/model loaders." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "Tokenizers AddedToken keyword duplication is unrelated to TOKENIZER_MAPPING_NAMES returning None." + "reason": "Unsafe sys.modules access in modeling_utils versus a testing utility bug; different modules and failure modes." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "Missing attention projections in qwen3next is unrelated to a missing config field in Qwen3_5MoeVisionConfig." + "reason": "Generation cache handling versus MaskGenerationPipeline batch-finalization logic; different pipeline layers and bugs." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Same general ecosystem, but different concrete failures and model variants; not one duplicate bug." + "reason": "AutoProcessor/torchvision crash versus a small testing_utils bug; not the same underlying defect." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:44933", + "right": "issue:46231", "accept": false, - "reason": "A flaky test from missing set_seed is not the same as a noisy logging message issue." + "reason": "A missing import from image_utils is unrelated to documentation naming mismatch in set_training()." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "Local-files-only network leakage and missing embed_tokens.weight in UMT5Encoder are unrelated." + "reason": "Infinite-loop generation on a specific image versus memory overflow in sam3-litetext; distinct symptoms and likely distinct causes." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Different missing exports/import paths: layer_type_validation vs HybridCache." + "reason": "Both involve tokenizer loading, but one is a mapping-NONE assumption and the other is a package-specific load failure; too different to merge." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "API removal around tie_embeddings is unrelated to offloading failures under quantization." + "reason": "Processor-loading crash without torchvision is unrelated to a save_pretrained shard-size question." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Passing kwargs to cached_file and auto_docstring crashes under future annotations are different bugs in different utility layers." + "reason": "Different GLM model components and different missing-method vs tensor-return bugs; not the same code path." }, { "left": "issue:43986", - "right": "issue:44117", + "right": "issue:45372", "accept": false, - "reason": "Video model loading without torchvision is unrelated to tokenizer mapping assumptions." + "reason": "Missing torchvision for video model loading and missing ReasoningEffort import for Gemma 4 are both import-related, but they affect different dependencies and processors." }, { - "left": "issue:43824", - "right": "issue:43986", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "A missing Qwen2.5-VL export and a torchvision-dependent video-model crash are distinct loading issues." + "reason": "Both are DeepSeek-family reports, but one is about divergence from remote implementation and the other about a specific tensor transpose/dtype expression." } ] }, @@ -14660,18 +14616,17 @@ "component_index": 1, "component_count": 19, "review_unit_index": 47, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ - "issue:36683", "issue:38617", - "issue:42490", "issue:42757", + "issue:42890", "issue:42907", "issue:43012", "issue:43064", @@ -14680,43 +14635,60 @@ "issue:43208", "issue:43352", "issue:43502", - "issue:43526", + "issue:43531", "issue:43550", - "issue:43582", - "issue:43618", - "issue:43761", "issue:43824", "issue:43825", + "issue:43873", "issue:43906", "issue:43976", + "issue:43986", "issue:43992", "issue:44038", + "issue:44062", + "issue:44117", "issue:44162", - "issue:44222", - "issue:44230", + "issue:44261", + "issue:44315", + "issue:44351", "issue:44368", "issue:44380", - "issue:44483", + "issue:44410", "issue:44484", - "issue:44514", + "issue:44485", "issue:44655", - "issue:44683", - "issue:44936", + "issue:44704", "issue:44938", - "issue:45290", - "issue:45478", + "issue:45103", + "issue:45341", + "issue:45375", "issue:45479", - "issue:45600", - "issue:45698", + "issue:45588", "issue:45712", "issue:45753", + "issue:46050", "issue:46132", "issue:46172", "issue:46178", - "issue:46298", - "issue:46365" + "issue:46298" ], "soft_pairs": [ + "issue:43531|issue:45341", + "issue:44261|issue:44485", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:43502|issue:43992", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:43824|issue:43986", "issue:44938|issue:46178", "issue:43066|issue:43906", "issue:43208|issue:43550", @@ -14729,257 +14701,239 @@ "issue:42907|issue:45753", "issue:43352|issue:44380", "issue:43097|issue:46298", - "issue:44162|issue:46172", "issue:43352|issue:43976", + "issue:44162|issue:46172", "issue:44380|issue:45479", - "issue:43064|issue:44380", "issue:44380|issue:46132", - "issue:44222|issue:45478", - "issue:43208|issue:43526", - "issue:36683|issue:43582", - "issue:44483|issue:44514", - "issue:44936|issue:46365", - "issue:43012|issue:44683", - "issue:42490|issue:43012", - "issue:38617|issue:43502", - "issue:42757|issue:43824", - "issue:45600|issue:46298", - "issue:43618|issue:44380", - "issue:44038|issue:44230", - "issue:45698|issue:46172", - "issue:43618|issue:43761", - "issue:44483|issue:45290" + "issue:43064|issue:44380" ], - "prepared_review_unit_hash": "3fc8584243a07fcf86440e0e9b082ad5ba93cbffd69940700dfb109a494b58b4", + "prepared_review_unit_hash": "d88f6b7b57277c6f70615e346e2d86050172e60a8bd6ae060425958c875f40ae", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36432, - "estimated_input_tokens": 9108, - "estimated_eval_tokens": 18472 + "soft_pair_count": 33, + "serialized_chars": 36870, + "estimated_input_tokens": 9218, + "estimated_eval_tokens": 18692 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous bug reports with no shared root cause. The only plausible duplicate is the CLIP v5 regression pair about missing forward outputs in CLIPVisionModel/CLIPOutput.", - "confidence": 0.69, - "canonical_issue_reason": "issue:43618 is the broader, earlier CLIP regression report and is the better duplicate anchor for the missing-output-field problem.", + "summary": "This cluster is over-broad and mostly contains unrelated closed issues with only loose theme overlap around Transformers v5 regressions, model-specific bugs, and import/load failures. None of the suggested soft pairs looks like a true duplicate or same underlying fix.", + "confidence": 0.91, + "canonical_issue_reason": "If a hub must be chosen, issue 43097 is the broadest v5 API/regression complaint and has inbound references, but it is not a reliable duplicate canonical for the rest of this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43761 is the clearest actionable report, with an explicit v5 regression and reproduction for the broken CLIPVisionModel.forward contract.", + "best_issue_reason": "Issue 43097 is the closest representative of the largest apparent theme (v5 behavior/regression), but the cluster is too heterogeneous for a strong canonical issue choice.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Unrelated import/configuration failures: Python load error vs an unsupported backend name." + "reason": "Unrelated problems: sliding_window behavior in Qwen3-MoE vs a small testing_utils bug." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Both are tokenizer/modeling related at a high level, but the titles point to different concrete bugs and no shared code path is evident." + "reason": "Both are model/config bugs, but they concern different models and different code paths (rms_norm_eps precision vs RoPE implementation)." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Different models and different failures: xLSTM training bugs vs Bamba compile/SDPA behavior." + "reason": "Different underlying issues: a removed v5 API flag vs quantized model save/load corruption." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Missing checkpoint weight loading vs save_pretrained shard-size question; not the same bug." + "reason": "One is a v5 API removal, the other is a flash_attention integration crash on sink-less models; not the same fix." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "A PyTorch warning about bf16 precision is unrelated to a model-specific torch.compile SDPA failure." + "reason": "Distinct training bugs: optimizer state mismatch under FSDP2/PEFT vs Liger kernel not being applied with model_init." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Different APIs and symptoms: pipeline task support messaging vs saving Pipeline objects." + "reason": "Both are import errors, but they are different missing symbols from different modules and likely separate regressions." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Both mention warnings, but one is a PyTorch precision warning and the other is a tie_word_embeddings config warning." + "reason": "Tokenizer-related, but different failures: AddedToken keyword conflict vs TOKENIZER_MAPPING_NAMES returning None." }, { - "left": "issue:45712", - "right": "issue:46298", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Left is a repo hygiene/dummy-class issue; right is a noisy logging message. No shared bug." + "reason": "Both touch Qwen-family models, but one is a missing projection bug and the other is a missing config field; different fixes." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Saving dequantized models is not the same as saving Pipeline objects; different code paths." + "reason": "Same broad family, but different model variants and failure modes; not the same concrete bug." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Saving dequantized models and an infinite-loop vision bug are unrelated." + "reason": "Loading/API isolation bug vs missing encoder weight in UMT5; unrelated code paths." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "Both involve attention backends, but one is unsupported Flash Attention 2 for a model; the other is ignored GPT-2 scaling config." + "reason": "A flaky integration test due to missing set_seed is unrelated to a noisy logging message." }, { - "left": "issue:43097", - "right": "issue:46298", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Removed config attribute vs noisy logging; different issues." + "reason": "Different missing imports ('layer_type_validation' vs 'HybridCache'); both are import regressions but not the same bug." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "ESM2 breakage and a DeepSeek dtype/transpose bug are unrelated." + "reason": "Unrelated: removal of a v5 config flag vs offloading not working with quantization." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Flash Attention support for a model is not the same as a Python-version compatibility failure." + "reason": "AutoProcessor kwargs propagation bug and auto_docstring annotation crash are separate tooling issues." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "Different bugs: attention scaling backend logic vs degenerate zero-loss classification behavior." + "reason": "Different failure modes: missing torchvision dependency crash vs tokenizer mapping assumption bug." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:43824", + "right": "issue:43986", "accept": false, - "reason": "Distributed optimizer-state corruption and GPT-2 attention scaling are distinct problems." + "reason": "Both are import/load problems, but one is a missing exported class and the other is a missing optional dependency; separate fixes." }, { - "left": "issue:44380", - "right": "issue:46132", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "Attention scaling config being ignored is not the same as register() changing callback behavior." + "reason": "Different compatibility issues: Python 3.14 load failure vs missing BACKENDS_MAPPING entry for tensorflow_text." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Both concern MoE/FP8 models, but one is save_pretrained and the other is from_pretrained; too different to merge as one duplicate." + "reason": "Not the same bug: tokenizer decoder type mismatch vs an isolated reproduction of a different issue." }, { "left": "issue:43208", - "right": "issue:43526", + "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." + "reason": "Different models and errors: xLSTM training blockers vs Bamba torch.compile/SDPA failure." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError have no shared root cause." + "reason": "Model weight loading bug vs a question about the 50GB shard size default; not duplicates." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "Chat-completions endpoint rejection and batched apply_chat_template crashes are different layers and different failures." + "reason": "A precision warning during compile is not the same as a runtime torch.compile/SDPA failure." }, { - "left": "issue:44936", - "right": "issue:46365", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Trainer.evaluate() failing after train is unrelated to importing Trainer only after uninstalling datasets." + "reason": "Both involve pipeline APIs, but one is an incorrect task-support message and the other is pipeline serialization; different issues." }, { "left": "issue:43012", - "right": "issue:44683", + "right": "issue:44368", "accept": false, - "reason": "bf16 warning vs compiled flex_attention failure on torch>=2.9 are unrelated." + "reason": "Both mention warnings, but the warnings come from different causes and code paths." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:45712", + "right": "issue:46298", "accept": false, - "reason": "Local-path slash import warning and a bf16 PyTorch warning are not the same bug." + "reason": "Left is about dummy class cleanup/leakage; right is only about a noisy logging message." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "ImportError from a removed symbol and unexpected API requests despite local_files_only=True are different issues." + "reason": "Saving dequantized models and saving Pipeline objects are different serialization problems." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "Both are import errors, but for different symbols and different regressions; no evidence they share one fix." + "reason": "Completely unrelated: dequantized save/load failure vs Qwen3_5 infinite-loop behavior on a specific image." }, { - "left": "issue:45600", - "right": "issue:46298", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Broken auto_mappings references and noisy logging are unrelated." + "reason": "Both are attention/backend-related, but one is unsupported Flash Attention 2.0 in a model and the other is GPT2 attention scaling being ignored." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:43097", + "right": "issue:43976", "accept": false, - "reason": "CLIP output fields missing and GPT-2 attention scaling under backends are different model-specific bugs." + "reason": "A v5 API removal issue is unrelated to a Python version compatibility failure." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "Qwen3-VL-Moe v5 incompatibility vs FP8 inference support are different problems." + "reason": "Different models and defects: ESM2 breakage vs a DeepSeek v4 transpose/dtype bug." }, { - "left": "issue:45698", - "right": "issue:46172", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Wrong custom module loading after save_pretrained has nothing to do with DeepSeek dtype/transpose behavior." + "reason": "Attention backend scaling bug and zero-loss classification bug are unrelated." }, { - "left": "issue:43618", - "right": "issue:43761", - "accept": true, - "reason": "Both describe the same CLIP v5 forward/output regression where requested outputs are no longer populated; this is plausibly one fix in the same code path." + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "One is about attention scaling under backends; the other is about AttentionInterface.register changing function behavior." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Chat-completions request validation and assistant tool-call templating crashes are different issues." + "reason": "Training-state corruption under FSDP2/PEFT is unrelated to GPT2 attention scaling under SDPA/FlashAttention." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Accepted. The summary stays grounded in the packet and does not overstate shared root cause beyond the one CLIP v5 pair, which is a conservative plausible duplicate. The other soft-edge rejections are also cautious and supported by the titles alone." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -14988,330 +14942,303 @@ "component_index": 1, "component_count": 19, "review_unit_index": 48, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ "issue:36010", "issue:36683", - "issue:41669", - "issue:42175", + "issue:38617", + "issue:42490", "issue:42757", "issue:42994", - "issue:43010", - "issue:43064", + "issue:43012", "issue:43066", + "issue:43208", "issue:43299", "issue:43352", "issue:43475", - "issue:43525", + "issue:43502", + "issue:43526", + "issue:43582", "issue:43611", "issue:43618", "issue:43756", + "issue:43761", + "issue:43824", "issue:43867", "issue:43901", - "issue:43931", "issue:43937", "issue:43976", - "issue:43992", - "issue:44075", + "issue:44038", "issue:44077", - "issue:44242", - "issue:44246", - "issue:44355", + "issue:44222", + "issue:44230", "issue:44380", + "issue:44483", "issue:44485", - "issue:44492", + "issue:44514", "issue:44625", "issue:44655", - "issue:44855", + "issue:44683", + "issue:44936", "issue:44938", - "issue:45071", "issue:45216", "issue:45276", - "issue:45278", - "issue:45310", - "issue:45375", - "issue:45584", - "issue:45593", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45698", "issue:46077", - "issue:46082", - "issue:46202", + "issue:46172", "issue:46209", + "issue:46298", "issue:46365" ], "soft_pairs": [ - "issue:43756|issue:44485", + "issue:44222|issue:45478", + "issue:44483|issue:44514", + "issue:36683|issue:43582", + "issue:43208|issue:43526", + "issue:44936|issue:46365", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:38617|issue:43502", + "issue:45600|issue:46298", + "issue:43618|issue:44380", + "issue:44038|issue:44230", + "issue:45698|issue:46172", + "issue:43618|issue:43761", + "issue:44483|issue:45290", "issue:43299|issue:43867", + "issue:43756|issue:44485", "issue:36683|issue:43475", "issue:43066|issue:46209", "issue:42994|issue:44655", "issue:45276|issue:46077", - "issue:43901|issue:44655", "issue:44077|issue:44380", - "issue:43352|issue:43937", + "issue:43901|issue:44655", "issue:36010|issue:42757", + "issue:43352|issue:43937", "issue:43611|issue:44655", "issue:36683|issue:44077", "issue:43867|issue:45216", "issue:44625|issue:46077", - "issue:46077|issue:46082", - "issue:45584|issue:46365", - "issue:43976|issue:44938", - "issue:42175|issue:46365", - "issue:43352|issue:45593", - "issue:36683|issue:43525", - "issue:43618|issue:45216", - "issue:44077|issue:46365", - "issue:43352|issue:43931", - "issue:36683|issue:44242", - "issue:44075|issue:46365", - "issue:43992|issue:45310", - "issue:43064|issue:44492", - "issue:43010|issue:45278", - "issue:44355|issue:44855", - "issue:43867|issue:46202", - "issue:43867|issue:45375", - "issue:41669|issue:44246", - "issue:44938|issue:45071", - "issue:36683|issue:43064" + "issue:43976|issue:44938" ], - "prepared_review_unit_hash": "d39b43c6fc8fa55e53f229eab5d014a8168abddcbb13419d72f639557acb19b3", + "prepared_review_unit_hash": "64078d5cf0c7af92254becec724d0959dbb8fdc7eb858038a24374e75b78df8e", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 36824, - "estimated_input_tokens": 9206, - "estimated_eval_tokens": 18668 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36137, + "estimated_input_tokens": 9035, + "estimated_eval_tokens": 18326 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous, but most items are distinct bug reports around imports, loading, configs, and model-specific regressions. No soft pair looks like the same underlying issue/change closely enough to merge.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set for version-upgrade import breakage, so it best serves as a representative issue even though the cluster is not truly duplicate-heavy.", + "summary": "These items are mostly unrelated Transformers bugs/regressions spanning import errors, model-specific loading issues, attention/compile problems, and documentation mismatches. I don\u2019t see any soft pair that clearly refers to the same underlying defect, so all candidate merges should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45698 is the broadest and most active runtime regression here, with the highest discussion/inbound activity around save_pretrained/from_pretrained behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 has the broadest scope and most directly matches the recurring 'import/load broke after upgrade' theme across the set.", + "best_issue_reason": "Issue 45698 is the best representative issue in this set because it is a concrete end-user bug, broadly scoped, and has the strongest evidence of impact and follow-up.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Both mention RoPE, but they target different models and different problems; not the same bug." + "reason": "Related to Qwen3.5 MoE save/load, but one is FP8 save_pretrained and the other is a from_pretrained error; not the same concrete bug." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Both are loading failures, but the affected models and failure modes differ materially." + "reason": "Different layers and failures: chat/completions request validation vs apply_chat_template batching crash." }, { "left": "issue:36683", - "right": "issue:43475", - "accept": false, - "reason": "Different model families and different missing attributes; too unrelated to be duplicates." - }, - { - "left": "issue:43066", - "right": "issue:46209", - "accept": false, - "reason": "Tokenizer decoder-type mismatch vs FP8 inference on B200 are unrelated code paths." - }, - { - "left": "issue:42994", - "right": "issue:44655", + "right": "issue:43582", "accept": false, - "reason": "Both involve saving, but one is quantized-model serialization and the other is Pipeline save_pretrained behavior." + "reason": "Gemma3 config attribute bug vs Apple Silicon allocator TypeError; unrelated subsystems." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Same model family, but resize_token_embeddings and bidirectional attention are separate features/bugs." + "reason": "xLSTM training bugs vs BeitImageProcessorFast label reduction bug; no shared code path." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:44936", + "right": "issue:46365", "accept": false, - "reason": "Documentation mismatch for a pipeline argument is unrelated to saving Pipeline objects." + "reason": "Trainer lifecycle failure after train vs importing Trainer breaking until datasets is uninstalled; different issues." }, { - "left": "issue:44077", - "right": "issue:44380", + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "Different subsystems and failure modes; no shared concrete bug." + "reason": "Local-path import warning vs PyTorch precision warning when compiling bfloat16; not the same bug." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Flash Attention support error and GenerationConfig validation are unrelated." + "reason": "One is a warning, the other is a compiled flex_attention failure on newer torch; different failure modes." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols from different packages and likely different causes." + "reason": "Both are import errors, but for different symbols and code paths; not a duplicate." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Base-model-prefix loading regression is unrelated to saving Pipeline objects." + "reason": "Missing configuration_utils import vs local_files_only still causing network requests; unrelated." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:45600", + "right": "issue:46298", "accept": false, - "reason": "Different models and unrelated errors." + "reason": "auto_mappings CI breakage vs noisy logging message; no shared underlying defect." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Both are checkpoint/loading issues, but the reported symptoms and root causes are not clearly the same." + "reason": "CLIP attentions regression vs GPT2 attention scaling ignored under SDPA/FlashAttention; different models and behavior." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Config propagation bug vs attention-mask construction bug; not the same issue." + "reason": "Both involve Qwen3-VL/MoE, but one is a general v5 bug and the other is FP8 inference support; not the same change." }, { - "left": "issue:46077", - "right": "issue:46082", + "left": "issue:45698", + "right": "issue:46172", "accept": false, - "reason": "Different Llama/Gemma config behaviors and unrelated code paths." + "reason": "Save/load custom-module resolution bug vs DeepSeek-V4 dtype/transpose issue; unrelated." }, { - "left": "issue:45584", - "right": "issue:46365", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Whisper generation failure and Trainer import conflict are unrelated." + "reason": "Both CLIP regressions, but one drops attentions and the other drops hidden_states; insufficient evidence of one underlying bug." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Both are Python-version compatibility reports, but for different versions and different failures." + "reason": "API request rejection vs chat template tokenization crash with tool calls; different code paths." }, { - "left": "issue:42175", - "right": "issue:46365", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Packaging extra/backend selection is unrelated to the Trainer import conflict." + "reason": "Qwen3VL-Moe loading regression vs generic sorted-state_dict load error; not the same defect." }, { - "left": "issue:43352", - "right": "issue:45593", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Different models and different bugs." + "reason": "Different models and different RoPE-related behaviors; too broad to merge." }, { "left": "issue:36683", - "right": "issue:43525", - "accept": false, - "reason": "Both are missing-attribute errors, but on different configs and unrelated model implementations." - }, - { - "left": "issue:43618", - "right": "issue:45216", - "accept": false, - "reason": "CLIP output attention assignment and checkpoint saving are unrelated." - }, - { - "left": "issue:44077", - "right": "issue:46365", + "right": "issue:43475", "accept": false, - "reason": "Optimizer/config validation is unrelated to the datasets-triggered Trainer import issue." + "reason": "Gemma3Config vocab_size regression vs SAM3 vision encoder output missing field; unrelated." }, { - "left": "issue:43352", - "right": "issue:43931", + "left": "issue:43066", + "right": "issue:46209", "accept": false, - "reason": "Flash Attention support and Qwen3-VL weight-shape mismatch are different bugs." + "reason": "Tokenizer decoder type regression vs FP8 inference on B200; unrelated." }, { - "left": "issue:36683", - "right": "issue:44242", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "A missing config attribute is unrelated to MoE load-balancing loss computation." + "reason": "Quantized model saving failure vs pipeline save_pretrained failure; both save-related, but not the same concrete bug." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Optimizer argument handling and import-time dependency conflict are unrelated." + "reason": "Different Gemma4 bugs: token embedding resize propagation vs bidirectional attention mask construction." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:44077", + "right": "issue:44380", "accept": false, - "reason": "Both are from_pretrained/load issues, but the models and concrete failure modes differ." + "reason": "Model config validation vs attention scaling backend regression; unrelated." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "Distributed training optimizer-state bug is unrelated to a cache-strategy typo." + "reason": "Documentation mismatch for return_all_scores vs pipeline serialization failure; different scope." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Cache update no_grad semantics and import errors after upgrade are unrelated." + "reason": "Both are import errors, but for different missing symbols from different modules; not duplicates." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Both touch Python/import execution, but the underlying causes are different and not one concrete bug." + "reason": "Flash Attention support error for Nemotron vs invalid GenerationConfig for GLM-5; distinct model-specific issues." }, { - "left": "issue:43867", - "right": "issue:46202", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Different model/pipeline roundtrip behavior and different failure modes." + "reason": "base_model_prefix loading regression vs pipeline save_pretrained failure; separate save/load paths." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:36683", + "right": "issue:44077", "accept": false, - "reason": "State-dict loading issue vs missing vision-config field; not the same bug." + "reason": "Gemma3 config attribute bug vs patchtsmixer post_init validation; no shared bug." }, { - "left": "issue:41669", - "right": "issue:44246", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Both are about import performance, but one is a cleanup/change proposal and the other is a vague intermittent slowdown report." + "reason": "Generic load failure with sorted state_dict vs Qwen3.5 checkpoint saving regression; related theme only, not same bug." }, { - "left": "issue:44938", - "right": "issue:45071", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Python 3.14 load failure and PretrainedConfig type-checking regression are unrelated." + "reason": "Qwen3.5 num_labels propagation issue vs Gemma4 bidirectional attention mask issue; unrelated." }, { - "left": "issue:36683", - "right": "issue:43064", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Missing config attribute vs distributed optimizer-state corruption are unrelated." + "reason": "Python version incompatibility reports with different version constraints and likely different causes; not the same issue." } ] }, @@ -15327,69 +15254,88 @@ "component_index": 1, "component_count": 19, "review_unit_index": 49, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ "issue:28282", - "issue:30333", - "issue:30990", - "issue:31795", "issue:33453", "issue:36296", - "issue:42548", - "issue:42831", + "issue:36683", + "issue:41669", + "issue:42175", "issue:42890", "issue:43010", - "issue:43065", - "issue:43232", - "issue:43299", + "issue:43064", + "issue:43352", "issue:43502", + "issue:43525", "issue:43575", - "issue:43576", "issue:43618", - "issue:43723", "issue:43867", - "issue:43874", + "issue:43931", "issue:43976", "issue:43992", "issue:44062", + "issue:44075", "issue:44077", - "issue:44112", - "issue:44222", - "issue:44351", + "issue:44242", + "issue:44246", "issue:44355", "issue:44360", - "issue:44387", - "issue:44485", - "issue:44556", + "issue:44492", "issue:44625", - "issue:44749", + "issue:44855", "issue:44857", - "issue:44961", + "issue:44938", "issue:44964", - "issue:45125", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", "issue:45357", "issue:45375", "issue:45440", "issue:45478", "issue:45561", - "issue:45600", + "issue:45584", + "issue:45593", "issue:45850", - "issue:46132", + "issue:46077", + "issue:46082", + "issue:46202", "issue:46285", "issue:46365" ], "soft_pairs": [ + "issue:45584|issue:46365", + "issue:46077|issue:46082", + "issue:42175|issue:46365", + "issue:43352|issue:45593", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:44077|issue:46365", + "issue:43352|issue:43931", + "issue:36683|issue:44242", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:43867|issue:45375", + "issue:44938|issue:45071", + "issue:41669|issue:44246", + "issue:36683|issue:43064", "issue:42890|issue:45561", "issue:43010|issue:45850", "issue:44625|issue:46365", - "issue:43867|issue:45357", "issue:43992|issue:45478", + "issue:43867|issue:45357", "issue:36296|issue:43575", "issue:43010|issue:43976", "issue:43618|issue:44077", @@ -15398,260 +15344,234 @@ "issue:43618|issue:44857", "issue:44360|issue:45440", "issue:43502|issue:44062", - "issue:42890|issue:44964", - "issue:42890|issue:44112", - "issue:42890|issue:45600", - "issue:43723|issue:44556", - "issue:44387|issue:44556", - "issue:44222|issue:45125", - "issue:43010|issue:43065", - "issue:43576|issue:46132", - "issue:43502|issue:44485", - "issue:42548|issue:44351", - "issue:45125|issue:45478", - "issue:44355|issue:44749", - "issue:30333|issue:33453", - "issue:45125|issue:45375", - "issue:43010|issue:43232", - "issue:30990|issue:31795", - "issue:43502|issue:44222", - "issue:43299|issue:44556", - "issue:43502|issue:44961", - "issue:30333|issue:36296", - "issue:42831|issue:43874" + "issue:42890|issue:44964" ], - "prepared_review_unit_hash": "5c5b71720099051c303abefc04dfd2a79e77ca0a957c81cc82c7971c7e6fbc2b", + "prepared_review_unit_hash": "e4ef1dd5ab49c47ff4c14b12fad688f16fea43b774db3b5668d79ad86f2d2f00", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37396, - "estimated_input_tokens": 9349, - "estimated_eval_tokens": 18954 + "soft_pair_count": 33, + "serialized_chars": 37193, + "estimated_input_tokens": 9299, + "estimated_eval_tokens": 18854 }, "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 issue reports. A few soft pairs share superficial themes like loading regressions, version upgrades, or model-family-specific breakage, but none look like true duplicates of the same underlying bug/change.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set for the recurring 'v5 breaks many models' theme, so it is the least-bad cluster anchor even though it is too vague to be a strong duplicate target.", + "summary": "No pair here looks like the same underlying bug/change. The items mix unrelated import, config, model-loading, training, and test regressions, so this cluster is too heterogeneous for duplicate merging.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the closest umbrella for the broad import-regression / post-upgrade breakage theme, but the cluster is still too mixed to treat it as a true duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the most plausible single representative of the cluster because it can absorb the repeated version-regression/loading complaints better than the more narrow reports, but it still does not cleanly represent the whole set.", + "best_issue_reason": "issue:45278 is the best overall representative because it is the broadest and most central of the import-error/regression reports, though it still does not unify the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:45584", + "right": "issue:46365", "accept": false, - "reason": "Different failures: flaky test seeding vs xdist file write race." + "reason": "Empty transcription failure vs Trainer import blocked by datasets; unrelated." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:46077", + "right": "issue:46082", "accept": false, - "reason": "One is a no_grad decoration request; the other is a vague broad regressions complaint." + "reason": "Gemma4 attention-mask bug vs LlamaConfig head_dim validation; different code paths." }, { - "left": "issue:44625", + "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Different model/config propagation bug vs an import-order dependency involving Trainer and datasets." - }, - { - "left": "issue:43867", - "right": "issue:45357", - "accept": false, - "reason": "Both are loading-related, but they describe different model-loading failures and code paths." + "reason": "Missing TensorFlow backend in torch install vs Trainer import issue; unrelated." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:43352", + "right": "issue:45593", "accept": false, - "reason": "Both mention loading errors, but for different Qwen/UMT5 model paths and different root causes." + "reason": "FlashAttention2 support error vs D-FINE auxiliary-loss behavior; different models." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "Both involve tensor parallelism, but one is a generic training bug while the other is an OOM on a specific model load." + "reason": "Gemma3 vocab_size missing vs Llama4 pad_token_id missing; different configs/models." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "No_grad decoration issue is unrelated to Python version compatibility." + "reason": "CLIPOutput attentions regression vs Qwen3.5 save_pretrained key corruption; unrelated." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:44077", + "right": "issue:46365", "accept": false, - "reason": "Different API/structure regressions in different components; not the same bug." + "reason": "patchtsmixer post_init policy vs Trainer import problem; unrelated." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:43352", + "right": "issue:43931", "accept": false, - "reason": "ImportError for AutoModel missing PyTorch is unrelated to tokenizer loading regression." + "reason": "Nemotron FlashAttention2 unsupported vs Qwen3-VL weight-shape mismatch; unrelated." }, { - "left": "issue:43618", - "right": "issue:46285", + "left": "issue:36683", + "right": "issue:44242", "accept": false, - "reason": "Both touch CLIP APIs, but one is attentions output behavior and the other is structural text model divergence." + "reason": "Gemma3 config attr bug vs router-logits load-balancing loss wiring; unrelated." }, { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "CLIP output field behavior and LwDetr AMP crash are unrelated." + "reason": "SGD args ignored vs Trainer import issue; unrelated." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Different algorithm/model implementation discussions with no shared concrete failure mode." + "reason": "UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error; different bugs." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Local-files-only network leakage vs AddedToken keyword duplication are unrelated." + "reason": "FSDP2 optimizer-state corruption vs cache-strategy typo; unrelated." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "Test seeding flakiness is unrelated to Phi-4 multimodal loading failure." + "reason": "Cache update no_grad bug vs broad import-regression report; not the same issue." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Different CI/test issues in different suites." + "reason": "Compiled-file import errors vs Python 3.13 JIT comment parsing; unrelated." }, { - "left": "issue:42890", - "right": "issue:45600", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "Different CI problems: flaky SamHQ test setup vs broken auto_mappings references." + "reason": "Sorted state_dict load failure vs Gemma roundtrip token issue; different failures." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Both are loading regressions, but tokenizer loading and checkpoint reload compatibility are distinct bugs." + "reason": "Sorted state_dict load failure vs missing Qwen3.5 vision config field; unrelated." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:44938", + "right": "issue:45071", "accept": false, - "reason": "Int4 quantization memory regression is not the same as model reload failure after upgrade." + "reason": "Python 3.14 load failure vs PretrainedConfig type-check regression; unrelated." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "Both concern Qwen3.5 MoE, but save_pretrained FP8 behavior and missing tensor-parallel plan are different issues." + "reason": "Import-* slowdown vs missing load-balancing loss; different problems." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:36683", + "right": "issue:43064", "accept": false, - "reason": "No_grad on cache updates is unrelated to dummy Conv2d implementation details." + "reason": "Gemma3 config attr bug vs FSDP2 optimizer-state bug; unrelated." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "Broken env command and AttentionInterface.register behavior change are different APIs and failures." + "reason": "Missing set_seed in tests vs xdist race on captured_info.txt; different test issues." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "Local-files-only network behavior is unrelated to GLM-5 RoPE implementation." + "reason": "Cache no_grad bug vs generic 'breaks too many models' complaint; not the same bug." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "Two separate import errors for different symbols, not the same underlying cause." + "reason": "Qwen3.5 num_labels propagation vs Trainer import issue; unrelated." }, { - "left": "issue:45125", + "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5 MoE, but missing _tp_plan and from_pretrained errors are different code paths and fixes." + "reason": "UMT5Encoder embedding-weight miss vs Qwen3.5 MoE from_pretrained error; different model-loading bugs." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Compiled Python file errors and a v4.57-to-v5.3 performance regression are unrelated." + "reason": "Sorted state_dict load failure vs wrong visual-encoder keys in save_pretrained; different paths." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "MLFlow reporting on failure and tokenizer loading regression are unrelated." + "reason": "Tensor-parallel training bug vs OOM loading a large Qwen2 model; different failure modes." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Missing tensor-parallel plan and missing deepstack_visual_indexes are different configuration bugs." + "reason": "Cache update no_grad bug vs Python-version compatibility issue; unrelated." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "Different generation/runtime bugs with different code paths." + "reason": "CLIPOutput attentions regression vs patchtsmixer post_init policy; unrelated." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Sentence Transformers loading hang and forward docs confusion are unrelated." + "reason": "PyTorch-missing ImportError vs tokenizer loading regression; unrelated." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:43618", + "right": "issue:46285", "accept": false, - "reason": "Network restriction bug vs FP8 MoE save_pretrained bug are unrelated." + "reason": "Both are CLIP-related, but one is missing attentions and the other is structural inconsistency; not the same bug." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:43618", + "right": "issue:44857", "accept": false, - "reason": "Qwen3VL MoE model-loading breakage and generic checkpoint reload regression are different model families and failures." + "reason": "CLIPOutput attentions regression vs LwDetr AMP crash; unrelated." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Network request leakage is unrelated to the placeholder 'racoon' issue." + "reason": "DSA indexer ReLU discussion vs DeepseekV3MoE divergence; unrelated." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "MLFlow job reporting and tensor parallel training bug are unrelated." + "reason": "local_files_only still triggers API calls vs AddedToken duplicate kwarg; unrelated." }, { - "left": "issue:42831", - "right": "issue:43874", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and missing image-patch method in GLM46V are different bugs." + "reason": "Missing set_seed in tests vs Phi-4 multimodal load failure; unrelated." } ] }, @@ -15667,64 +15587,84 @@ "component_index": 1, "component_count": 19, "review_unit_index": 50, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ + "issue:30333", + "issue:30990", "issue:31795", "issue:33453", "issue:34689", "issue:36296", "issue:38617", "issue:41628", - "issue:41669", - "issue:42371", "issue:42548", "issue:42757", - "issue:43525", - "issue:43526", - "issue:43572", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", "issue:43576", - "issue:43673", + "issue:43723", "issue:43824", "issue:43827", + "issue:43874", "issue:43901", - "issue:44038", + "issue:44112", "issue:44222", "issue:44230", - "issue:44273", "issue:44315", + "issue:44351", "issue:44355", "issue:44360", - "issue:44393", + "issue:44387", "issue:44485", - "issue:44492", "issue:44556", - "issue:44623", "issue:44655", + "issue:44749", "issue:44908", "issue:44938", "issue:44961", - "issue:45003", "issue:45071", - "issue:45092", "issue:45125", - "issue:45230", - "issue:45362", + "issue:45375", "issue:45468", - "issue:45542", - "issue:45753", - "issue:45850", - "issue:46095", + "issue:45478", + "issue:45600", + "issue:46132", "issue:46143", "issue:46144", "issue:46209" ], "soft_pairs": [ + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:43010|issue:43232", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:30333|issue:36296", + "issue:42831|issue:43874", "issue:44355|issue:45071", "issue:43827|issue:44961", "issue:44355|issue:44655", @@ -15738,274 +15678,269 @@ "issue:44961|issue:45468", "issue:43576|issue:44938", "issue:44222|issue:44230", - "issue:41628|issue:42548", "issue:46143|issue:46144", + "issue:41628|issue:42548", "issue:44485|issue:44961", "issue:44908|issue:44961", - "issue:44315|issue:46209", "issue:36296|issue:43901", - "issue:36296|issue:43526", - "issue:43673|issue:44492", - "issue:45362|issue:45850", - "issue:44623|issue:45230", - "issue:44273|issue:45542", - "issue:44038|issue:45125", - "issue:44230|issue:46095", - "issue:44393|issue:45071", - "issue:44273|issue:45003", - "issue:43576|issue:44556", - "issue:44393|issue:45753", - "issue:43525|issue:45850", - "issue:41669|issue:43673", - "issue:44556|issue:45092", - "issue:43572|issue:45850", - "issue:44492|issue:45850", - "issue:42371|issue:44492" + "issue:44315|issue:46209" ], - "prepared_review_unit_hash": "7202b7bf6c62a542675008cee8e049262de4edff9562be546b2645f8beac1c6e", + "prepared_review_unit_hash": "1f43ab0273228566f69f6329d1735bb2d4e4300df1580a8cde4868c8d58e66f6", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 37604, - "estimated_input_tokens": 9401, - "estimated_eval_tokens": 19058 + "soft_pair_count": 39, + "serialized_chars": 38764, + "estimated_input_tokens": 9691, + "estimated_eval_tokens": 19638 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are unrelated import/load regressions, model-specific bugs, API/docs drift, or performance issues. I would not merge any soft pair; the closest thing to a cluster umbrella is the broad v5 regression complaint, but it is too vague to be a strong duplicate anchor.", - "confidence": 0.63, - "canonical_issue_reason": "issue:45850 is the broadest umbrella ('Since 5.0 version it breaks too many models') and can loosely absorb several v5-regression reports, but it is vague and not a precise duplicate target.", + "summary": "No strong duplicate cluster here: the items are mostly unrelated Transformers issues that only share broad themes like v5 regressions, loading/import problems, or FP8/MoE work. I found no soft pair that looks like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44556 is the most representative broad user-facing regression report in this set, centered on v5 checkpoint/model reload breakage after upgrade.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best global issue only by breadth/currentness, not because it clearly matches a single concrete bug.", + "best_issue_reason": "issue:44556 best captures the cluster\u2019s dominant pattern of v5 loading regressions and is the broadest representative issue among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "Different problems: compiled Python file execution errors vs PretrainedConfig type-checking regression." + "reason": "Both are CI/test failures, but one is a missing set_seed flake and the other is a stale device-override test; different bugs and code paths." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "Docs referencing removed pipelines vs an unrelated issue titled 'racoon'." + "reason": "Test flakiness in Sam HQ vs broken auto_mappings references to removed configs; unrelated symptoms and fixes." }, { - "left": "issue:44355", - "right": "issue:44655", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Execution/import issue vs save_pretrained on Pipeline objects; different code paths." + "reason": "Both involve loading regressions in v5, but one is tokenizer loading and the other is checkpoint/model reload after upgrade; not the same concrete bug." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Liger Kernel/model_init bug vs DSA indexer/ReLU discussion; unrelated." + "reason": "OOM under int4 quantization is a memory/regression issue, while 44556 is a model reload failure; different failure modes." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Both are loading regressions, but one is tokenizer loading and the other is model loading for a specific Llama/Vision checkpoint." + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are separate feature gaps in different code paths." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "huggingface_hub import error vs transformers env command breakage; different components." + "reason": "One is about decorating cache/layer update with no_grad, the other about a dummy Conv2d in Sam3PixelDecoder; unrelated." }, { - "left": "issue:33453", - "right": "issue:36296", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Tokenizer loading regression vs tensor-parallel training bug; unrelated." + "reason": "Broken env CLI and AttentionInterface.register behavior change are different subsystems and different bugs." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "CLI env command issue vs PretrainedConfig typing regression." + "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "env command breakage vs Qwen2.5-VL import failure; not the same bug." + "reason": "Both are import errors, but for different missing symbols from different modules; not the same export regression." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Documentation confusion vs an ImportError for a removed symbol; different scope." + "reason": "Both touch Qwen3.5 MoE loading, but one is missing tensor-parallel plan metadata and the other is a from_pretrained regression; not one bug." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "'racoon' provides no evidence of a shared bug with Gemma4 audio positional encoding." + "reason": "Compiled Python file errors and a data-processing slowdown are unrelated." }, { - "left": "issue:43576", - "right": "issue:44938", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Both are v5-related, but one is a CLI command regression and the other is a Python 3.14 load failure." + "reason": "MLFlow reporting on training failure vs tokenizer loading regression; no shared underlying bug." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support; not the same fix." + "reason": "Cache update no_grad decoration and generation kwargs after sync_gpus are different code paths." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Two different top-level import errors for different symbols; too broad to be one concrete duplicate." + "reason": "Missing _tp_plan and missing deepstack_visual_indexes are different model/config issues." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "kwargs passthrough in RoFormer methods vs attention-interface implementation; related area but different underlying defects." + "reason": "Sentence Transformers loading hangs and documentation confusion about forward args are not the same bug." }, { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "GLM-5 RoPE implementation vs unrelated 'racoon' issue." + "reason": "Unexpected API requests with local_files_only and FP8 save_pretrained MoE are unrelated." }, { - "left": "issue:44908", + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 model-loading regressions, but they affect different model families and likely different root causes." + }, + { + "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug vs unrelated issue." + "reason": "A network-call bug and an unrelated placeholder issue title; no duplicate evidence." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "Liger Kernel/model_init application bug vs FP8 inference on B200; different code paths." + "reason": "MLFlow reporting failure vs tensor-parallel training bug are unrelated." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:42831", + "right": "issue:43874", "accept": false, - "reason": "Tensor-parallel training bug vs docs mismatch for TextClassificationPipeline return_all_scores." + "reason": "FP8 accuracy issues and a missing image-processor method AttributeError are different problems." }, { - "left": "issue:36296", - "right": "issue:43526", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "Tensor-parallel training bug vs BeitImageProcessorFast reduce_labels bug; unrelated." + "reason": "Compiled-file errors and PretrainedConfig type-checking regressions are unrelated." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Missing GenerationMixin cache during chunked_prefill vs a cache-strategy typo; not the same bug." + "reason": "Docs still referencing pipeline() after removals is unrelated to the other issue." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "Specific chat crash on Qwen3.5-35B vs a broad claim that v5 breaks many models." + "reason": "Compiled Python file errors and save_pretrained pipeline save failure are different bugs." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "Missing files in processor.save_pretrained vs a generic 'Bug report' with no matching concrete symptom." + "reason": "Liger Kernel not applied with model_init and a DSA indexer ReLU discussion are unrelated." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "Lazy loading malfunction vs undefined tf backend from tensorboard-only install; unrelated." + "reason": "Both are loading regressions, but for different models and different loading failures." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "General Qwen3-VL-Moe v5 bug vs missing _tp_plan for tensor parallelism; different concrete failures." + "reason": "ImportError for is_offline_mode and a broken env command are separate issues." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:33453", + "right": "issue:36296", "accept": false, - "reason": "FP8 inference support for Qwen3.5/Qwen3-VL vs DeepSeekV4 weight conversion question; unrelated." + "reason": "Tokenizer loading regression vs tensor parallel training bug; unrelated." }, { - "left": "issue:44393", + "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL 2D box output problem vs PretrainedConfig type-checking regression." + "reason": "Broken env CLI and PretrainedConfig type checking are different concerns." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "Lazy loading issue vs unsafe sys.modules access in modeling_utils; different bugs." + "reason": "Env command breakage and Qwen2_5_VL import failure are distinct issues." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "env command breakage vs checkpoint reload failure after upgrading versions; only loosely version-related." + "reason": "Documentation confusion about forward parameters and an ImportError for layer_type_validation are unrelated." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "Both are Qwen3-VL/Qwen3.5 vision issues, but one is bounding-box output and the other is an infinite loop on a specific image." + "reason": "No meaningful overlap; these are unrelated issue reports." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the broad v5 regression complaint." + "reason": "GLM-5 RoPE implementation discussion and an unrelated title do not match." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Removal of import * usage for performance vs missing cache in chunked_prefill; unrelated." + "reason": "Both involve FP8/MoE, but one is save_pretrained support and the other is inference support; not the same concrete fix." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "Different upgrade failures: generic checkpoint reload regression vs InternVL2 remote-code/meta-init incompatibility." + "reason": "Kwargs propagation in RoFormer methods and attention-interface usage in RoFormer attention are related at a high level but not clearly the same bug or mergeable into one PR." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "StableLmConfig pad_token_idx regression vs vague 'v5 breaks too many models' complaint." + "reason": "Different missing import symbols from different modules; same broad class only." }, { - "left": "issue:44492", - "right": "issue:45850", + "left": "issue:44908", + "right": "issue:44961", "accept": false, - "reason": "A typo in cache-strategy docs/code path is not the same as a broad v5 model-breakage report." + "reason": "Scheduler kwargs handling vs an unrelated issue title; no duplicate evidence." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and pipeline docs mentioning return_all_scores are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "TF32 behavior API migration vs cache-strategy typo; unrelated." + "reason": "Model_init/Liger Kernel application and FP8 inference on B200 are different bugs in different areas." } ] }, @@ -16021,64 +15956,81 @@ "component_index": 1, "component_count": 19, "review_unit_index": 51, - "review_unit_count": 52, + "review_unit_count": 53, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", + "cluster_id": "cluster-10000-447", "nodes": [ - "issue:31515", "issue:31795", "issue:33453", - "issue:34689", + "issue:36296", "issue:41669", "issue:42371", "issue:42890", - "issue:43298", "issue:43352", "issue:43408", - "issue:43502", - "issue:43519", + "issue:43525", + "issue:43526", + "issue:43572", "issue:43576", - "issue:43606", - "issue:43704", + "issue:43673", "issue:43827", "issue:43976", + "issue:44038", "issue:44077", + "issue:44230", "issue:44246", - "issue:44263", "issue:44273", "issue:44295", "issue:44297", "issue:44315", "issue:44351", - "issue:44360", "issue:44393", - "issue:44485", "issue:44492", + "issue:44556", "issue:44623", "issue:44655", "issue:44704", "issue:44829", "issue:44861", "issue:44908", + "issue:45003", "issue:45071", + "issue:45092", + "issue:45125", "issue:45230", "issue:45278", - "issue:45310", "issue:45341", - "issue:45468", + "issue:45362", "issue:45478", + "issue:45542", + "issue:45753", "issue:45850", - "issue:46018", "issue:46095", - "issue:46172", "issue:46218", "issue:46328" ], "soft_pairs": [ + "issue:36296|issue:43526", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44230|issue:46095", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", "issue:45278|issue:45850", "issue:41669|issue:46218", "issue:42890|issue:44908", @@ -16086,8 +16038,8 @@ "issue:44246|issue:44273", "issue:44297|issue:45230", "issue:43352|issue:44393", - "issue:44704|issue:44908", "issue:44295|issue:45230", + "issue:44704|issue:44908", "issue:43576|issue:44908", "issue:43976|issue:44393", "issue:44908|issue:45071", @@ -16102,626 +16054,790 @@ "issue:31795|issue:33453", "issue:44315|issue:44829", "issue:43576|issue:44273", - "issue:44655|issue:44861", - "issue:44360|issue:45468", - "issue:45230|issue:45310", - "issue:44273|issue:44908", - "issue:43576|issue:46218", - "issue:46018|issue:46172", - "issue:43519|issue:44485", - "issue:43519|issue:44908", - "issue:41669|issue:43704", - "issue:31795|issue:34689", - "issue:31515|issue:31795", - "issue:44485|issue:45468", - "issue:43704|issue:44485", - "issue:43298|issue:46095", - "issue:45850|issue:46218", - "issue:43502|issue:43519", - "issue:42371|issue:43704", - "issue:43519|issue:44623", - "issue:43519|issue:43704", - "issue:43606|issue:45468", - "issue:44263|issue:45468" + "issue:44655|issue:44861" ], - "prepared_review_unit_hash": "8a6df0382286812d3da5604b26b9fe74efec21485f8ac6646c7660026eae0dd8", + "prepared_review_unit_hash": "dc230821d4727b7d599488f9483925b7d8532ea976057125d87ba0d6c4c1743f", "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 44, - "serialized_chars": 40181, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "soft_pair_count": 41, + "serialized_chars": 39433, + "estimated_input_tokens": 9859, + "estimated_eval_tokens": 19974 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are unrelated model-specific bugs, docs issues, or import/performance regressions. The only loose common theme is Transformers v5/v5.4+ breakage, but the soft pairs still do not describe the same concrete bug/change, so none should be merged as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45278 is the most concrete and representative report of the broader upgrade-breakage theme: a specific version jump (4.57.0 -> 5.5.0) causing import/model-loading failures. It is clearer and more actionable than the broader complaints.", + "summary": "This cluster is mostly a loose grab bag of unrelated Transformers issues, many around v5 regressions, imports, caching, or model-specific bugs. None of the soft pairs look like the same concrete underlying bug or change, so all should be rejected. If one issue must act as an umbrella, 45850 is the broadest, but it is too generic to be a strong canonical duplicate target.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the many v5 breakage reports, but it is still too vague to represent a single concrete bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best anchor for this cluster because it states a specific regression with a reproducible upgrade path, while the rest of the items are largely unrelated or too vague to serve as a canonical duplicate target.", + "best_issue_reason": "45850 is the most general cluster anchor, covering broad v5 regression complaints better than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Different problems: tensor-parallel training vs BEiT fast processor label handling." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache-missing during chunked prefill is unrelated to a typo in cache strategy docs/code." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash vs a broad complaint about many models breaking; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Concrete processor save bug vs an unspecified generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failure and TensorFlow/tensorboard backend error are different code paths." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3 MOE, but one is a general bug and the other is missing tensor-parallel plan support." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request is unrelated to a DeepSeek weight-conversion question." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output errors are unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading complaints and unsafe sys.modules access are related only at a very broad import level." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken `transformers env` command is not the same as checkpoint reload failures after upgrade." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is bbox output failure and the other is an infinite loop on a specific image." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import * performance regression is not the same as missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not a general v5 breakage umbrella." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Checkpoint reload incompatibility and remote-code meta-init incompatibility are different failure modes." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad token field regression is a specific model config issue, not the same as broad v5 breakage." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same underlying problem as a broad v5 regression report." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated." + }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both mention broad breakage after v5, but one is a specific import/model-loading regression and the other is a vague general complaint; not the same underlying bug." + "reason": "Both are broad upgrade regressions, but one is import errors and the other is generic model breakage; too vague to merge." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-time slowdown from removing import * is unrelated to a specific inability to import Qwen3_5ForCausalLM." + "reason": "Import-time slowdown from import * is not the same as failing to import a specific model class." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "One is flaky SAM HQ integration tests due to missing set_seed; the other is an inverse_sqrt scheduler kwargs bug." + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "A model-type mismatch warning for sam3_video/sam3_tracker is unrelated to Liger Kernel not applying under model_init." + "reason": "Model-type mismatch warning is unrelated to Liger Kernel not being applied with `model_init`." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both touch import behavior, but one is import latency and the other is lazy loading correctness; different concrete failures." + "reason": "Import-time slowdown and lazy loading correctness are different issues." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "A tokenizer_class mismatch in save_pretrained is unrelated to an unspecified generic bug report." + "reason": "Tokenizer class mismatch on save is a specific serialization bug, not a generic bug report." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2.0 support for Nemotron is unrelated to Qwen3-VL 2D bounding box output errors." + "reason": "Flash Attention 2 unsupported for Nemotron is unrelated to Qwen3-VL bbox hallucinations/errors." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are separate code paths with different bugs." + "reason": "position_ids buffer access error is a concrete runtime bug, not an unspecified report." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "position_ids buffer reading error is unrelated to a generic bug report." + "reason": "Missing kwargs to cached_file and scheduler kwargs loss are different APIs and code paths." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "The transformers env CLI bug is unrelated to scheduler kwargs handling." + "reason": "`transformers env` breakage is unrelated to scheduler argument handling." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility breakage is unrelated to Qwen3-VL bounding-box hallucination/output issues." + "reason": "Python version compatibility regression is unrelated to Qwen3-VL output errors." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs propagation and PretrainedConfig type checking are different regressions." + "reason": "Scheduler kwargs bug and PretrainedConfig type-checking breakage are unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import * performance regression is unrelated to the HybridCache import failure." + "reason": "Import * slowdown is not the same as a missing top-level HybridCache export." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad inefficiency are unrelated." + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance issue are different defects." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import * performance work is unrelated to a testing_utils bug." + "reason": "Import performance regression is unrelated to a testing_utils bug." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python compatibility breakage is not the same as the broad 'many models break' complaint." + "reason": "Python support regression is not the same as generic v5 model breakage." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "These are different model-specific bugs: Qwen3-VL bbox output vs Qwen3.5 MoE from_pretrained regression." + "reason": "Different Qwen3.5 failures: bbox output errors vs from_pretrained error on MOE." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy for patchtsmixer is unrelated to an AttributeError in _get_tied_weight_keys." + "reason": "Optional post_init policy and tied-weight-key AttributeError are different model/config internals." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python version support and a specific model import failure are unrelated." + "reason": "Python compatibility and missing model import are unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() after v5 removals is unrelated to inverse_sqrt scheduler kwargs." + "reason": "Docs still mentioning pipeline() and scheduler kwargs loss are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion for forward inputs is unrelated to tokenizer loading regression." + "reason": "Documentation confusion for forward args is unrelated to tokenizer loading regression." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applying under model_init and flash_attention_3 degenerate training are different issues." + "reason": "Liger Kernel application under `model_init` and flash_attention_3 training degeneration are different issues." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "A broken env command and broken lazy loading are different features and failure modes." + "reason": "Broken env command and lazy loading malfunction are not the same bug." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weight-key list crash 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": 19, + "review_unit_index": 52, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:45230|issue:45310", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44861|issue:45290", + "issue:44556|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031" + ], + "prepared_review_unit_hash": "6bcd7392b6ab2a1f94f209e15c79d8c8a918a94b731d86000e9bc5d4eb668e53", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39344, + "estimated_input_tokens": 9836, + "estimated_eval_tokens": 19928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: mostly unrelated bug reports spanning model loading, tokenizers, processors, training, and tooling. None of the soft pairs look like the same concrete underlying issue, so I would not merge any of them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "No clear canonical duplicate target exists because the items are mostly unrelated and describe different failure modes across different subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the most concrete and actionable standalone bug report here: it names a specific version regression and a specific model loading failure path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45230", + "right": "issue:45310", "accept": false, - "reason": "Saving Pipeline objects missing files is unrelated to _get_tied_weight_keys crashing on a list." + "reason": "Both are bug reports, but one is generic and the other is a specific Qwen3.5 MoE from_pretrained regression; not the same bug." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "A discussion about the DSA indexer lacking ReLU is unrelated to Gemma-4 audio positional encoding." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error do not describe the same bug." + "reason": "Different model areas and different symptoms; no shared code-path evidence." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading problems and scheduler kwargs propagation are unrelated." + "reason": "Lazy loading vs scheduler kwargs are unrelated subsystems." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "The env CLI issue and the Qwen3_5ForCausalLM import failure are unrelated." + "reason": "CLI/env command breakage and a model import failure are different issues." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 shared-expert gating and a weight-transpose bug are different model internals." + "reason": "DeepSeek gating logic and a tensor transpose/dtype bug are not the same change." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model/processor bugs." + "reason": "Qwen3VL timestamp math and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation in Qwen3VL is unrelated to scheduler kwargs handling." + "reason": "Processor timestamp calculation and scheduler kwargs handling are different code paths." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import performance regressions are unrelated to VRAM leakage with multiple dataloader threads." + "reason": "Import-star cleanup and a VRAM leak in dataloader threads are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Forward-signature docs confusion is unrelated to Llama 3.2 Vision model loading breakage." + "reason": "Documentation confusion and a tokenizer/model loading regression are different problems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow checkpoint loading and confusing forward docs are unrelated issues." + "reason": "Checkpoint load performance and forward-doc confusion are not the same issue." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are distinct model-specific code paths." + "reason": "Distinct models and distinct implementation bugs." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE implementation." + "reason": "VRAM leak in multi-threaded use and RoPE implementation are unrelated." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching support for audio models is unrelated to a question about DeepSeek-V4 weight conversion." + "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are different requests." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad 'many models break' complaint is not the same bug as a specific Qwen3_5ForCausalLM import failure." + "reason": "Broad v5 breakage report and a specific Qwen3.5 import error are not the same concrete bug." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only still making API requests is unrelated to timestamp calculation in Qwen3VL." + "reason": "Local-files-only network requests and timestamp calculation are unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 configuration guidance is unrelated to a VRAM leak in Qwen3ForCausalLM." + "reason": "TF32 settings guidance and a VRAM leak have no shared code-path." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Qwen3VL timestamp math and processor.save_pretrained missing files are different processor bugs." + "reason": "Processor timestamp math and missing save_pretrained files are different processor bugs." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation and VRAM leakage are unrelated issues." + "reason": "Timestamp computation and memory leakage are unrelated." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to Gemma-4 audio positional encoding." + "reason": "CPU offload device mismatch and audio positional encoding are different bugs." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split return values are unrelated to Gemma-4 audio positional encoding." - } - ] - }, - "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": 19, - "review_unit_index": 52, - "review_unit_count": 52, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-445", - "nodes": [ - "issue:30333", - "issue:31515", - "issue:33453", - "issue:36296", - "issue:37934", - "issue:38617", - "issue:42913", - "issue:42936", - "issue:43066", - "issue:43240", - "issue:43298", - "issue:43352", - "issue:43525", - "issue:43572", - "issue:43618", - "issue:43668", - "issue:43717", - "issue:43813", - "issue:44031", - "issue:44230", - "issue:44261", - "issue:44351", - "issue:44492", - "issue:44623", - "issue:44861", - "issue:44908", - "issue:44938", - "issue:44998", - "issue:45290", - "issue:45310", - "issue:45468", - "issue:45850", - "issue:46018", - "issue:46144", - "issue:46218" - ], - "soft_pairs": [ - "issue:44261|issue:45468", - "issue:44351|issue:46218", - "issue:43352|issue:46218", - "issue:42913|issue:43066", - "issue:44908|issue:44998", - "issue:44492|issue:44998", - "issue:43618|issue:44998", - "issue:44998|issue:45850", - "issue:44861|issue:45290", - "issue:44938|issue:44998", - "issue:43525|issue:44861", - "issue:43572|issue:44861", - "issue:31515|issue:38617", - "issue:44230|issue:44623", - "issue:30333|issue:31515", - "issue:31515|issue:36296", - "issue:44230|issue:45310", - "issue:31515|issue:33453", - "issue:43298|issue:44230", - "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:43240|issue:43668", - "issue:43668|issue:43813", - "issue:37934|issue:43668", - "issue:42936|issue:43668" - ], - "prepared_review_unit_hash": "1825ff87759d8ecf87e560bb02b7698ec5d45ab79bbc4072b94ea2434c452458", - "component_budget": { - "node_count": 445, - "item_count": 445, - "soft_pair_count": 1647, - "serialized_chars": 852348, - "estimated_input_tokens": 213087, - "estimated_eval_tokens": 426430 - }, - "budget": { - "node_count": 35, - "item_count": 35, - "soft_pair_count": 31, - "serialized_chars": 28696, - "estimated_input_tokens": 7174, - "estimated_eval_tokens": 14604 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This is a heterogeneous cluster of mostly unrelated Transformers issues (tokenizer regressions, model config mistakes, import/load failures, and assorted model-specific bugs). I don\u2019t see any soft pair that clearly describes the same concrete underlying bug or change, so I would keep them separate.", - "confidence": 0.78, - "canonical_issue_reason": "Issue #44261 is the clearest, most actionable bug report in the set: it names a specific model path (MLA q_a_layernorm), a likely root cause (missing config.rms_norm_eps), and a concrete failure mode (precision error).", - "canonical_pr_reason": null, - "best_issue_reason": "#44261 is the strongest anchor issue because it is specific, technically grounded, and likely to map cleanly to a single fix or regression.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "torch.split indexing behavior and audio positional encoding do not match." + }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Both are model-specific, but they involve different models and different missing config/encoding problems; not the same bug." + "reason": "MLA layernorm epsilon precision and audio positional encoding are unrelated." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import failures, but for different symbols/modules and different code paths." + "reason": "Both are import errors, but for different symbols/modules and different root causes." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support for Nemotron is unrelated to the Qwen3_5 import error." + "reason": "FA2 unsupported for NemotronH and a missing Qwen3_5 module are different failures." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5 changes, but one is a broad behavior regression and the other is a specific decoder-type mismatch." + "reason": "Both concern tokenizer v5 behavior, but one is a general behavior difference and the other is a decoder type issue; not enough to call them the same bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the unrelatedly titled #44998." + "reason": "Scheduler kwargs bug and an unrelated placeholder issue title are not duplicates." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A cache-strategy typo is not the same as #44998." + "reason": "Cache-strategy typo and unrelated placeholder issue are not the same." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to #44998." + "reason": "CLIPOutput attentions regression and unrelated placeholder issue are not duplicates." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "A vague \u201cbreaks too many models\u201d complaint does not identify the same bug as #44998." + "reason": "Placeholder issue title and broad v5 breakage report are not the same concrete issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Different crashes in different functions: tied-weight key handling vs chat-template/tool-call parsing." + "reason": "Tied-weight-key AttributeError and chat-template tool-call crash are different code paths." }, { - "left": "issue:44938", + "left": "issue:44556", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 import/load failure is unrelated to #44998." + "reason": "Checkpoint reload regression and unrelated placeholder issue are not duplicates." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is a config API issue, not the tied-weights AttributeError." + "reason": "Missing pad_token_id and tied-weight-key list handling are unrelated model/config bugs." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx on StableLmConfig is a different config regression." + "reason": "Missing pad_token_idx and tied-weight-key AttributeError are different problems." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and an ImportError for layer_type_validation are different problems." + "reason": "Slow checkpoint loading and an import error from configuration_utils are not the same bug." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support and missing processor save files are unrelated." + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE and missing processor save files are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to checkpoint load slowness." + "reason": "MLFlow reporting on failed training jobs and slow from_pretrained checkpoint loading are different issues." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading performance and tensor-parallel training bug are different code paths." + "reason": "Checkpoint loading speed and tensor-parallel training behavior are unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request is unrelated to the Qwen3.5 from_pretrained error." - }, - { - "left": "issue:31515", - "right": "issue:33453", - "accept": false, - "reason": "Tokenizer loading regression is not the same as slow checkpoint loading." - }, - { - "left": "issue:43298", - "right": "issue:44230", - "accept": false, - "reason": "Continuous batching for audio models is unrelated to FP8 Qwen3-VL/Qwen3.5 support." + "reason": "Both mention Qwen3.5/MoE, but one is FP8 inference support and the other is a from_pretrained regression; different concrete problems." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention interface usage are separate architecture issues." + "reason": "Mamba init_weights behavior and RoFormer attention interface usage are unrelated." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + "reason": "Mask2Former ignore_value handling and DeepSeek shared-expert gating are different model bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A type-hint bug in ModernBERTConfig is not the same as tokenizer regex warnings." - }, + "reason": "Incorrect type hint and regex warning spam 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": 19, + "review_unit_index": 53, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "a28ca2ee7048e446ccf98df4895af43e0459a4cd4418401a9b5c1e289977df85", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 6638, + "estimated_input_tokens": 1660, + "estimated_eval_tokens": 3576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks like a false positive: the issues span unrelated models and bug types (norm layer question, missing ignore_value usage, kwargs plumbing, type hint, typo, tokenizer warning, and RoFormer attention interface). None of the soft pairs appear to describe the same underlying bug or fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value usage and loss-function kwargs passing are different bugs." + "reason": "Different components and failure modes: Mask2Former ignore_value handling vs loss-function kwargs propagation." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs propagation and RoFormer attention-interface usage are unrelated." + "reason": "General kwargs plumbing bug is unrelated to RoFormer attention not using the attention interface." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Different models and different failure modes; no shared underlying bug." + "reason": "Mask2Former loss argument usage is unrelated to tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Repeated pair: still unrelated model-specific issues." + "reason": "Different models and code paths; no shared underlying bug." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value bug is unrelated to the quantization-operation typo." + "reason": "Mask2Former loss handling is unrelated to a typo in a quantization attribute name." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs propagation and ModernBERT norm_eps typing are unrelated." + "reason": "Passing kwargs to a loss function is unrelated to an incorrect type hint in ModernBERTConfig." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Type-hint correction and a typo in quantization code are not the same bug." + "reason": "A type-hint issue and a typo issue are distinct, with no evidence they affect the same code path." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4 RMS norm question is unrelated to ModernBERTConfig type hints." + "reason": "Both mention norm-related terms, but one is about Llama4TextL2Norm behavior and the other about a ModernBERTConfig type hint." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value regression is unrelated to ModernBERTConfig typing." + "reason": "Different subsystems and bug classes; no plausible duplicate relationship." } ] }, @@ -16754,52 +16870,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "b725261b1a1533444c3043973ae44ff5396dc27450e5cff0d858c4f3d4b28818", + "prepared_review_unit_hash": "0cb08786b6f7da8efbfbe946b0f81df138208477e71b5fa455c398d8c1fccc66", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three are unrelated feature requests across different subsystems, so this is not a duplicate cluster.", - "confidence": 0.99, - "canonical_issue_reason": "No canonical issue: the titles describe unrelated topics (tokenizer truncation direction, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word timestamps).", + "summary": "These three issues are not duplicates; they cover unrelated topics: tokenizer truncation behavior, ReduceLROnPlateau-like scheduler functionality, and Wav2Vec2 word timestamp extraction.", + "confidence": 0.96, + "canonical_issue_reason": "#10519 is the most concrete and self-contained request in the set, centered on a specific truncation behavior change; the other two are unrelated topics.", "canonical_pr_reason": null, - "best_issue_reason": "No good global representative; if one must be picked, 10519 is the most concrete and discussion-heavy, but it is not related to the other two.", + "best_issue_reason": "#10519 is the best standalone representative because it describes a clear, actionable feature request with a specific code-path implication.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Tokenizer truncation options and Wav2Vec2 timestamp extraction are unrelated problems; no shared code-path or same underlying bug." + "reason": "Only a superficial overlap on 'beginning/end'; one is about tokenizer truncation direction, the other about audio word time offsets in Wav2Vec2." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "A truncation-direction request and a learning-rate scheduler feature request are different subsystems and different changes." + "reason": "Different functionality and subsystem entirely: truncation options versus ReduceLROnPlateau-like scheduling." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "LR scheduler functionality and speech word-offset timestamps are unrelated feature requests, not the same underlying issue." + "reason": "No shared bug or change; scheduler behavior is unrelated to Wav2Vec2 timestamp extraction." } ] }, @@ -16831,12 +16947,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "afd92f6e4767abff96dd731eb5f8d15d1391d4d2167ff0092c0f5a3831d8572a", + "prepared_review_unit_hash": "2b09c12164fee42b55afda30126f7f0250d339e9ce26ce3fa927909599d2ba12", "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 }, @@ -16844,7 +16960,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -16853,24 +16969,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No duplicate cluster here: one issue is about Tapas tokenization mismatching TensorFlow, one is about an unhelpful auth/download error for private models, and one is about failing to load bert-base-uncased. They describe different failure modes and code paths.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #16618 is the most concrete and broadly representative user-facing failure in the set, but it is still distinct from the other two issues.", + "summary": "These issues are not duplicates. They cover three different problems: Tapas tokenization mismatch, private-model download/auth error messaging, and a model-loading failure for bert-base-uncased. The shared wording is only superficial.", + "confidence": 0.96, + "canonical_issue_reason": "None of the issues forms a clear duplicate hub for the others; if forced to pick one, #16618 is the broadest/generalized model-loading report, but it is not actually the same bug as the others.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the strongest standalone issue because it reports a specific, reproducible model-loading failure and is the most actionable of the three.", + "best_issue_reason": "#16618 is the most general user-facing failure report in the set, but it still describes a different underlying issue than the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization mismatch for Tapas vs TensorFlow is a different bug than failing to load bert-base-uncased; they involve different models and different code paths." + "reason": "Tapas tokenization differences versus TensorFlow code are unrelated to a bert-base-uncased loading failure; different code paths and bug types." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model login/download messaging is an authentication/error-reporting problem, while #16618 is a model loading failure for a public model; not the same underlying issue." + "reason": "Private-model download/auth error messaging is a different problem from failing to load bert-base-uncased; same broad area, but not the same bug." } ] }, @@ -16900,12 +17016,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "5bee5a090199694aaa5eeda011c8b41ce550dd980c906c94154a23028984189f", + "prepared_review_unit_hash": "18b96decdc1cf4e5a0a10ce0e7c2dd0cff1fff88ae5c6cdb730df64c45a8483d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -16913,7 +17029,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -16922,18 +17038,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different community feature requests: one for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They share a broad \u201cmore architectures\u201d theme but not the same underlying change or code path, so this cluster does not look like a duplicate set.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue: the requests target different features/backends (Flash Attention 2 vs GGUF) and would require separate work.", + "summary": "These are two separate community feature-request issues about different capabilities (Flash Attention 2 vs GGUF). They share broad wording about supporting more architectures, but they do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue subsumes the other; if a representative must be chosen, issue 26350 is slightly broader in framing, but it is not a true canonical for the pair.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests with different underlying implementations and architecture support goals; they are not the same bug or change." + "reason": "Both are broad community contribution requests, but one is for Flash Attention 2 support and the other is for GGUF support; they concern different features and code paths, so they are not duplicates." } ] }, @@ -16963,7 +17079,7 @@ "soft_pairs": [ "issue:26413|issue:31501" ], - "prepared_review_unit_hash": "a1dc0bc1d5843d528e1d7149f19ba84013ea5587a1539cdb4e44585ff40f4cae", + "prepared_review_unit_hash": "b2e3fa47d5e8f351944d829177584b39ddb03cda5a5f0b199b0473f5735bbd50", "component_budget": { "node_count": 2, "item_count": 2, @@ -16985,18 +17101,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates. #26413 reports a specific failure in `resume_from_checkpoint` when the epoch iterator is empty, while #31501 is a broader report that FineWeb SLM training does not start and does not clearly point to the same code path.", - "confidence": 0.84, - "canonical_issue_reason": "#26413 is the more concrete, narrowly scoped bug report with a clear failure message and reproduction context.", + "summary": "These two issues are only loosely similar. One reports a specific `resume_from_checkpoint` failure with a concrete exception, while the other is a broad \"training doesn't start\" symptom for FineWeb SLM training. There isn\u2019t enough evidence they describe the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "issue:26413 is the more canonical issue because it names a precise failure mode and error message, making it a better anchor for the underlying bug than the broader training-startup complaint in issue:31501.", "canonical_pr_reason": null, - "best_issue_reason": "#26413 is the best representative for the cluster because it describes a precise, actionable runtime bug rather than a broad symptom report.", + "best_issue_reason": "issue:26413 is the best representative of the cluster because it is the most specific, actionable description of the problem; issue:31501 is too generic to serve as a reliable dedupe target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "The titles and implied failure modes differ: one is a checkpoint-resume/epoch-iterator crash, the other is a general training startup problem. There is not enough evidence that they are the same underlying bug." + "reason": "Both are training-related, but one is a specific checkpoint-resume exception and the other is a vague startup failure. They do not clearly look like the same underlying bug." } ] }, @@ -17055,184 +17171,172 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "e4ed0bfce7fe02e9e62b71c13125a6a1e463391609ecdbf300ad2b4c8dff6a3a", + "prepared_review_unit_hash": "a76745bcf716dddc497d26d5262b2249cf7194675bacb171484da5e8e78d88c1", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13524, - "estimated_input_tokens": 3381, - "estimated_eval_tokens": 7018 + "serialized_chars": 13527, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13524, - "estimated_input_tokens": 3381, - "estimated_eval_tokens": 7018 + "serialized_chars": 13527, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly recurring i18n docs-translation requests, not true duplicates across different languages. Only the two identical Thai-titled issues look like a real duplicate pair.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43834 is the oldest of the repeated generic i18n template entries and is the cleanest representative of the placeholder-style issues.", + "summary": "This cluster is mostly a set of separate i18n translation requests for different languages. The only strong duplicate-looking subsets are the identical placeholder-title issues ([i18n-]...) and the identical Thai-titled pair; the language-specific issues should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "If a representative is needed, issue:43834 is the best canonical for the identical placeholder-title subgroup because it is the earliest of the near-exact matches; it does not subsume the language-specific translation requests.", "canonical_pr_reason": null, - "best_issue_reason": "issue:38435 has a concrete language-specific title (Romanian), making it the most informative representative of the actual translation-request pattern.", + "best_issue_reason": "issue:43834 is the best overall issue representative because it matches the identical placeholder-title subgroup and is the clearest canonical anchor among the issue-like duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different translation request contexts; same broad docs-i18n theme is not enough to merge." + "reason": "Different translation request context; the similarity is only from the shared i18n template." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different translation request contexts; not the same underlying issue." + "reason": "Turkish vs generic placeholder template; not the same underlying request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Different language/request context; only broad template similarity is shared." + "reason": "Turkish translation issue vs a generic placeholder issue; too broad to merge." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Turkish vs Romanian translation requests are distinct issues." + "reason": "Different languages (Turkish vs Romanian), so these are separate translation issues." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish vs Spanish translation requests are distinct issues." + "reason": "Different languages (Turkish vs Spanish); same theme, different issue." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Same docs-translation theme, but no evidence they are the same request." + "reason": "Spanish translation request vs generic placeholder template; not the same concrete issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Same generic i18n template pattern, but likely different language requests." + "reason": "Spanish translation issue and a generic placeholder issue are not the same request." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish vs Romanian translation requests are distinct issues." + "reason": "Spanish vs Romanian translation requests are distinct." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Same generic template, but not enough to treat as duplicates." + "reason": "Spanish translation request vs generic placeholder template; no direct duplicate evidence." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request and generic placeholder issue are not clearly the same report." + "reason": "Romanian translation request vs generic placeholder issue; different underlying targets." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request and generic placeholder issue are not clearly duplicates." + "reason": "Romanian translation request vs generic placeholder issue; not a same-target duplicate." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian request is a concrete issue; the placeholder title is too generic to merge safely." + "reason": "Romanian translation issue and a generic placeholder issue are not the same underlying request." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different language/request context; not the same underlying issue." + "reason": "Different issue content; the Romanian translation request is unrelated to the Thai-titled item." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different language/request context; not the same underlying issue." + "reason": "Different issue content; the Romanian translation request is unrelated to the Thai-titled item." }, { "left": "issue:43834", "right": "issue:44370", - "accept": false, - "reason": "Identical placeholder titles are not enough; they may still be different language requests." + "accept": true, + "reason": "Same generic placeholder title/body pattern; these look like the same issue repeated." }, { "left": "issue:43834", "right": "issue:44365", - "accept": false, - "reason": "Same generic title template, but no proof they describe the same request." - }, - { - "left": "issue:43834", - "right": "issue:46222", - "accept": false, - "reason": "Placeholder-template issue vs Thai request; not the same underlying issue." - }, - { - "left": "issue:43834", - "right": "issue:46226", - "accept": false, - "reason": "Placeholder-template issue vs Thai request; not the same underlying issue." + "accept": true, + "reason": "Same placeholder-title translation issue; no meaningful difference in the visible content." }, { "left": "issue:44365", "right": "issue:44370", - "accept": false, - "reason": "Same placeholder title, but still likely separate language-specific translation requests." + "accept": true, + "reason": "Near-identical placeholder-title issues with the same underlying template text." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Placeholder-template issue vs Thai request; not the same underlying issue." + "reason": "Placeholder translation template vs a different Thai-titled issue; not clearly the same request." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Placeholder-template issue vs Thai request; not the same underlying issue." + "reason": "Placeholder translation template vs a different Thai-titled issue; not clearly the same request." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Placeholder-template issue vs Thai request; not the same underlying issue." + "reason": "Different visible issue text; similarity is generic, not evidence of the same request." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Placeholder-template issue vs Thai request; not the same underlying issue." + "reason": "Different visible issue text; similarity is generic, not evidence of the same request." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact same Thai-titled issue with matching content signal; this looks like a true duplicate." + "reason": "These two are effectively identical in title and length, so they look like the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: it distinguishes the concrete language-specific issues from the repeated placeholder-template issues, and the only accepted duplicate pair is the identical Thai-titled pair, which is the most conservative choice given the evidence. No pairwise verdict appears overstated." + "feedback": "The summary stays within the packet evidence: it distinguishes the exact-title placeholder subgroup and the exact Thai-titled pair, and it avoids overclaiming duplicates for the language-tagged issues. The soft-edge rejections are conservative given the available titles/body sizes and only soft-similarity evidence." }, "evaluator_used": true, "retried": false, @@ -17308,12 +17412,12 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "c60054b9084af5b0b79c379b5829f610623297c694e6ba575b8703353f327a65", + "prepared_review_unit_hash": "8b3842ffed9ab7b4f0fec520791a061805a90878142cbb1875329640ee2584c0", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21660, + "serialized_chars": 21659, "estimated_input_tokens": 5415, "estimated_eval_tokens": 11086 }, @@ -17321,7 +17425,7 @@ "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21660, + "serialized_chars": 21659, "estimated_input_tokens": 5415, "estimated_eval_tokens": 11086 }, @@ -17330,228 +17434,222 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly distinct model-request issues, not true duplicates. They share the broad theme of adding model support, but each targets a different architecture/model family and would not be merged into one canonical request.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These are broadly similar model-request issues, but they are not duplicates: each asks to add a different model or modality (text, audio, ASR/TTS, OCR, vision-language, detector, sparse transformer).", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the cluster spans distinct model additions and not one underlying bug/change.", "canonical_pr_reason": null, - "best_issue_reason": "No strong canonical issue among these; the closest broad umbrella is issue:42738, but it is too generic to represent the many different model-specific requests safely.", + "best_issue_reason": "No single issue is a strong global representative for duplicate triage because the requests target different models and code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different requested models (EuroBert vs DEIMv2); same broad feature area, but not the same underlying change." + "reason": "Different model families (EuroBERT vs DEIMv2); only the generic 'add model' intent overlaps." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support and Qwen3-TTS support are unrelated model families and code paths." + "reason": "EuroBERT text-model support request vs Qwen3-TTS audio support; unrelated code paths." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config and RF-DETR are separate model additions with no evidence of the same implementation." + "reason": "EuroBERT config addition and RF-DETR model addition are separate model integrations." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different vision model requests, not duplicate fixes." + "reason": "RF-DETR detector vs DEIMv2; same broad subsystem, but not the same model or change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio 1.5B target different modalities and model internals." + "reason": "Object detection model request vs LFM2.5 Audio; different modality and implementation." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and the weight-sparse transformer request are unrelated architectures." + "reason": "RF-DETR integration is not the same as adding a sparse transformer architecture." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different model-support changes." + "reason": "Detector model request vs Qwen3-ASR support; different target models and paths." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are distinct model families and implementation tasks." + "reason": "RF-DETR and Qwen3-TTS are unrelated additions despite similar request phrasing." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated additions." + "reason": "NeoBERT text-model addition and Qwen3-ASR audio support are different changes." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and sparse-transformer support do not describe the same underlying code change." + "reason": "NeoBERT integration is not the same concrete change as sparse-transformer support." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio 1.5B are different model requests." + "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are separate models; broad similarity is not enough." + "reason": "RF-DETR and NeoBERT are separate model additions with different implementations." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different BERT-style model additions, not one concrete duplicate." + "reason": "NeoBERT and ModernVBERT are different model families; similar naming is not enough." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different requests." + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; different model and modality." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and weight-sparse transformer support are not the same model or code path." + "reason": "MiniCPM3 and circuit-sparsity are different additions, not one fixable PR." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate architecture requests." + "reason": "MiniCPM3 vs ModernVBERT are separate model requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are different multimodal model additions." + "reason": "MiniCPM3 support and Voxtral TTS support target different code paths and modalities." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model-support issues." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model integrations." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR are different additions." + "reason": "ModernVBERT and Qwen3-ASR are different models and features." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are distinct model requests." + "reason": "ModernVBERT and Qwen3-TTS are not the same underlying change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and generic BERT-like RoPE support overlap only broadly; not the same underlying change." + "reason": "ModernVBERT and generic BERT-like RoPE support overlap conceptually, but not as one concrete duplicate change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support is a generic architectural request, while Voxtral TTS is a specific model integration." + "reason": "BERT-like RoPE support is a text-architecture change, not Voxtral TTS support." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by family name only; they are separate concrete model integrations." + "reason": "TTS vs ASR are related only by family name; they are distinct model/support requests." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different models, not duplicates." + "reason": "Qwen3-TTS and Voxtral TTS are different models and likely different implementations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities and implementations." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and the sparse-transformer request are unrelated." + "reason": "Audio TTS support and sparse-transformer support are different code-path changes." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are distinct audio-model support requests." + "reason": "Qwen3-TTS and LFM2.5 Audio are both audio-related but not the same model or PR." }, { "left": "issue:43837", - "right": "issue:43909", + "right": "issue:44205", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio models with different code paths." + "reason": "Qwen3-ASR and SAM3-LiteText are different model requests." }, { - "left": "issue:43837", + "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model families and tasks." + "reason": "Sparse-transformer support and EUPE encoder support are different architecture additions." }, { "left": "issue:43837", - "right": "issue:44121", - "accept": false, - "reason": "Qwen3-ASR and sparse transformer support are not the same change." - }, - { - "left": "issue:43909", - "right": "issue:44205", + "right": "issue:45322", "accept": false, - "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model integrations." + "reason": "ASR support and EUPE vision-language encoder support are unrelated changes." }, { - "left": "issue:44121", - "right": "issue:45322", + "left": "issue:43837", + "right": "issue:44121", "accept": false, - "reason": "Sparse transformer support and EUPE are separate requests." + "reason": "Qwen3-ASR and sparse-transformer support are distinct implementation tasks." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech-model additions." + "reason": "Qwen3-ASR and Voxtral TTS are different audio-model integrations." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "NeoBERT and Voxtral TTS are not the same model or code path." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 target different model classes." + "reason": "Qwen3-ASR and DeepSeek-OCR2 support are different modality/model requests." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are both vision-language requests, but they are different models and not the same concrete bug/change." + "reason": "EUPE and TIPSv2 are both vision-language related, but they are different model additions and not one mergeable PR." } ] }, @@ -17581,7 +17679,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "e025de2b0b562e7e3c6a1efd1a8d1e931eab40d6be5c03d106e9f2e2657358da", + "prepared_review_unit_hash": "66dd281a37cedeb26342cf59e43071496e3582a1ed1ee153377658c2e91d6d31", "component_budget": { "node_count": 2, "item_count": 2, @@ -17603,18 +17701,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one concerns Set Block Decoding, the other DeepSeek v3.2 support. There is no duplicate/canonical relationship here.", + "summary": "These two issues are unrelated: one is a generic block decoding request, the other is a request for DeepSeek v3.2 support. They do not describe the same bug or feature implementation.", "confidence": 0.96, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue #43037 is more specific and actionable, with a clear model/version target ('DeepSeek v3.2 support').", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #43037 is the better global representative because it names a concrete compatibility request rather than a broad feature phrase.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different feature areas with no shared code path or explicit linkage; not the same underlying bug/change." + "reason": "The titles and available metadata point to different requests: decoding behavior vs. model support. No shared code path or explicit linkage suggests a duplicate." } ] }, @@ -17644,7 +17742,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "a02c4e183379e830b348eb46262c7aa06bdf28724b2e8750280d2d0a80205792", + "prepared_review_unit_hash": "c3bd680aff46b7eef87a5672e003e27312b37e4e3963b1922aae71170528db8c", "component_budget": { "node_count": 2, "item_count": 2, @@ -17666,18 +17764,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related to Trainer extensibility, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation with custom trainers. They should not be deduplicated.", - "confidence": 0.92, - "canonical_issue_reason": "Issue #43598 is the clearer canonical representative because it names the specific Trainer behavior (`remove_unused_column`) and the customization concern directly.", + "summary": "The two issues are both about Trainer behavior with custom trainers, but they describe different problems: one is about `remove_unused_column` customizability, the other about estimating FLOPs for custom trainers. They are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the topics overlap in Trainer extensibility, but the underlying problems are different and should be tracked separately.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43598 is the better anchor for this cluster because it is more concrete and actionable; #43600 is a separate Trainer limitation about FLOPS estimation.", + "best_issue_reason": "If one issue must represent the cluster, 43598 is slightly more concrete and self-contained around a specific Trainer behavior, but it still does not subsume 43600.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Both mention custom trainers, but they target different code paths and outcomes: column removal vs FLOPS estimation. They are related feature gaps, not the same underlying bug." + "reason": "Different underlying bugs/features: `remove_unused_column` customization versus FLOPs estimation for custom trainers. Shared Trainer context is too broad to treat as the same issue." } ] }, @@ -17707,7 +17805,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "83a6503098ff287baed13f7fd05082df32d2ee4b5877de816ec8185f60148fea", + "prepared_review_unit_hash": "d3f270cb26b9943d98d905d9923325e9cbff164237f5bc7566fc1d6039091a7c", "component_budget": { "node_count": 2, "item_count": 2, @@ -17729,18 +17827,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both model-registration feature requests, but they target different model families and different AutoModel heads: Qwen3-Omni for base/conditional generation vs Qwen3.5 for sequence classification. They should not be treated as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "issue:43684 is the broader request and names the specific missing registrations for Qwen3-Omni in AutoModel and AutoModelForConditionalGeneration.", + "summary": "These are separate feature requests: one asks for Qwen3-Omni registration on AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They target different 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 about adding model registration for Qwen3-Omni, whereas issue:44405 is a narrower, distinct request for a different task head and model config.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43684 is the best representative because it is the more general and explicit registration request, with clearer scope than the Qwen3.5 sequence-classification-specific issue.", + "best_issue_reason": "issue:43684 is the best representative issue for the cluster because it covers the more general registration gap and is closer to the apparent shared theme, even though the two issues are not duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different models and different heads are requested, so they do not appear to be the same underlying bug or change." + "reason": "Different Qwen variants and different auto classes/tasks; they do not describe the same underlying bug or change." } ] }, @@ -17777,80 +17875,80 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "b8b4be42a3544ad9b2cf57d076a31120fa45c0504148ffab83f3a553741bc6c1", + "prepared_review_unit_hash": "a55946b6308d30e02323eaa4c3c7abcde202d28dc0cc9c5664d6ba6ed72b6766", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Issue #43835 looks separate from the others. Issues #43845, #43846, and #43859 form a same-title cluster that is plausibly duplicate-like, but the packet only provides title/soft-similarity evidence and deterministic acceptance is false, so none of those pairs should be confirmed as duplicates from this data alone.", - "confidence": 0.76, - "canonical_issue_reason": "#43845 is the best canonical representative for the repeated-title cluster because it is the earliest of the three similar \"huggingface \" reports and there is no stronger differentiating evidence in the packet.", + "summary": "The three \"huggingface\" issues likely form one duplicate cluster, with issue 43845 as the best representative. Issue 43835 looks unrelated. I would only accept the 43845\u219443846 soft edge; the 43859 pairs are too weakly supported given the time gap and lack of additional evidence.", + "confidence": 0.8, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface\" reports and has no stronger distinguishing evidence than the others.", "canonical_pr_reason": null, - "best_issue_reason": "#43845 is the best global issue candidate for the repeated-title group because it is earliest and sits at the center of the same-title cluster, though the duplicate relationship is only tentative.", + "best_issue_reason": "43845 is the best issue candidate because it matches the repeated title cluster and predates the other similar reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no body/detail evidence tying them to the same underlying bug; soft similarity alone is not enough." + "reason": "Different title and no shared targets/files or other content evidence; not enough to treat it as the same issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no concrete shared bug description; this is not enough to confirm duplication." + "reason": "Different title and no shared targets/files; does not look like the same underlying report." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no concrete shared bug description; too little evidence to mark as duplicates." + "reason": "Different title and no shared targets/files; no clear indication of the same bug." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "Same title, but the packet lacks body text or other concrete shared bug details; treat as candidate duplicates only." + "accept": true, + "reason": "Exact same title and adjacent creation times make these look like duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Same title and soft similarity, but no concrete evidence of the same bug path; not enough to confirm a duplicate pair." + "reason": "Same title, but the time gap is much larger and there is no content/link/file evidence tying them together." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Same title, but only soft-similarity evidence is available and deterministic acceptance is false; do not confirm duplication." + "reason": "Same title, but the 13-hour gap and lack of supporting evidence make this too weak to accept as a duplicate pair." } ] }, "evaluator_result": { "accept": false, - "feedback": "The exclusion of issue #43835 is grounded, but the positive duplicate verdicts are too strong for the packet. The packet only shows identical titles and soft-similarity scores; it does not provide body text or other concrete shared bug details, and deterministic_accept is false for all pairs. So claims like \"same sparse report,\" \"essentially the same minimal report,\" and \"should be grouped together\" overstate the evidence. A more conservative conclusion would be that #43845, #43846, and #43859 are candidate duplicates, not confirmed duplicates." + "feedback": "The canonical issue choice is grounded, but the soft-edge verdicts are not consistently conservative. In particular, the accepted pairs involving issue:43859 overstate the evidence by citing \u201cclose creation times\u201d even though 43859 is about 13 hours later than 43845/43846. With only matching titles and no content/link/file evidence, those edges should be treated more cautiously or left unaccepted." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17884,88 +17982,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "88127d6426576a823fd106aa038cd0cab81cdf203d663852de017ac437e8cb36", + "prepared_review_unit_hash": "a0665adce8eff19c56a854915ddf47421755faa42e64a206056c68b4ea14a429", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster looks like low-information spam/miscellaneous issues rather than a single substantive bug report. Two items share the exact generic \"\" title, but the rest are clearly unrelated by title alone, and there is no concrete evidence tying any pair to the same underlying problem.", - "confidence": 0.94, - "canonical_issue_reason": "issue:44371 is the earliest and most generic placeholder-style report, so it is the least-bad representative of this spammy cluster; however, none of these issues contain enough substance to be a strong canonical bug report.", + "summary": "All items look like unrelated low-signal/spam issues rather than duplicates of one concrete bug or request. No soft pair should be merged.", + "confidence": 0.86, + "canonical_issue_reason": "No clear canonical issue exists; #44418 is only the most descriptive title, but the set appears to be unrelated spam/placeholder reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44371 is the best representative only by virtue of being an early generic spam placeholder; it is not a meaningful issue, just the clearest duplicate-like item among the set.", + "best_issue_reason": "#44418 is the best placeholder canonical only because its title is more specific than the others; it still does not clearly represent the same underlying problem as the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Same placeholder title, but there is no substantive description or explicit linkage proving the same underlying issue; this looks like separate spam entries." + "reason": "Both are generic spam placeholders with no shared concrete bug or request." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are generic \"\" posts, but that alone is not enough to confirm the same concrete issue; reject as insufficient evidence." + "reason": "Same as above: no evidence they describe the same underlying issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is a spam placeholder and the other is a documentation enhancement suggestion; they do not appear to describe the same bug or change." + "reason": "Titles are unrelated spam/documentation placeholders, not the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "The titles are unrelated; \"Check out \\\"Google LLC\\\"\" does not match the generic spam placeholder as the same issue." + "reason": "One is a spam placeholder and the other is a different quoted-string title; no shared bug or change." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement vs. spam placeholder are different kinds of reports with no shared concrete target." + "reason": "Documentation-suggestion spam and generic spam placeholder are not the same underlying report." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement vs. spam placeholder are not the same underlying issue/change." + "reason": "No concrete overlap beyond being low-information issues." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are titled \"\", but there is no actual content to establish they refer to the same report rather than two separate spam submissions." + "reason": "Identical-looking spam titles, but no body or explicit details tying them to the same underlying bug/change." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "A generic spam placeholder and a branded promo-style title are not the same underlying issue." + "reason": "Generic spam placeholder versus a different quoted title; insufficient to treat as duplicates." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "A generic spam placeholder and a branded promo-style title are not the same underlying issue." + "reason": "No shared concrete problem; only superficial similarity from low-quality titles." } ] }, @@ -17995,7 +18093,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "9814e7752cd29076e55242ae886ce5513fe1a5a9fc092b67820c3d9c6e556410", + "prepared_review_unit_hash": "e85cd0dede3ea2e939603810c805f9cc1ff04e5a7cbe62670e59d0fb5cb1bc0e", "component_budget": { "node_count": 2, "item_count": 2, @@ -18017,28 +18115,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are very likely duplicates: they have identical titles, closely similar body lengths, and issue 45145 has one inbound reference while 45151 has none. The available metadata does not show a clear scope difference between them.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45145 is the better canonical pick because it already has an inbound reference, which makes it the more connected of the two issues.", + "summary": "The two closed issues have identical titles and very similar bodies, so a duplicate relationship is plausible, but the evidence is limited to soft similarity with no explicit cross-links. #45145 is the better canonical issue because it was opened earlier and has one inbound reference.", + "confidence": 0.74, + "canonical_issue_reason": "#45145 is earlier and has 1 inbound reference versus 0 for #45151, so it is the better canonical issue if these are duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Either issue could represent the duplicate set, but issue:45145 is the slightly better representative due to the inbound reference.", + "best_issue_reason": "#45145 is the strongest issue representative because it was created earlier and has the only inbound reference in the pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Identical titles and very similar body lengths, plus one inbound reference on 45145, are consistent with the same underlying issue." + "accept": false, + "reason": "The match is suggestive, with identical titles and similar bodies, but there are no explicit links or shared targets/files. That is not enough to confidently merge them as the same issue." } ] }, "evaluator_result": { "accept": false, - "feedback": "The duplicate judgment is plausible, but the explanation overstates what is directly supported. The packet shows identical titles, similar body lengths, and one inbound reference versus none, but not enough to claim there was \u2018no distinct content\u2019 or \u2018near-identical content signals\u2019 with high confidence. Please keep the wording more conservative and grounded in the observed metadata." + "feedback": "Reject: the duplicate-issue conclusion is plausible, but the writeup is not fully conservative. In particular, `best_issue_reason` says #45145 has 'slightly more discussion context,' yet the packet shows 0 discussion_activity for #45145 and 1 for #45151. Also, the soft-edge acceptance is stronger than the evidence warrants because the pair is supported only by soft similarity with no explicit links. The canonical-issue choice (#45145 for earlier creation and inbound references) is grounded, but the overall confidence and duplicate verdict should be toned down." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -18115,7 +18213,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "87f6d2b15351a3f45530df715cedd4cfcf84f587fafbe9be6f023985cf2c7f58", + "prepared_review_unit_hash": "52db19df4d65de3f54ea26ac28c3c9b754315a3451af4f47c48fbf8d4f4b4a9a", "component_budget": { "node_count": 2, "item_count": 2, @@ -18137,18 +18235,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate 4-bit inference bugs: one is a Gemma4/audio-module uint8 weight `torch.finfo()` TypeError, the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an AssertionError.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #45674 is the better cluster anchor because it describes a concrete, reusable BitsAndBytesConfig regression with a clear failure mode and likely narrower fix surface.", + "summary": "These are two separate 4-bit inference bugs in different code paths: one is a Gemma4/audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig regression where llm_int8_skip_modules drops the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical duplicate here: 45672 is a Gemma4-specific dtype/torch.finfo failure in audio modules, while 45674 is a BitsAndBytesConfig skip-module regression affecting lm_head exclusion. Different root causes and fixes.", "canonical_pr_reason": null, - "best_issue_reason": "#45674 is the most generally actionable issue in the set; it focuses on a config behavior bug rather than a model-specific symptom.", + "best_issue_reason": "If one issue must represent the cluster, 45674 is the slightly better standalone representative because it describes a broader config regression, but it is not a safe duplicate of 45672.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different underlying defects: Gemma4/audio-module `torch.finfo()` on `uint8` weights vs. `llm_int8_skip_modules` clearing the default `lm_head` exclusion. They both occur in 4-bit inference, but not the same code-path bug." + "reason": "Same broad 4-bit inference area, but the failure modes differ: Gemma4 audio uint8/torch.finfo vs. llm_int8_skip_modules clearing lm_head exclusion. Not the same underlying bug." } ] }, @@ -18178,40 +18276,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "38d459273262a5285d49de451d9aeee8f3f72da34fcba93d48eb5dcb15baabc1", + "prepared_review_unit_hash": "5b19e1c83bf6b4dfa790895b3cee889d32416b29d04cb33efe949e62ec3890de", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with only person-name/date titles and no bodies or cross-references; they do not appear to describe the same underlying bug or request.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: both are empty, unrelated-looking title-only issues with no supporting discussion or shared target.", + "summary": "These are two empty closed issues with different personal-name titles and no substantive content, so they do not look like duplicates of a real bug report.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is meaningfully better supported than the other; if one must be chosen as representative, issue:45762 is slightly more generic, but there is no substantive basis for a canonical pick.", + "best_issue_reason": "Neither issue is a good canonical representative; both are empty personal-name posts with no bug context or shared technical problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different personal names and dates; no body, links, or shared technical target indicating the same underlying issue." + "reason": "Different names and dates, no body or technical context, and no evidence they describe the same underlying issue." } ] }, @@ -18241,7 +18339,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "fc4188da9aaeb7b3f6002b4e0eff860b46de8510813b5d088570ca9264e28ca0", + "prepared_review_unit_hash": "36d6218967995c8ea595c68c0e38cf763100e8eb3d1644f9e26accd348eae84b", "component_budget": { "node_count": 2, "item_count": 2, @@ -18263,8 +18361,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with only personal-name/date titles and no body, links, or shared context. The similarity is superficial; there is no evidence they describe the same underlying bug or request.", - "confidence": 0.96, + "summary": "The two issues are unrelated name/date entries and do not appear to describe the same underlying bug or request.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -18274,7 +18372,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Only soft textual resemblance in name/date formatting; no shared targets, files, discussion, or problem description. Not enough to treat as duplicates." + "reason": "Shared surname/date formatting is not enough; these are distinct person-name issues with no code, symptoms, or tracking links indicating the same underlying problem." } ] }, @@ -18304,12 +18402,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "ca6ade70b020ca4d42a691948866e2c4501e3134bd2b111db523c73f2e381fa8", + "prepared_review_unit_hash": "34041f06ff79617c0f9a5b9b46b19307f2b6ae7415b257617f166d7eb284a2aa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -18317,7 +18415,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -18326,18 +18424,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated feature requests: one asks for a new Qwen3_5 token-classification model head, while the other requests FP8 training support. They should not be clustered together beyond weak lexical similarity.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 45810 is the more specific, actionable request (adding Qwen3_5ForTokenClassification for value-model use).", + "summary": "The two issues are unrelated feature requests: one asks for a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. The soft similarity is too weak to treat them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45810 is the best representative because it targets a concrete missing model class, whereas 46295 is a broad training-capability request.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "These request different changes in different areas: model architecture support vs FP8 training support. Shared terms are only superficial." + "reason": "Different underlying requests and code paths: model-class support for Qwen3_5 token classification vs. FP8 training support. They do not describe the same bug or change." } ] }, @@ -18377,12 +18475,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "4231c9d8e945ef1275df90b8a250ebcdc39d3accac89f4199ac85d95ff4cd6e9", + "prepared_review_unit_hash": "c946245fed8e0f477e06b786dbcd52a85e3c2c1f46ac71bd15396f7ea7d2b0f8", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -18390,7 +18488,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -18399,70 +18497,70 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This set is not one unified duplicate cluster. It contains two exact-duplicate issue pairs (45870/45871 and 45872/45873), while 45869 is a separate dataset/sample post and should not be merged with the others.", - "confidence": 0.93, - "canonical_issue_reason": "45870 is the cleanest representative of the exact-duplicate 'Example: Financial time series prediction with DataForge' pair; 45871 is a straight duplicate. That said, the full item set is heterogeneous, so this is only a local canonical choice, not a cluster-wide one.", + "summary": "45869 is separate from the rest. 45870/45871 and 45872/45873 look very similar, but the packet only shows metadata and body length, so I would not call either pair a confirmed duplicate. The cross-links are thematic rather than evidence of one shared underlying request.", + "confidence": 0.72, + "canonical_issue_reason": "If a single issue must represent the cluster, 45870 is the best candidate because it has the clearest overlap with 45871 and slightly more activity, but this is only a tentative representative choice, not a confirmed duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "45872 is the strongest standalone issue in the set because it is a more concrete technical thread than the dataset/sample post, but it is only best within its own exact-duplicate pair with 45873.", + "best_issue_reason": "45870 is the strongest overall representative issue in this packet: it has the most visible activity among the similar issues and the closest match to another same-title issue, while 45869 is clearly separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Related only by broad financial/DataForge wording; one is a dataset/sample promo and the other is an example issue, so they are not the same underlying issue." + "reason": "Different request types: a financial dataset bundle versus a DataForge example. Related domain only, not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as 45869/45870: overlapping keywords, but different content and apparent purpose." + "reason": "Different request types: a financial dataset bundle versus a DataForge example. Similar theme only, not a duplicate." }, { "left": "issue:45870", "right": "issue:45871", - "accept": true, - "reason": "Exact same title, identical body length, and near-identical metadata strongly indicate a duplicate issue." + "accept": false, + "reason": "Same title and body size strongly suggest a near-duplicate, but the full bodies are not shown here, so I cannot safely confirm them as the same underlying issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Different titles and different topic focus ('prediction example' vs 'scraping service'); shared financial/DataForge context is too broad to treat as one issue." + "reason": "Both are financial/time-series themed, but one is an example and the other is a scraping-service request. Not the same concrete issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different issue themes; no evidence they describe the same underlying request or bug." + "reason": "Both are financial/time-series themed, but one is an example and the other is a scraping-service request. Not the same concrete issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Only a superficial financial/DataForge overlap; the issues describe different concrete topics." + "reason": "Different requests: an example issue versus a scraping-service request. Similar topic, not a confirmed duplicate." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different titles and different underlying concern; not the same issue." + "reason": "Different requests: an example issue versus a scraping-service request. Similar topic, not a confirmed duplicate." }, { "left": "issue:45872", "right": "issue:45873", - "accept": true, - "reason": "Exact same title and matching body length, so these are effectively the same issue." + "accept": false, + "reason": "Same title and body size suggest a near-duplicate, but without the full bodies I would not mark this as a confirmed duplicate pair." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The two duplicate pairs are supported by identical titles and matching body lengths, while the cross-pair and 45869 links are reasonably rejected as only broad topical overlap. Minor wording caution: avoid implying identical/near-identical metadata beyond what the packet shows." + "accept": false, + "feedback": "The summary is a bit too strong for the evidence in the packet. We can conservatively say 45869 is separate and that 45870/45871 and 45872/45873 look very similar, but the packet does not show the full bodies, so calling them \"exact duplicate\" pairs is overstated. Also, all pair entries are marked deterministic_accept=false, so the two true accepts should be softened or left unaccepted." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -18520,172 +18618,166 @@ "pull_request:44827|pull_request:46048", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "9c899604f6a3672765eba408b3290834dd3b87c3d04d8f952bdb0699b981e00f", + "prepared_review_unit_hash": "5d259541d321071d43eebb812035177fe40b6adba4190b8e6bd909d98d2edd5a", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 22, - "serialized_chars": 42899, - "estimated_input_tokens": 10725, - "estimated_eval_tokens": 21706 + "serialized_chars": 43090, + "estimated_input_tokens": 10773, + "estimated_eval_tokens": 21802 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 22, - "serialized_chars": 42899, - "estimated_input_tokens": 10725, - "estimated_eval_tokens": 21706 + "serialized_chars": 43090, + "estimated_input_tokens": 10773, + "estimated_eval_tokens": 21802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated PRs that only share broad transformer-library similarity. The only clear duplicate-like pair is the two `fixed_cross_entropy` PRs, which patch the same helper for the same issue target; the rest should stay separate.", - "confidence": 0.95, + "summary": "This cluster is mostly a loose set of unrelated PRs spanning model additions, docs, tests, and separate bug fixes. The only clear duplicate pair is the two `fixed_cross_entropy` PRs, which patch the same function for the same issue.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the best canonical PR: it has the explicit issue link, touches the same concrete helper (`fixed_cross_entropy`), and is the more directly scoped fix for the reported bug.", + "canonical_pr_reason": "`pull_request:43251` is the better canonical PR because it explicitly targets issue 43240, has the fuller fix context, and is the clearer representative of the duplicate `fixed_cross_entropy` change.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the strongest representative of the only real duplicate pair in this set; the others are separate model additions, refactors, docs, or test-only changes.", + "best_pr_reason": "`pull_request:43251` is the strongest global representative among the provided items because it is the only clearly duplicated bug fix, is directly issue-linked, and is more complete than the near-identical alternative.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different features: VideoPrism model addition vs an Executorch dynamic-shapes test. Same broad area, but not the same underlying change." + "reason": "Different areas: VideoPrism model addition vs. ExecuTorch dynamic-shape export test. Shared theme is only broad framework support, not the same change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method additions vs Executorch export tests are unrelated changes." + "reason": "Tokenizer method addition vs. export test; unrelated code paths and no same underlying bug." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer missing-methods fix and MobileLLM model addition are different code paths and goals." + "reason": "Mistral tokenizer helpers and a new MobileLLM model are separate feature additions." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness changes are unrelated to adding a new model implementation." + "reason": "Processor robustness updates across models vs. adding MobileLLM; not the same fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both modify `fixed_cross_entropy` in the same file to pass supported kwargs to `nn.functional.cross_entropy`; same underlying bug/fix." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs support and a new MobileLLM model are not the same bug/change." + "reason": "Loss-function kwargs fix vs. new MobileLLM model; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Same utility file appears in the diff, but the changes target different problems: cross-entropy kwargs vs Mistral4 test/model fixes." + "reason": "Different changes: cross-entropy kwargs vs. Mistral4 test/model adjustments. Not mergeable as one bug fix." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape tests and Mistral4 tests/model updates are unrelated." + "reason": "ExecuTorch export test and Mistral4 test/model work are distinct test-focused changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Different model areas and different purposes; no shared concrete bug." + "reason": "Dynamic-shape export test vs. model addition; no shared concrete bug." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM is unrelated to fixing `cls.config` resolution order." + "reason": "Model addition vs. class config resolution ordering fix; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-interface refactor are separate changes." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45213", - "accept": false, - "reason": "New model implementation vs a repo skill/documentation change; not the same underlying work." + "reason": "New model implementation vs. Falcon output-collection refactor; separate code paths." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactoring is unrelated to the model-creation skill PR." + "reason": "Falcon model refactor and a model-creation skill are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output collection refactor and Mistral4 test fixes are different code paths." + "reason": "Falcon refactor vs. Mistral4 test fixes; different models and issues." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model changes and CLIP-like weight renaming are unrelated." + "reason": "Mistral4 test fixes vs. `layrnorm`/`layernorm` rename across CLIP-like models; different bug classes." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes and the model-creation skill PR are not the same change." + "reason": "Mistral4 fixes vs. model-creation skill; not the same change." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes and `cls.config` resolution order are unrelated." + "reason": "Model-specific test fixes vs. generic subclass config-resolution fix; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test/model fixes and TDT loss kernel integration are separate changes." + "reason": "Mistral4 test/model work vs. adding a TDT loss kernel; different subsystems and purposes." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 fixes and serve chat parsing updates are unrelated." + "reason": "Mistral4 fixes vs. chat response parsing updates; not the same underlying bug." }, { "left": "pull_request:44827", "right": "pull_request:46344", "accept": false, - "reason": "Mistral4 fixes and VitPose graph-break fixes are different models and problems." + "reason": "Mistral4 test fixes and VitPose graph-break fix address different models and failures." }, { "left": "pull_request:44827", "right": "pull_request:46367", "accept": false, - "reason": "Mistral4 fixes and finegrained FP8 kernel API changes are unrelated." + "reason": "Mistral4 test fixes vs. finegrained FP8 kernel name changes; unrelated." }, { "left": "pull_request:46048", "right": "pull_request:46367", "accept": false, - "reason": "Both involve kernel integrations, but they fix different kernels and different call sites; not mergeable as one PR." - }, - { - "left": "pull_request:43251", - "right": "pull_request:43254", - "accept": true, - "reason": "Both PRs modify `fixed_cross_entropy` to pass through the same supported kwargs (`weight`, `label_smoothing`) for the same issue target, so they look like the same underlying fix." + "reason": "TDT loss kernel integration vs. finegrained FP8 kernel integration; same general kernel area but clearly different features and code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted duplicate-like pair, PR #43251 and PR #43254, is supported by the shared issue target and the same `fixed_cross_entropy` helper change, so it does look mergeable into one bugfix PR. The other soft-edge rejects are appropriately cautious and do not overstate similarity." + "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair (43251/43254) is a plausible single-bugfix duplicate based on the shared file, shared issue target, and near-identical cross-entropy kwargs change. The other rejections are conservative and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -18714,46 +18806,46 @@ "pull_request:40546|pull_request:42781", "pull_request:42781|pull_request:46331" ], - "prepared_review_unit_hash": "4b3ac9742d66db326e2997204f4f26846949e600128f34285e788e4f3236c4ff", + "prepared_review_unit_hash": "4a16c01e94ca48d35bbd3db57e18c61f36cc42b1a0e81037fbff66f85e85d3fe", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10379, - "estimated_input_tokens": 2595, - "estimated_eval_tokens": 5446 + "serialized_chars": 10381, + "estimated_input_tokens": 2596, + "estimated_eval_tokens": 5448 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10379, - "estimated_input_tokens": 2595, - "estimated_eval_tokens": 5446 + "serialized_chars": 10381, + "estimated_input_tokens": 2596, + "estimated_eval_tokens": 5448 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only the two VibeVoice PRs are superficially related; they are different deliverables (base VibeVoice vs. realtime/acoustic-tokenizer extension). The Parakeet-RNNT PR is unrelated and should not be clustered with VibeVoice work.", + "summary": "These are three distinct pull requests: a base VibeVoice implementation, a VibeVoice Realtime extension, and an unrelated Parakeet-RNNT model addition. The two VibeVoice PRs share files because the latter builds on the same family, but they are not the same concrete change; Parakeet-RNNT is a separate model altogether.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the foundational VibeVoice implementation and the most central representative of the VibeVoice cluster; PR #42781 is a later, separate realtime extension, and PR #46331 is unrelated.", + "canonical_pr_reason": "PR 40546 is the best representative of the cluster: it is the original, non-draft core VibeVoice implementation with substantial review activity. PR 42781 is a draft follow-up for VibeVoice Realtime, and PR 46331 targets a different model family (Parakeet-RNNT).", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best overall PR representative because it introduces the core VibeVoice codepath and most shared infrastructure, whereas the other PRs either extend a different VibeVoice mode or belong to a different model family.", + "best_pr_reason": "PR 40546 is the strongest single PR to anchor the cluster because it is the foundational VibeVoice change and has the broadest completed implementation footprint. The other PRs are either an incremental variant or unrelated.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Both touch VibeVoice files, but #40546 adds the base model while #42781 adds a realtime variant plus acoustic tokenizer and generation changes. They are related feature work, not the same concrete bug/change, and would not be merged as one PR." + "reason": "Related model family, but not the same change: 40546 adds core VibeVoice support while 42781 adds VibeVoice Realtime with additional tokenizer/feature-extractor/generation work. They could not be safely merged as one duplicate PR." }, { "left": "pull_request:42781", "right": "pull_request:46331", "accept": false, - "reason": "These target different model families and different changesets: VibeVoice realtime work versus Parakeet-RNNT registration/modeling. Shared auto-mapping edits are too broad to indicate the same underlying change." + "reason": "Different underlying models and code paths. Shared auto-registration files are incidental; VibeVoice Realtime and Parakeet-RNNT are separate additions, not duplicates." } ] }, @@ -18783,12 +18875,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "81e266ce956353a0e1be3ea1dd9ff4731fe23d9fe88ab92c3f7385972d8a1e3e", + "prepared_review_unit_hash": "04a498d021a3395be73d4fd2c0fa982d3472d0efba58e6cb735073f6b3a86b75", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -18796,7 +18888,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -18805,8 +18897,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The pair is not a duplicate: one PR adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They target different model families, code paths, and user-facing features.", - "confidence": 0.99, + "summary": "These two pull requests are not duplicates: one adds covariate-based forecasting support to TimesFM, while the other adds DINOv3 image-classification support. They touch different models, code paths, and user-facing features.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -18816,7 +18908,7 @@ "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying changes: TimesFM forecasting with covariates vs DINOv3 image classification support. No shared concrete bug or mergeable code path." + "reason": "Different underlying changes and model families: TimesFM covariate forecasting vs DINOv3 image classification. They do not fix the same bug or implement the same feature, so they should not be merged as duplicates." } ] }, @@ -18911,7 +19003,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "1316f13efb95c6d393800308a8340f7226ce497974b9cee1c242b66e23bf9a8d", + "prepared_review_unit_hash": "0da2a0d8b4c41db733ec56200d4b34d8db3b68f70c18725fb2deb4d15589f054", "component_budget": { "node_count": 3, "item_count": 3, @@ -18933,24 +19025,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are unrelated model-addition pull requests that happen to share Hugging Face model-registration plumbing. None look like duplicates or mergeable into a single PR.", - "confidence": 0.96, + "summary": "These PRs all add different new models and documentation, but they do not fix the same underlying bug or implement the same change. They share generic model-registration scaffolding, yet each targets a distinct model family and code path.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the cluster contains three different model additions (DeepSeek OCR, Isaac, Kimi2-6), not one underlying change.", + "canonical_pr_reason": "No canonical PR: DeepSeek OCR, Isaac, and Kimi2-6 are separate model-addition pull requests with different model-specific files, APIs, and tests, not the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #45630 is the strongest representative if one must be chosen: it is the most developed/reviewed model-addition PR and includes a broad, coherent implementation for Kimi2-6.", + "best_pr_reason": "No best PR as a duplicate representative; if forced, 45630 is the broadest model-addition PR, but it is still unrelated to the others beyond shared boilerplate.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different models and codepaths: DeepSeek OCR vs Isaac. Shared auto-registration/docs files are just standard new-model scaffolding, not the same underlying bug or change." + "reason": "Different model additions (DeepSeek OCR vs Isaac) with distinct model directories and implementations; shared auto/registration files are boilerplate, not evidence of the same code-path change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model families: Isaac vs Kimi2-6. They both add new model support, but they are separate feature PRs and should not be merged together." + "reason": "Different model additions (Isaac vs Kimi2-6) touching separate model families and files; they are not plausibly mergeable into one PR for the same underlying fix or feature." } ] }, @@ -18980,12 +19072,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "6ee55f8a911eb7e7a52b8f545fd8066fa34d05079392872f40956c75268daf27", + "prepared_review_unit_hash": "85d660f4857e0281237db082dfd4a633f98aa26eaa697e022061f5f8c9586692", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -18993,7 +19085,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -19002,18 +19094,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are broad GitHub Actions version-upgrade maintenance changes across workflow files, but they target different action families and do not look like the same concrete fix.", - "confidence": 0.88, + "summary": "Two open PRs both update GitHub Actions workflow dependencies, but they target different underlying changes: one is a Node 24 compatibility sweep for core actions, the other upgrades build/publish-related actions (notably docker/build-push-action) and other latest versions. They overlap in workflows but are not the same fix/change set.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: #42975 is focused on Node 24 compatibility for checkout/cache/upload-artifact, while #42976 is a separate upgrade of docker/build-push-action and a few other actions.", + "canonical_pr_reason": "PR 42975 is the better canonical representative because it has the clearest project-wide theme and broader workflow-action compatibility focus, making it the more central/recognizable upgrade PR in this cluster.", "best_issue_reason": null, - "best_pr_reason": "#42975 is the better representative if one must be chosen, because its title and changes are more cohesive and directly describe the workflow runtime compatibility goal.", + "best_pr_reason": "PR 42975 is the best single representative because its title and diff describe the broader GitHub Actions compatibility upgrade, while PR 42976 is a narrower action-version bump centered on docker/build-push-action and related workflow updates.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They are related workflow-maintenance PRs, but they upgrade different actions for different reasons; this is not the same underlying bug/change and they would not naturally merge into one PR." + "reason": "Both are GitHub Actions upgrade PRs, but they change different action families and different concrete code paths; they would not plausibly be merged as one PR without conflating separate upgrade goals." } ] }, @@ -19035,85 +19127,114 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-42978-4", + "cluster_id": "cluster-42978-5", "nodes": [ "pull_request:42978", "pull_request:43448", "pull_request:43451", - "pull_request:45490" + "pull_request:45490", + "pull_request:46411" ], "soft_pairs": [ "pull_request:42978|pull_request:43448", "pull_request:42978|pull_request:43451", "pull_request:42978|pull_request:45490", + "pull_request:42978|pull_request:46411", "pull_request:43448|pull_request:43451", "pull_request:43448|pull_request:45490", - "pull_request:43451|pull_request:45490" + "pull_request:43448|pull_request:46411", + "pull_request:43451|pull_request:45490", + "pull_request:43451|pull_request:46411", + "pull_request:45490|pull_request:46411" ], - "prepared_review_unit_hash": "50e8974d924ad5dacf678417e39af40bf971e7a2a54029c1ea545bc9c3a3b392", + "prepared_review_unit_hash": "a89dbd507d82fab88d5ef1be64afcc1462c44301781f187d4b7c3f91e2c08669", "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 14253, - "estimated_input_tokens": 3564, - "estimated_eval_tokens": 7384 + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 17822, + "estimated_input_tokens": 4456, + "estimated_eval_tokens": 9168 }, "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 14253, - "estimated_input_tokens": 3564, - "estimated_eval_tokens": 7384 + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 17822, + "estimated_input_tokens": 4456, + "estimated_eval_tokens": 9168 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four PRs are separate model-addition efforts, not duplicate fixes. They share boilerplate docs/auto-registry changes, but each introduces a different model family and model-specific files.", - "confidence": 0.99, + "summary": "These PRs are all separate model-addition changes (ViT NEPA, Molmo, Molmo2, CTSM, MiniMax M2.7) with overlapping framework plumbing, but they do not fix the same underlying bug or implement the same feature.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for deduping: these are distinct additions (ViT NEPA, Molmo, Molmo2, CTSM) with different code paths and model-specific implementations; overlap is mostly template/registry plumbing.", + "canonical_pr_reason": "No canonical PR: the cluster is heterogeneous, and the PRs target different models and code paths rather than duplicating one another.", "best_issue_reason": null, - "best_pr_reason": "PR #43451 (Molmo2) is the best representative of the cluster because it is the most complete and active model-addition PR, with broader coverage across modeling, processing, video processing, auto mappings, and tests.", + "best_pr_reason": "PR 43451 (Molmo2) is the most substantial and review-heavy of the set, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families: ViT NEPA vs Molmo. Shared docs/auto files are expected boilerplate, not the same underlying change." + "reason": "Different models and feature sets: ViT NEPA vs Molmo. Shared auto/docs plumbing is incidental, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model families: ViT NEPA vs Molmo2. They touch similar registry/docs files but implement unrelated models and code paths." + "reason": "ViT NEPA and Molmo2 are unrelated model additions with different architectures and files; only generic framework registration overlaps." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different additions: ViT NEPA vs CTSM. The overlap is generic transformer registry/docs scaffolding, not one concrete bug or feature." + "reason": "Different model families (ViT NEPA vs CTSM); overlapping docs/auto-registration does not indicate the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46411", + "accept": false, + "reason": "ViT NEPA model addition is unrelated to MiniMax M2.7 code import; they do not share a concrete bug or fix path." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by name but are separate model implementations with different files, processors, and conversion logic; not a single mergeable PR." + "reason": "Molmo and Molmo2 are distinct models with separate configs, processors, and tests; not mergeable as one PR." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model-addition PRs. Similar edits to auto/docs utilities are boilerplate and do not indicate duplicate intent." + "reason": "Molmo vs CTSM are different model implementations; shared auto/docs updates are broad subsystem overlap only." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46411", + "accept": false, + "reason": "Molmo and MiniMax M2.7 are unrelated model additions; no common concrete bug or code-path fix." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 vs CTSM are distinct model integrations with different model-specific implementations; shared registry/docs changes are too broad to treat as duplicates." + "reason": "Molmo2 and CTSM are separate model additions with different model code and tests; similarity is only in registration/docs scaffolding." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46411", + "accept": false, + "reason": "Molmo2 and MiniMax M2.7 do not address the same model or bug; they are distinct changes." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46411", + "accept": false, + "reason": "CTSM and MiniMax M2.7 are unrelated model-introduction PRs with no shared concrete fix path." } ] }, @@ -19150,70 +19271,70 @@ "pull_request:43665|pull_request:46380", "pull_request:44815|pull_request:46380" ], - "prepared_review_unit_hash": "7f4777f626e34d8db57d3913926badf633337eb476b79ced1a8b2535b27cedac", + "prepared_review_unit_hash": "3fa9bd718c9ce7c71132158665b23fd1a26e86b18a35eec77b76a270744b0515", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 11142, - "estimated_input_tokens": 2786, - "estimated_eval_tokens": 5828 + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 11142, - "estimated_input_tokens": 2786, - "estimated_eval_tokens": 5828 + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicate PRs in the strict sense: they touch different models/code paths and only share vague test/subsystem similarity. None of the soft similarity edges should be accepted.", - "confidence": 0.93, + "summary": "All four items are pull requests, but they appear to address different problems. PR 46380 is the strongest substantive fix; 44815 is a separate FP8 dequant/loading fix; 43291 is a Whisper tokenizer test/fix; and 43665 looks like a noisy/bogus test-only change rather than a real bug fix.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46380 is the most substantive, production-facing fix in the set and has the broadest code-path impact; the others are narrower or test-focused and do not represent the same underlying change.", + "canonical_pr_reason": "46380 is the most clearly grounded bug fix: it patches generation config validation for dict-valued watermarking_config and includes broad regression coverage, indicating a real shared code-path issue.", "best_issue_reason": null, - "best_pr_reason": "PR 46380 is the best overall representative of the cluster because it fixes a concrete validation/conversion bug in generation config and includes associated code/test updates. The remaining PRs are unrelated changes despite superficial similarity.", + "best_pr_reason": "46380 is the best overall PR because it fixes a concrete runtime/config validation bug in a central path and has the strongest evidence of a legitimate, mergeable change set.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different bugs and different model areas: Whisper tokenizer decode logic vs. CLIP/ViT test edits. Shared test-file presence is not enough to indicate the same underlying change." + "reason": "Different code paths and likely unrelated. 43291 changes Whisper tokenizer decoding; 43665 only injects failing assertions into CLIP/ViT tests, which does not indicate the same underlying bug or fix." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding vs. FP8/dequant/core model-loading changes are unrelated code paths and fixes." + "reason": "Unrelated fixes: Whisper decoding vs FP8 dequant/loading logic. No shared concrete bug or mergeable single change is evident." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenization fix is unrelated to generation-config watermarking and model-generation validation changes." + "reason": "Both touch Whisper-related code, but the changes target different issues: tokenizer timestamp decoding vs generation watermarking validation / broader generation behavior. Not the same underlying bug." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "One is test-only noise across CLIP/ViT, the other is a FP8 dequantization implementation fix across loading/quantization. Not the same bug or change." + "reason": "Completely different artifacts: bogus test assertions in CLIP/ViT vs FP8 quantization/loading code. No shared bug/change." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Test placeholder changes in CLIP/ViT are unrelated to generation/watermarking logic and many model-specific test updates." + "reason": "43665 is test noise across CLIP/ViT, while 46380 is a real generation/config fix. They do not look like the same underlying issue." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Both touch transformer internals, but they fix different concrete problems: FP8 dequantization/padding vs. generation watermarking config validation. Too broad to merge as one PR." + "reason": "Both are infrastructure-level fixes, but they address distinct problems: FP8 dequantization/padding vs generation watermarking validation and related model tests. Too broad to merge as one PR." } ] }, @@ -19243,12 +19364,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "42ca9a14e39ba591dc1733556cca90a6195668346f66d9e5ff7e5a0eed04b970", + "prepared_review_unit_hash": "79d10f7777ddf2a71ddbd7b0ccf843ef815362ae03cacc08dac6d003b56d7eca", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4562, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -19256,7 +19377,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4562, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -19265,18 +19386,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated open PRs were clustered only by a shared Vit test file; one is a repo-bot/version-formatting test PR, the other changes CI/workflow and testing utilities. They do not look like the same fix or change set.", - "confidence": 0.95, + "summary": "The two pull requests are not duplicates: one is a repo-bot / packaging test PR centered on setup.py and Vit tests, while the other is a workflow/CI diff PR touching GitHub Actions and testing utilities. The only overlap is an incidental shared test file.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43532 is the more substantial and representative change in the cluster; it edits CI workflows and testing utilities, whereas #43488 is a narrow bot/version-formatting test PR.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the best representative PR because it has the broader, more meaningful code-path impact and is not just a small setup/test tweak.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different underlying changes: #43488 updates setup/dependency/version/test-bot scaffolding, while #43532 rewires CI workflows and testing utilities. The shared Vit test file is incidental, not evidence of the same bug or fix." + "reason": "Different underlying changes and code paths: 43488 modifies setup/versioning and a Vit test, while 43532 rewires CI/workflow files and test infrastructure. Shared test filename alone is not enough to treat them as the same PR." } ] }, @@ -19306,7 +19427,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "dc30bc9811a186fe37ae965fcb1a3f0d8910f85518a982ffa16497853d285fda", + "prepared_review_unit_hash": "c1456f77295952bcbb531bdfe0d43a239075d1c1861224a882b7b9a98fe45382", "component_budget": { "node_count": 2, "item_count": 2, @@ -19328,18 +19449,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related segmentation-pipeline additions with shared documentation/plumbing, but they target different features and different model/test surfaces, so they should not be deduplicated.", - "confidence": 0.95, + "summary": "These are two distinct open PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some documentation and pipeline scaffolding, but they target different code paths, models, and tests, so they should not be deduplicated.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the two PRs implement different pipeline features rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the more expansive and representative feature PR, but only as a cluster representative; it is not a duplicate of 43612 because it implements a different pipeline and model set.", + "best_pr_reason": "No single best PR for deduplication; 43613 is broader, but it is still a separate feature from 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different concrete features: promptable concept segmentation vs promptable visual segmentation. Shared pipeline/docs scaffolding is not enough to treat them as the same fix/change." + "reason": "Different pipelines and underlying model/test coverage (concept segmentation vs visual segmentation). Shared docs/scaffolding are not enough to treat them as the same fix or merge them into one PR." } ] }, @@ -19369,40 +19490,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "76923079414540e6264356988a676bce05a823dbfa67b6d568b762afdbf67ca4", + "prepared_review_unit_hash": "f48c1e7514e33f01db1491ae53841b741d248bb0c5d6662c03c5f34ada6fac2b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same file but implement different Trainer extensibility changes: one adjusts gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They are not the same underlying fix.", + "summary": "The two pull requests both touch `src/transformers/trainer.py` and both add overridable trainer internals, but they fix different behaviors: one addresses gradient-accumulation loss scaling, the other column filtering from model signatures. They are related in theme but not the same underlying change.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes target different code paths and solve different problems, so they should not be merged as duplicates.", + "canonical_pr_reason": "No single canonical PR: these are distinct trainer enhancements affecting different code paths and should not be treated as duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the stronger representative of the cluster because it addresses a concrete training-step behavior change with a clear bug/compatibility motive and broader impact.", + "best_pr_reason": "PR #43651 is the more substantive and self-contained change, introducing `_loss_is_scaled_for_ga` to control training-step loss scaling for custom trainers.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Same file, but different functionality: 43651 changes loss scaling during gradient accumulation, while 43663 changes how Trainer computes accepted input columns. Not the same bug or mergeable fix." + "reason": "Both are trainer-extension PRs, but they address different problems: gradient accumulation loss scaling vs. signature-based column filtering. Same file and theme are not enough to merge them as duplicates." } ] }, @@ -19432,12 +19553,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "ae7d15ee1a142ed8dae4a8a82b477a6399529a30694f724e2ab34e1c0024f104", + "prepared_review_unit_hash": "8682019cf3c156e074ebed5dfd82d430c5f51ea86c05fbadebc34df0785937b1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -19445,7 +19566,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -19454,24 +19575,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file, but they appear to fix different NameError/typing problems rather than the same concrete bug. PR 43842 is the tighter, more specific fix for `TypeAdapter` being unavailable at runtime; PR 43656 is a broader typing/annotation cleanup that does not clearly match the same failure mode.", - "confidence": 0.89, + "summary": "The two PRs touch the same file and related typing/import areas, but they do not look like the same underlying bug fix. PR 43656 is a broader annotations/runtime typing cleanup, while PR 43842 is a narrower pydantic-guarded `TypeAdapter` import/type-hint fix; they read more like adjacent follow-ups than one mergeable change.", + "confidence": 0.67, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the better canonical representative because it directly addresses the runtime `TypeAdapter` annotation issue with a minimal, targeted change and an explicit issue link.", + "canonical_pr_reason": "43842 is the more targeted PR: it directly addresses the `TypeAdapter` NameError path with a minimal, concrete change and an explicit issue link.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best overall fit: it has the clearest bug statement, the smallest focused diff, and the fix is narrowly scoped to the concrete `TypeAdapter` NameError path.", + "best_pr_reason": "43842 is the best representative of the cluster because it is the narrower, more specific fix for the CLI `TypeAdapter` failure mode.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Different fixes: 43656 is a broader typing/annotation change in `serve.py`, while 43842 specifically fixes `TypeAdapter` lookup when `pydantic` is not installed. Same file/subsystem, but not the same concrete bug." + "reason": "Related, but not clearly the same bug: 43656 is a broader typing/annotations cleanup, while 43842 specifically guards `TypeAdapter` for missing pydantic. The shared file name alone is not enough to treat them as one mergeable PR." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The pair is related, but the verdict is too strong for the evidence. The packet only shows shared file/name similarity and different explicit issue links, with a soft-similarity pairing and no direct indication they address the exact same bug. PR 43656 appears to be a broader annotations/runtime typing cleanup, while PR 43842 is a narrower pydantic-guarded TypeAdapter fix. It\u2019s safer to treat them as adjacent follow-ups rather than confidently mergeable as one bugfix PR." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -19618,8 +19742,8 @@ "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44073", "pull_request:44068|pull_request:44071", - "pull_request:43997|pull_request:44073", "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", "pull_request:44017|pull_request:44071", "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", @@ -19628,7 +19752,7 @@ "pull_request:44056|pull_request:44101", "pull_request:44059|pull_request:44068", "pull_request:44101|pull_request:44161", - "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44017", "pull_request:43997|pull_request:44056", "pull_request:44071|pull_request:44076", "pull_request:44074|pull_request:44101", @@ -19657,12 +19781,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "b501873342cf6c5c52fc6874992cf6984a11fbd8c6124fa49f9da4911bd1a04f", + "prepared_review_unit_hash": "63a601a68db8d2b49688b7193ca4e6c570f18e374c25d68058d31ba034cb0cb1", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84896, + "serialized_chars": 84894, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -19670,345 +19794,339 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75093, - "estimated_input_tokens": 18774, - "estimated_eval_tokens": 37804 + "serialized_chars": 75091, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a batch of model-specific refactors for the new output-tracing/decorator pattern. Most pairs are only thematically similar, not true duplicates. The only clear overlaps are within the GPT-Neo pair and the GPT-J trio, where the same model/file changes appear to be repeated or split across near-identical PRs.", - "confidence": 0.74, + "summary": "This cluster is mostly a set of model-specific refactors for the shared output-tracing migration (#43979), not true duplicates across different architectures. The only clear duplicate groups are the GPT-J/CodeGen subgroup and the GPT-Neo subgroup; the rest should stay separate.", + "confidence": 0.71, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44066 is the strongest representative: it is the earliest clearly issue-linked GPT-J refactor, and it captures the core standardized output-tracing change with the broadest relevant scope.", + "canonical_pr_reason": "44722 is the strongest representative of the GPT-J/CodeGen output-tracing subgroup: it directly implements the standardized decorator path, overlaps heavily with the GPT-J-only follow-up, and appears to be the most consolidated version of that concrete change.", "best_issue_reason": null, - "best_pr_reason": "PR 44066 is the best cluster representative because it has the clearest linkage to the shared work and best reflects the central GPT-J output-tracing refactor; the other PRs are either model-specific siblings or narrower variants.", + "best_pr_reason": "44722 is the best single PR in this cluster because it cleanly captures one concrete code-path refactor with strong overlap to other near-duplicate GPT-J/CodeGen patches, while the rest of the cluster spans different model families and should not be merged together.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model/code path; same output-tracing theme is too broad to treat as a duplicate." + "reason": "Different model families (FNet/CVT vs GPT-J); same tracking issue and similar refactor pattern are not enough to make this the same concrete change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and implementations; only the refactor style matches." + "reason": "Unrelated model implementations (FNet/CVT vs DeBERTa) that happen to use the same output-tracing migration pattern." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor on the same core code path; these look like overlapping versions of the same change." + "reason": "Both are GPT-J output-tracing refactors on the same code path, with the same decorator/capture_outputs migration and overlapping file changes." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different models (RegNet vs EfficientNet); same standardized-tracing theme only." + "reason": "ResNet/RegNet/RT-DETR refactor versus EfficientNet refactor; same broad migration theme, but not the same concrete bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and different code paths; not the same fix." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model-specific migrations." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; unrelated concrete code paths." + "reason": "GPT-J/CodeGen versus EfficientNet; only the shared issue target is common." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "Different models; same initiative but not the same underlying bug/change." + "reason": "MobileNetV2 and DeBERTa are unrelated implementations; this is only a shared refactor style." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different model code paths; only the standardized output-tracing pattern is shared." + "reason": "GPT-J/CodeGen output tracing versus MGP-STR output tracing; different model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen refactor and MPT refactor are unrelated concrete changes." + "reason": "GPT-J/CodeGen and MPT are separate model implementations, so these are not the same underlying fix." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo file and same decorator-based output-tracing refactor; these appear to be duplicate/overlapping implementations." + "reason": "Both PRs refactor GPT-Neo output tracing on the same model/code path and are plausible duplicates/iterations of the same change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; same broad theme but different code paths." + "reason": "GPT-Neo is a different model than GPT-J/CodeGen; shared output-tracing infrastructure alone is insufficient." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; same output-tracing theme only." + "reason": "GPT-J/CodeGen versus GPT-Neo; same infrastructure goal, different concrete model change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J are different models with unrelated code changes." + "reason": "ResNet refactor versus GPT-J/CodeGen refactor; unrelated code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J are different concrete implementations." + "reason": "MGP-STR and GPT-J/CodeGen are different models with different forward paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; no shared concrete bug or code path." + "reason": "ResNet versus GPT-J; not the same bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet refactors are model-specific and independent." + "reason": "GPT-Neo and ResNet are unrelated model migrations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; only the refactor pattern is shared." + "reason": "ResNet and MPT are distinct code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated model implementations." + "reason": "GPT-Neo versus Flaubert; same migration theme, different concrete model behavior." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; same broad tooling change only." + "reason": "GPT-Neo and Flaubert are unrelated implementations." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J are different code paths; not the same change." + "reason": "GPT-Neo versus GPT-J/CodeGen; they share a migration approach but not the same underlying change." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J are unrelated model refactors." + "reason": "MPT and GPT-J/CodeGen are different model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J; no shared concrete implementation." + "reason": "GPT-Neo versus GPT-J; different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR; same refactor family, different code paths." + "reason": "GPT-Neo versus MGP-STR; not the same concrete fix." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are separate model-specific changes." - }, - { - "left": "pull_request:44098", - "right": "pull_request:44101", - "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated models." + "reason": "GPT-Neo and MGP-STR are unrelated model implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are different concrete changes." + "reason": "GPT-2 versus MGP-STR; same refactor style, different code paths." }, { - "left": "pull_request:44071", + "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "MPT and MGP-STR are separate model refactors." + "reason": "GPT-J versus MGP-STR; different underlying behavior." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "GPT2 vs GPT-J/CodeGen; same style, different code path." + "reason": "ViLT and Flaubert/XLM are unrelated models." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44019", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs MPT; not the same underlying change." + "reason": "ResNet versus GPT-J/CodeGen; not the same concrete bug/change." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT2 and MPT are unrelated concrete implementations." + "reason": "GPT-2 and MPT are different model code paths." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-J vs MGP-STR; shared output-tracing theme is too broad." + "reason": "VisualBERT and Flaubert/XLM are different model implementations." }, { - "left": "pull_request:44085", + "left": "pull_request:44017", "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J output-tracing refactor on the same model file; 44722 looks like a closely related variant of the same change." + "accept": false, + "reason": "SegFormer refactor is unrelated to GPT-J/CodeGen." }, { - "left": "pull_request:44017", + "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J are different model paths." + "reason": "MGP-STR and GPT-J/CodeGen are not the same underlying change." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44019", + "right": "pull_request:44085", "accept": false, - "reason": "Segformer vs LongT5; only the refactor mechanism overlaps." + "reason": "ResNet and GPT-J are different model paths." }, { "left": "pull_request:44017", - "right": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "Segformer and VisualBERT are different models and changes." + "reason": "SegFormer and LongT5 are unrelated; only the migration pattern is shared." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs VisualBERT; unrelated concrete code paths." + "reason": "VisualBERT and LongT5 are different model families." }, { - "left": "pull_request:44073", + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "VisualBERT and Flaubert/XLM are separate model implementations." + "reason": "TextNet and Flaubert are unrelated refactors." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet vs Flaubert/XLM; no shared fix beyond the common refactor style." + "reason": "RegNet/ResNet-family output tracing versus VisualBERT; different code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44076", + "right": "pull_request:44101", "accept": false, - "reason": "GPT2 vs GPT-Neo; same theme, different model code paths." + "reason": "ImageGPT and Flaubert/XLM are unrelated model changes." }, { - "left": "pull_request:44056", + "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated model implementations." + "reason": "Flaubert/XLM and LongT5 are different model implementations." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44017", "accept": false, - "reason": "RegNet vs GPT-Neo; not the same underlying bug/change." + "reason": "RegNet/ResNet-family refactor versus SegFormer; not the same concrete change." }, { "left": "pull_request:43997", - "right": "pull_request:44161", - "accept": false, - "reason": "RegNet and LongT5 are different concrete changes." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44161", + "right": "pull_request:44056", "accept": false, - "reason": "TextNet vs LongT5; only the output-tracing modernization is shared." + "reason": "RegNet/ResNet-family refactor versus MPNet; same migration theme, different code paths." }, { - "left": "pull_request:43997", + "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "RegNet and MPT are unrelated model refactors." + "reason": "SqueezeBERT and MPT are unrelated model implementations." }, { "left": "pull_request:44010", - "right": "pull_request:44071", + "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBERT vs MPT; different model code paths." + "reason": "SqueezeBERT and GPT-Neo are different concrete code paths." }, { "left": "pull_request:44010", - "right": "pull_request:44073", + "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and VisualBERT are different concrete implementations." + "reason": "SqueezeBERT and DeBERTa are separate model-specific refactors." }, { - "left": "pull_request:43997", + "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "RegNet vs TextNet; same broad cleanup, different code." + "reason": "DeBERTa and TextNet are unrelated changes." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", - "accept": false, - "reason": "MPT and SpeechT5 are unrelated model paths." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing migration with strong file and implementation overlap; 44722 looks like the consolidated version." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", - "accept": false, - "reason": "SqueezeBERT and GPT-Neo are different models and changes." + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch the GPT-J output-tracing code path and implement the same decorator-based refactor, making them plausible duplicates/iterations." }, { - "left": "pull_request:44056", + "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "MPNet vs SpeechT5; no shared concrete bug/change." + "reason": "GPT-J versus SpeechT5; no shared concrete code-path problem." }, { - "left": "pull_request:43997", + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and ResNet/RegNet/RT-DETR are different model families." + }, + { + "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "RegNet and SpeechT5 are different model code paths." + "reason": "FNet/CVT and SpeechT5 are unrelated model-specific refactors." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 vs SpeechT5; shared refactor style only." + "reason": "DeBERTa and SpeechT5 are different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTaV2 vs VITS; different model implementations." + "reason": "DeBERTa and VITS are unrelated model implementations." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft-edge pairs are all supported by shared files/model paths, and the rejected pairs are framed narrowly enough to avoid overclaiming duplicates. I don\u2019t see a clear overstatement that would justify rejection." + "feedback": "The summary stays grounded in the packet and remains conservative about cross-model pairs. The only accepted soft-edge groups are the ones that plausibly look like same-model iterations (GPT-J/CodeGen and GPT-Neo), and the rejected pairs are mostly justified by distinct model families or code paths. Canonical PR choice 44722 is also supported by the evidence as the most consolidated GPT-J/CodeGen representative." }, "evaluator_used": true, "retried": false, @@ -20046,12 +20164,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "7aa1cbcae747d61ca6bf84250cd565ea15b4f1f0062c1981b571447d9b248550", + "prepared_review_unit_hash": "5ec88645481037ed7f5715ceb8c61bc7f6d8d66550fd825a32e48308aae79900", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84896, + "serialized_chars": 84894, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -20068,48 +20186,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of model-specific PRs refactoring output tracing to the new standardized capture/decorator flow. They share the same broad theme, but each touches a different model and code path, so they should not be merged together as duplicates.", - "confidence": 0.88, + "summary": "These PRs all follow the same general theme\u2014migrating model outputs to a standardized capture/output-tracing pattern\u2014but they are model-specific refactors, not duplicate fixes for the same underlying bug or change. I would not collapse any of the soft edges.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44129 is the best canonical representative: it has the clearest, focused refactor, an explicit issue target, and appears to make a concrete output-tracing change in one model rather than a broad umbrella cleanup.", + "canonical_pr_reason": "No single canonical PR stands out as a duplicate representative: each PR targets a different model/code path, so they are separate changes rather than one shared fix.", "best_issue_reason": null, - "best_pr_reason": "PR #44129 is the strongest standalone PR in this cluster because it is self-contained, issue-linked, and clearly scoped to one concrete implementation path.", + "best_pr_reason": "PR 44129 is the best standalone representative of the theme because it has an explicit issue target and a focused, model-specific implementation, but it still is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are standardized-output refactors, but they target different models (FocalNet vs ImageGPT) and different forward paths. Same theme, not the same underlying change." + "reason": "Both are output-tracing refactors, but for different models (FocalNet vs ImageGPT) and different code paths; not the same underlying change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model implementations. These are parallel refactors, not one shared bug fix or mergeable PR." + "reason": "Same refactor pattern, but VisualBert and TextNet are separate model implementations with distinct forward paths." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet output-tracing changes and VisualBert output-tracing changes affect different model code paths, so they are not duplicates." + "reason": "Both modernize output handling, but MPNet and VisualBert are different model-specific refactors, not one fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are unrelated concrete implementations; the overlap is only the general decorator/capture_outputs migration." + "reason": "Different models and different implementation details; they share a theme but not the same concrete code-path change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are different model-specific refactors. They share a migration style, not the same bug or change." + "reason": "RegNet and SqueezeBert are separate model refactors; the shared output-tracing motif is too broad to treat as duplicate." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 changes are in different model code paths and are not the same underlying fix, despite both involving output collection refactors." + "reason": "SqueezeBert and SpeechT5 are different model code paths; SpeechT5 also has an explicit issue target, indicating a separate task rather than a duplicate." } ] }, @@ -20188,12 +20306,12 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "152051c000056962c20695e598c220a19063c9f02826b8746584891c2ad647f5", + "prepared_review_unit_hash": "26e513d78dadfa31d9f522b1890a39c9863d1506911007fa15a0fb55a87457f5", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39779, + "serialized_chars": 39780, "estimated_input_tokens": 9945, "estimated_eval_tokens": 20146 }, @@ -20201,7 +20319,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39779, + "serialized_chars": 39780, "estimated_input_tokens": 9945, "estimated_eval_tokens": 20146 }, @@ -20210,240 +20328,252 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all same-theme output-tracing refactors, but they target different model families and code paths, so they are not duplicates of one another.", - "confidence": 0.93, + "summary": "This cluster is a set of model-specific output-tracing refactors, not duplicates of one concrete bug or feature change. The PRs mostly share a migration pattern (`can_return_tuple`, output capturing, signature cleanup), but they target different model implementations and code paths.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifacts are present. As a representative PR, #44003 is the strongest cluster anchor because it makes a broader output-tracing change across two closely related Mamba-family files and is more central than the single-model wrapper refactors.", + "canonical_pr_reason": "PR 44003 is the best representative of the cluster theme: it applies the output-tracing refactor within a closely related model family and introduces the recording/capture plumbing, making it more central than the smaller one-file variants.", "best_issue_reason": null, - "best_pr_reason": "#44003 is the best representative of the set: it touches the core Mamba/FalconMamba code path and introduces the new output-capturing pattern more substantially than the smaller single-model wrapper updates.", + "best_pr_reason": "PR 44003 is a strong standalone exemplar of this refactor pattern because it is self-contained, concrete, and spans two tightly related model files without being just a trivial signature tweak.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (timm_backbone vs upernet); same refactor theme is not enough to treat them as the same change." + "reason": "Different model code paths (`timm_backbone` vs `upernet`); same refactor style only, not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures and files (timm_backbone vs vision_text_dual_encoder); these are separate model-specific refactors." + "reason": "Different models and outputs (`timm_backbone` vs `vision_text_dual_encoder`); too broad a similarity to treat as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different code paths in different model families (timm_backbone vs univnet); not the same underlying bug or change." + "reason": "`timm_backbone` and `univnet` are unrelated implementations; they share only the generic output-tracing migration pattern." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Both are output-tracing refactors, but they affect different model families and implementations; not a single mergeable PR." + "reason": "Different families (`timm_backbone` vs `mamba/falcon_mamba`); not the same concrete bug or fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and codegen are unrelated code paths; shared output-tracing wording is too broad." + "reason": "`timm_backbone` and `codegen` touch unrelated forward paths; similar refactor intent is not enough." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (timm_backbone vs rwkv) and different runtime behavior changes; not duplicates." + "reason": "`timm_backbone` vs `rwkv` are separate model implementations with different output plumbing." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model implementations; these are separate refactors." + "reason": "`mobilenet_v1` and `univnet` are unrelated model paths; the overlap is only the output-tracing refactor pattern." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "MobileNetV1 versus UperNet: different model code paths and different output handling changes." + "reason": "Different model subsystems (`mobilenet_v1` vs `upernet`); not one shared code-path bug." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different families (MobileNetV1 vs DepthAnything); similar refactoring pattern does not make them duplicates." + "reason": "`mobilenet_v1` and `depth_anything` are separate models; no evidence of a shared concrete defect." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 and VisionEncoderDecoder are unrelated changes in separate model stacks." + "reason": "Different encoder-decoder and CNN model code paths; same migration theme only." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and SpeechEncoderDecoder are different code paths; not the same concrete fix." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated implementations; not mergeable as one fix." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "VisionTextDualEncoder and UnivNet fix different models and outputs; not a single underlying change." + "reason": "`vision_text_dual_encoder` and `univnet` are different model families; similarity is limited to output tracing cleanup." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and different forward signatures; too broad to merge as duplicates." + "reason": "Different model code paths (`vision_text_dual_encoder` vs `upernet`); no shared underlying bug." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "VisionTextDualEncoder and Mamba/FalconMamba are distinct code paths; not the same bug or change." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "VisionTextDualEncoder and CodeGen are separate implementations; only the refactor theme matches." + "reason": "These touch unrelated forward implementations; the commonality is only the refactor pattern." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families (VisionTextDualEncoder vs DepthAnything); not a duplicate PR." + "reason": "`vision_text_dual_encoder` and `depth_anything` are separate model stacks; not the same concrete change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated model implementations with separate output-tracing adjustments." + "reason": "`univnet` and `upernet` are different domains and code paths; no duplicate bug evidence." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different code paths in different model families; same broad refactor idea is insufficient." + "reason": "Different model families (`univnet` vs `mamba/falcon_mamba`); too generic to merge." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet and DepthAnything are separate models; these are not the same concrete change." + "reason": "`univnet` and `depth_anything` are unrelated implementations; same cleanup motif only." }, { "left": "pull_request:44002", - "right": "pull_request:44003", + "right": "pull_request:44029", "accept": false, - "reason": "UperNet and Mamba/FalconMamba are unrelated model stacks; not duplicates." + "reason": "`upernet` and `rwkv` are separate model code paths; no evidence they fix the same issue." }, { "left": "pull_request:44002", - "right": "pull_request:44004", + "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files (UperNet vs CodeGen); no shared concrete bug." + "reason": "Different model families and APIs; they share only a broad refactor intent." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Both mention output tracing, but Mamba/FalconMamba and CodeGen are distinct code paths and changes." + "reason": "`mamba/falcon_mamba` and `codegen` are unrelated model implementations; not the same fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and CodeGen are different model implementations; not the same underlying fix." + "reason": "Different code paths and model types (`timm_backbone` vs `codegen`); only the output-tracing migration is shared." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are unrelated models; not a single underlying bug/change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` differ in both architecture and output handling; no mergeable duplicate here." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are different code paths; same refactor theme is insufficient." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are different model families and separate refactors." + "reason": "`depth_anything` and `vision_encoder_decoder` are unrelated model families; not the same concrete bug or change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "DepthAnything and SpeechEncoderDecoder are unrelated code paths; not a duplicate." + "reason": "Different target models (`depth_anything` vs `speech_encoder_decoder`); no shared code-path fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything and SuperPoint target different models and output conventions; separate changes." + "reason": "`depth_anything` and `superpoint` are separate implementations; the overlap is only generic output tracing." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "DepthAnything and RWKV are unrelated implementations; same refactor theme is too broad." + "reason": "`depth_anything` and `rwkv` are unrelated model families; not the same underlying issue." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR are separate model stacks with different forward behavior." + "reason": "`depth_anything` and `dpr` affect different model stacks; no evidence of one bug." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are sibling wrappers but still separate model code paths and PRs." + "reason": "`vision_encoder_decoder` and `rwkv` are not the same code path; this is only a shared refactor style." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different models (VisionEncoderDecoder vs SuperPoint); not the same code change." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are different wrappers with different forward behavior; not a duplicate." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated model implementations." + "reason": "`vision_encoder_decoder` and `superpoint` are unrelated models; no shared concrete fix." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR touch different wrapper code and output behavior." + "reason": "Different model families (`vision_encoder_decoder` vs `dpr`); same theme, not same bug." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are different model families with different output handling." + "reason": "`speech_encoder_decoder` and `superpoint` are separate implementations with distinct output paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder and RWKV are unrelated; not the same fix." + "reason": "`speech_encoder_decoder` and `rwkv` are unrelated code paths; not mergeable as one fix." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are distinct code paths and change scopes." + "reason": "Different models (`speech_encoder_decoder` vs `dpr`); no evidence of the same underlying defect." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are different model implementations; no duplicate evidence." + "reason": "`superpoint` and `rwkv` are unrelated model implementations; similarity is only superficial." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are separate model-specific changes, not one underlying bug." + "reason": "`superpoint` and `dpr` target different code paths and outputs; not the same concrete change." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated model stacks; similar output-tracing work does not make them duplicates." + "reason": "`rwkv` and `dpr` are distinct models; no shared bug or jointly mergeable PR." } ] }, @@ -20473,12 +20603,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "c5ee2ff106d905e2a34d378bb97afd005a91e92bf7804a00429ceffc7b2c3596", + "prepared_review_unit_hash": "984a57d985df5ddca7592da89d5bbe7ce863180c52fe417ebe77962dad9c05f8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -20486,7 +20616,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -20495,18 +20625,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-support PRs that only overlap on shared Transformers scaffolding and docs registration. They target different models, different code paths, and do not look mergeable into one change.", - "confidence": 0.98, + "summary": "Both pull requests are model add-ons, but they implement different models with different code paths: PenguinVL vs Voxtral TTS. The overlap is mostly standard Transformers onboarding boilerplate (docs, auto registries), so they should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44662 is the stronger representative of the cluster: it is a non-draft, more reviewed end-to-end model implementation with broader coverage across config, modeling, processing, tests, and docs.", + "canonical_pr_reason": "PR 45401 is the cleaner representative because it is explicitly tied to issue 45027 and is scoped to a single concrete model integration.", "best_issue_reason": null, - "best_pr_reason": "PR #44662 is the best overall PR representative for this cluster because it is the more mature and complete implementation, with higher review activity and a larger integrated code surface.", + "best_pr_reason": "PR 45401 is the strongest standalone candidate: it has an explicit issue target and a self-contained Voxtral TTS implementation.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different feature targets (PenguinVL vs Voxtral TTS); the overlap is only in shared auto-registration/docs plumbing, not the same underlying bug or change." + "reason": "Different models and different functionality: PenguinVL image/vision support vs Voxtral TTS text-to-speech. Shared registry/doc changes are boilerplate and do not indicate the same underlying change." } ] }, @@ -20540,12 +20670,12 @@ "pull_request:45363|pull_request:46339", "pull_request:45666|pull_request:46339" ], - "prepared_review_unit_hash": "4dfdc3bb2f9a9e7308e23a94413f9033581d681e4ae56f6f7f678cb70c6ee512", + "prepared_review_unit_hash": "0eb83fd3424fbfd299ecbd60a0bf2db46eef355c91fb25f37fe077a80068f0a2", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 9634, + "serialized_chars": 9636, "estimated_input_tokens": 2409, "estimated_eval_tokens": 5074 }, @@ -20553,7 +20683,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 9634, + "serialized_chars": 9636, "estimated_input_tokens": 2409, "estimated_eval_tokens": 5074 }, @@ -20562,36 +20692,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all in the same kernel-fusion feature line, but only the later KernelConfig PRs are close enough to treat as the same change; the standalone Module Fusion API PR looks like a related foundation rather than the same concrete patch.", - "confidence": 0.83, + "summary": "These are three closely related PRs evolving the same kernel-fusion feature, plus one earlier foundational API PR. The latest PR is the best representative for the n-to-1 KernelConfig fusion line, while the standalone Module Fusion API PR is related but not the same change.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46339 is the best representative because it is the most recent and most comprehensive KernelConfig fusion PR, with broader integration/refinement across loading and hub-kernel paths.", + "canonical_pr_reason": "PR #46339 is the most complete and latest iteration of the n-to-1 KernelConfig fusion work, and it touches the same core files as the earlier fusion PRs while presenting the most finalized scope.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46339 is the strongest single PR to keep as canonical for this cluster: it covers the same n-to-1 kernel-fusion feature set as the earlier KernelConfig PRs while also simplifying and extending the implementation.", + "best_pr_reason": "#46339 is the best single PR to represent this cluster because it is the newest, broadest refinement of the same kernel-fusion feature and subsumes the earlier KernelConfig-based fusion work.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related kernel-fusion work, but not the same concrete change: 44979 adds a new Module Fusion API foundation, while 45363 implements n-to-1 fusion via KernelConfig and integration plumbing. Too different to merge as duplicates." + "reason": "Related feature area, but #44979 is a general module-fusion API while #45363 is a specific n-to-1 KernelConfig implementation; they are not the same underlying change and would not merge cleanly as one PR." }, { "left": "pull_request:45363", "right": "pull_request:46339", "accept": true, - "reason": "Same underlying KernelConfig n-to-1 fusion feature and overlapping code paths/files; 46339 reads like a later extension/refinement of 45363 rather than a separate change." + "reason": "Both PRs implement the same concrete n-to-1 KernelConfig kernel-fusion path and share the same core loading/integration files; #46339 looks like a later refinement of the same change set." }, { "left": "pull_request:45666", "right": "pull_request:46339", "accept": true, - "reason": "Both target the same KernelConfig-based n-to-1 kernel fusion work, with overlapping files and the later PR clearly extending/simplifying the same implementation." + "reason": "These are clearly iterations of the same kernel-fusion feature, with overlapping filenames and nearly identical scope around n-to-1 fusion via KernelConfig; they could plausibly be consolidated into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: 44979 is clearly a separate Module Fusion API foundation, while 45363/45666/46339 are all KernelConfig-based n-to-1 fusion PRs with overlapping files and a clear follow-on relationship. The soft-edge decisions are conservative overall, and the pairwise accepts look mergeable into one feature PR. Minor caution: calling 46339 the \"most comprehensive\" is somewhat subjective, but it does not materially overstate the evidence." + "feedback": "Grounded overall. The summary stays within the packet evidence, and the soft-edge decisions are conservative enough: #44979 is reasonably kept separate from the KernelConfig fusion line, while #45363/#45666/#46339 share the same n-to-1 fusion feature area, overlapping files, and sequential titles that support treating them as iterations of one change set." }, "evaluator_used": true, "retried": false, @@ -20618,7 +20748,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "14b0ca198c5f45c909533dc30a8d451ea69e19afabf7437982056c9355853ea0", + "prepared_review_unit_hash": "b7147f8b13daa6087db61daacf5da094e7301dfbde30ba6aa19502086701ca6c", "component_budget": { "node_count": 2, "item_count": 2, @@ -20640,18 +20770,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` for the Mistral tokenizer path, with the same file and same issue target. PR #45317 is the more complete version because it includes tests, but it is still the same underlying fix as #45086.", - "confidence": 0.99, + "summary": "Both PRs fix the same Mistral regex patch AttributeError in `src/transformers/tokenization_utils_tokenizers.py`; the second PR is a superset with added tests and the same explicit issue target.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same code fix as #45086 plus accompanying test coverage, making it the more complete representative of this bug fix.", + "canonical_pr_reason": "PR #45317 is the better canonical PR: it addresses the same concrete `_patch_mistral_regex` AttributeError as #45086, but is more complete because it also adds test coverage and reflects the later, more polished fix.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the strongest standalone PR for the cluster: it fixes the same concrete AttributeError and adds tests, so it is the most suitable representative for the underlying change.", + "best_pr_reason": "PR #45317 is the strongest representative of the cluster because it fixes the same bug as #45086 while including tests and the same code-path change, making it the most complete version of the fix.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug fix in `_patch_mistral_regex` with identical code-path change and shared target issue #45081; the second PR is essentially the same fix plus tests." + "reason": "Same underlying bug in `_patch_mistral_regex`/Mistral regex patching, same changed code path, and the second PR is essentially the same fix with tests added, so they plausibly could be merged into one PR." } ] }, @@ -20681,12 +20811,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "d423eb1607baf760b563fe8adff25252b70dafb3e4579d5a3c3a8688fbb57210", + "prepared_review_unit_hash": "0e0bc715c84611ff7db5987a1a4cca186bb336686ea02e4fdb12c1abbd742ea7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -20694,7 +20824,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -20703,18 +20833,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs concern NemotronH, but they address different layers of the work: one is a narrower refactor/conversion-mapping change, while the other splits NemotronH into dedicated dense/sparse implementations and adds docs/tests. They are related, but not duplicates.", - "confidence": 0.91, + "summary": "These two PRs overlap on NemotronH core files and auto-model wiring, but they are not the same change: #45115 is a narrow refactor/conversion-mapping update, while #45569 is a broader architecture split introducing dedicated NemotronHDense/NemotronHSparse models, docs, and tests.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical candidate because it is the broader, more complete architecture change: it introduces dedicated NemotronH Dense/Sparse variants, updates auto-mappings/docs, and includes test coverage. PR #45115 is a narrower refactor around inheritance/conversion mapping and appears to be a subset or precursor.", + "canonical_pr_reason": "#45569 is the better canonical PR for the cluster because it is the broader, more complete NemotronH-family change and includes the new dense/sparse model split plus supporting docs/tests; #45115 is a narrower precursor-style refactor.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest standalone PR for the underlying change because it covers the full model split and user-facing integration, rather than just conversion/mapping refactors.", + "best_pr_reason": "#45569 is the best representative PR because it covers the larger, final user-visible implementation and supersedes the narrower refactor scope in #45115.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH work, but not the same concrete change: #45115 focuses on refactor/conversion mapping and inheritance, while #45569 implements dedicated dense/sparse model variants plus docs/tests. They could not plausibly be merged as one duplicate PR." + "reason": "Not the same concrete change: #45115 focuses on conversion mapping and inheritance/refactor for NemotronH, while #45569 introduces dedicated NemotronHDense/NemotronHSparse modules, docs, and tests. Shared files are only the common integration points, not evidence of a mergeable single fix." } ] }, @@ -20744,40 +20874,40 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "df6f265f6e2fab5e9fc51798699becbc51993f78823cbccf3df372a8c3963d3e", + "prepared_review_unit_hash": "f7028965b892fdd92b632db9070a269811d51312a012379d6b3f5026f7bc685c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5465, - "estimated_input_tokens": 1367, - "estimated_eval_tokens": 2990 + "serialized_chars": 5464, + "estimated_input_tokens": 1366, + "estimated_eval_tokens": 2988 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5465, - "estimated_input_tokens": 1367, - "estimated_eval_tokens": 2990 + "serialized_chars": 5464, + "estimated_input_tokens": 1366, + "estimated_eval_tokens": 2988 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same heterogeneous-config area, but they are not duplicates: one adds per-layer config plumbing, while the other extends runtime/modeling support on top of that foundation.", - "confidence": 0.83, + "summary": "Two related but distinct PRs: one adds per-layer heterogeneous config support, the other adds broader heterogeneous model/runtime support that builds on it. They overlap in shared config helpers, but they are not the same concrete change.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader, more central change: it implements heterogeneous model support across modeling/cache/masking paths and is the more likely anchor for this cluster.", + "canonical_pr_reason": "PR #45332 is the broader and more complete change, covering heterogeneous model support across cache/modeling/masking code paths in addition to config plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative artifact because it covers the end-to-end feature rather than just the config layer, making it the most informative cluster member.", + "best_pr_reason": "PR #45332 is the best standalone candidate because it subsumes the config work and extends it into the actual model/runtime behavior, making it the more representative end-state change.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but distinct scope: #45333 is config-only plumbing, while #45332 adds the runtime/modeling changes that consume it. They share infrastructure files, but they are not the same concrete code-path change and would not normally be merged as one duplicate PR." + "reason": "#45333 is a narrower config-only prerequisite/subset, while #45332 is a broader heterogeneous model-support PR that happens to include similar config plumbing. They do not look like the same underlying change and should not be merged as duplicates." } ] }, @@ -20807,7 +20937,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "48cde65df54e932950778d18359ab1066515c46706d359c63ad1bab96e0a6fc5", + "prepared_review_unit_hash": "a9a8d2b64d3c58da6af22cc8ede0fa69b396aa0709ad15dfe5cb3b02c4eddd5b", "component_budget": { "node_count": 2, "item_count": 2, @@ -20829,18 +20959,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-focused, but they target different changes: #45415 is a broad type-checking sweep across many modules, while #45425 adds specific typing aliases/protocols and local fixes around modeling_utils/PEFT. They overlap in a few files, but not the same underlying change.", - "confidence": 0.86, + "summary": "Both pull requests are type-checking related, but they address different changes: one is a broad mypy/typing cleanup sweep, the other adds specific typing protocols and helpers for runtime code paths. They are not the same underlying fix and should not be merged as duplicates.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "#45425 is the more concrete, localized typing change; it introduces specific protocols/type aliases and targeted fixes instead of a wide repo-style type-checking sweep.", + "canonical_pr_reason": "PR #45425 is the better canonical PR because it makes a focused, concrete typing-infrastructure change in central modules, whereas #45415 is a broad type-checking sweep across many files with mostly cleanup/configuration work.", "best_issue_reason": null, - "best_pr_reason": "#45425 is the best representative of the cluster because it makes a focused code-level typing adjustment with clear runtime-adjacent impact, whereas #45415 is primarily a broad annotation/ignore pass across many files.", + "best_pr_reason": "PR #45425 is the best representative of the cluster because it targets a specific code-path typing problem and introduces reusable typing abstractions; #45415 is broader and more mechanical.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing theme and a few common files are not enough; #45415 is a broad type-checking cleanup, while #45425 is a narrower PEFT/modeling_utils typing refactor. They do not look like the same concrete bug or change and would not naturally merge into one PR." + "reason": "They overlap on type-checking themes and some files, but #45415 is a wide typing cleanup across many modules while #45425 adds specific typing protocols and annotations for modeling_utils/related code paths. Different scope and not the same concrete change." } ] }, @@ -20870,7 +21000,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "a432aa8aa63d814cc3c0d2dc927933aa6fa6ebd546596fad5e51724b0261bfcb", + "prepared_review_unit_hash": "723012905e0c02dbaf3acd405edf64db0c9755d417f87565adf4817b8c7b928d", "component_budget": { "node_count": 2, "item_count": 2, @@ -20892,18 +21022,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: one fixes Qwen3.5/Qwen3.5-next/Olmo-hybrid cached multi-token forward behavior, while the other fixes Mamba2 use_cache handling for seq_len > 1.", - "confidence": 0.98, + "summary": "Two open PRs, but they address different cached-forward bugs in different model families: one for Qwen3.5/Olmo hybrid linear attention, the other for Mamba2 use_cache with seq_len > 1. The soft similarity is only at the pattern level, not the underlying bug/change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46084 is the clearest canonical representative: it targets one concrete Mamba2 cache-path defect, has an explicit tracking issue, and the diff is narrowly scoped to the seq_len > 1 cached-forward behavior.", "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the better standalone PR in this cluster because it has an explicit issue target and a narrowly scoped fix for one concrete code path.", + "best_pr_reason": "PR #46084 is the best overall fit because it is the most focused and self-contained fix for a single code path, whereas #45513 spans multiple model files and appears to cover a broader family of attention/cache adjustments.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different models and different bugs: PR #45513 addresses GDN linear attention cached forward in Qwen3.5-related models, while PR #46084 fixes Mamba2 cache behavior when seq_len > 1. They are not the same underlying change and would not be merged as one PR." + "reason": "Both concern cached forward paths, but they fix different models and different mechanisms (Qwen3.5/Olmo hybrid GDN linear attention vs. Mamba2 use_cache). The shared theme is too broad to treat as the same underlying bug or mergeable PR." } ] }, @@ -20933,7 +21063,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "62093ff6308250750a8c4ebf2105d5ee72ac02fb8a000c7ae0d5652992e2ebe8", + "prepared_review_unit_hash": "39924d2a17961bb40f4dbdb706cfdc9a11f30aeb19b5c582ac5c1b021db1d329", "component_budget": { "node_count": 2, "item_count": 2, @@ -20955,18 +21085,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert-parallel/distributed model loading, but they fix different concrete failures: 45548 is a ZeRO-3/accelerate serialization/loading compatibility patch, while 45662 fixes expert tensors being overwritten during FSDP2 loading. Shared EP context alone is not enough to treat them as duplicates.", - "confidence": 0.94, + "summary": "Two open PRs both touch expert-parallel loading, but they fix different concrete bugs: one is about EP + DeepSpeed ZeRO-3 / accelerate launch serialization and config handling, the other is about EP + FSDP2 preserving sharded expert parameters during loading. They are related in subsystem, not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "If one PR must represent this cluster, 45662 is the better anchor because it fixes the core parameter materialization/overwrite path; 45548 is a narrower accelerate/ZeRO-3 loading workaround.", + "canonical_pr_reason": "PR #45662 is the better canonical representative for this cluster because it contains the more direct loading/sharding fix in the actual code path where expert parameters were being overwritten, and its bug statement is concrete and self-contained.", "best_issue_reason": null, - "best_pr_reason": "45662 is the most substantial and concrete fix in the cluster: it addresses a specific silent corruption path during distributed loading, with broader code-path impact than 45548.", + "best_pr_reason": "PR #45662 is the strongest standalone candidate: it targets a specific failure mode (rank-0 broadcast overwriting expert weights) with code changes in the loading pipeline, whereas #45548 is a separate accelerate/ZeRO-3 configuration/loading adjustment.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different backend-specific bugs and code paths: ZeRO-3/accelerate loading vs FSDP2 expert overwrite during parameter wrapping." + "reason": "Reject: both concern EP loading, but #45548 fixes distributed_config serialization/has_ep for accelerate+ZeRO-3, while #45662 fixes expert parameters being overwritten during FSDP2 loading. Different code paths and failure modes." } ] }, @@ -20996,12 +21126,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "a36684860bd2c5354157538babc0350de0c6640c4a75e32ef58c71fa056de609", + "prepared_review_unit_hash": "186260e80639210f5eacb5d4b234ca36f3fb22c9576fc17c8e68d2e8b7dc67cd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21009,7 +21139,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21018,18 +21148,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info collision in Transformers testing utilities; PR #45645 is the broader, more complete fix, while #45639 is a narrower subset.", - "confidence": 0.89, + "summary": "Both PRs address the same captured_info/xdist collision problem under the same tracking issue; PR 45645 is the broader, more complete fix and subsumes the core testing_utils change in 45639.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the better canonical PR because it covers the main xdist-safe captured_info fix plus the downstream CI/log handling changes needed to consume multiple per-worker artifact files.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe output-file fix in testing_utils plus the CI workflow adjustment needed to consume multiple captured_info files, so it represents the fuller end-to-end change.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the strongest representative of the cluster: it fixes the concrete collision in the testing code path and also updates the workflow/notification handling so the new artifact layout works end-to-end.", + "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it fixes the underlying xdist collision and also preserves CI debug log collection, whereas 45639 is a narrower subset of the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accept: both PRs target the same underlying captured_info xdist collision in src/transformers/testing_utils.py; #45645 subsumes #45639 with additional CI artifact handling, so they look like duplicate fixes for the same bug." + "reason": "Accepted: both target the same captured_info xdist collision issue and share the same core testing_utils/tests fix; 45645 simply extends it with workflow/log-handling changes, so they are the same underlying change family." } ] }, @@ -21051,48 +21181,56 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45670-2", + "cluster_id": "cluster-45670-3", "nodes": [ "pull_request:45670", - "pull_request:46320" + "pull_request:46320", + "pull_request:46401" ], "soft_pairs": [ - "pull_request:45670|pull_request:46320" + "pull_request:45670|pull_request:46320", + "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "13bf9b5b304e68398b599011dcf478f5ca828ffa66ee336dda60145b64715cd2", + "prepared_review_unit_hash": "3069d642e7ba0f9ed9fb5ffc4a9046e94cf0f3f363ebdefb33aedcb5bf9b63fb", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4431, - "estimated_input_tokens": 1108, - "estimated_eval_tokens": 2472 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7029, + "estimated_input_tokens": 1758, + "estimated_eval_tokens": 3772 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4431, - "estimated_input_tokens": 1108, - "estimated_eval_tokens": 2472 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7029, + "estimated_input_tokens": 1758, + "estimated_eval_tokens": 3772 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one is a small AutoModel registry mapping fix for GLM ASR, while the other adds RecurrentGemma attn_implementation dispatch across model code, conversion mapping, docs, and tests.", - "confidence": 0.98, + "summary": "These PRs are not true duplicates. One is an AutoModel registration tweak for GLM ASR, while the other two add attn_implementation dispatch support for different model families. The RecurrentGemma and BLIP-2 PRs are thematically similar but touch different code paths and would not realistically be merged into one PR.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these target different models and different code paths, so they should not be merged or treated as duplicates.", + "canonical_pr_reason": "PR #46401 is the strongest representative of the cluster: it makes a concrete SDPA dispatch change across the BLIP-2/InstructBLIP family and includes the relevant model/test updates. The others are either unrelated (GLM ASR auto-mapping) or a separate model-family implementation of a similar pattern (RecurrentGemma).", "best_issue_reason": null, - "best_pr_reason": "PR 46320 is the stronger standalone change in this cluster because it is a coherent multi-file implementation for RecurrentGemma, whereas PR 45670 is a narrow registry tweak.", + "best_pr_reason": "PR #46401 is the best standalone PR because it has the clearest, concrete code-path fix with accompanying tests across affected implementations. PR #46320 is similar in theme but for a different model family, and #45670 is unrelated to the attn dispatch work.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different model families and different changes: AutoModel registry entry for GLM ASR versus RecurrentGemma attention-dispatch support. They do not fix the same bug or implement the same change." + "reason": "Different underlying changes: GLM ASR auto-class registration vs. RecurrentGemma attention-dispatch support. They do not fix the same code path and would not be merged as one PR." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both are about attn_implementation dispatch, but they target different model families and different implementations. This is a pattern match, not the same concrete bug/change." } ] }, @@ -21122,40 +21260,40 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "bbb9d8337b1209c10d938c8c437cdbfdd02afdfcfe4b4450cbbfcd7e34827447", + "prepared_review_unit_hash": "22833d5708f97d3ea4e31633e01e793a056bc98774a93608fb555df4abbe5035", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7189, - "estimated_input_tokens": 1798, - "estimated_eval_tokens": 3852 + "serialized_chars": 7187, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7189, - "estimated_input_tokens": 1798, - "estimated_eval_tokens": 3852 + "serialized_chars": 7187, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated linter/modeling-rule PRs: one implements TRF003 tuple-return handling across text/audio models, the other adds TRF016 dead-flag checks for image/video processors. The overlap in shared filenames is incidental to broad Transformers coverage, not the same underlying change.", + "summary": "Two unrelated open PRs: one implements mlinter rule TRF003 across model forward signatures, the other adds modeling rule TRF018 for image/video processor boolean flags. They overlap only in broad transformer model file coverage, not in the underlying change or bug.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46259 is the more self-contained and rule-complete change: it adds a new modeling rule spec and updates many image/video processor implementations to match it.", + "canonical_pr_reason": "PR #45720 is the more concrete code-change PR, while #46259 is primarily a rule/docs expansion with a different target area.", "best_issue_reason": null, - "best_pr_reason": "PR #46259 is the strongest representative of the cluster because it contains the broader, clearer rule introduction and code updates; PR #45720 is a different fix path for a different rule.", + "best_pr_reason": "PR #45720 is the best representative of the cluster because it contains the actual behavioral implementation across model files; #46259 is a separate lint-rule addition.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different lint rules and different bug classes: TRF003 changes model forward tuple/return_dict behavior, while TRF016 enforces consumption of do_* flags in image/video processors. They would not plausibly be merged into one PR." + "reason": "Different lint rules and different code paths: TRF003 changes model forward signatures/return handling, while TRF018 checks processor boolean flag consumption. Shared subsystem/files are not enough to treat them as the same PR." } ] }, @@ -21251,7 +21389,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "c5a531140fc127d455538d85d024e6523f30c6584c01e05e92b7f8fb623a193f", + "prepared_review_unit_hash": "4f72dd278fe838412cc400c7d30806c57073a645e8c1405b41aecf3ab23f47a8", "component_budget": { "node_count": 2, "item_count": 2, @@ -21273,8 +21411,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated and should not be clustered as duplicates: one is a grafana/testing workflow and model patch PR, the other is a deliberate test migration PR that injects failing assertions in ViT tests.", - "confidence": 0.98, + "summary": "These are two unrelated do-not-merge PRs: one is a broad testing/telemetry workflow and model-file change set, the other is a ViT test-migration PR that injects failing assertions. They should not be treated as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -21284,7 +21422,7 @@ "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different underlying changes and code paths: PR 45932 touches CI/workflow secrets plus several model files, while PR 46100 only modifies ViT tests with intentional failures. They are not mergeable as one fix and share only broad test-related context." + "reason": "They do not fix the same concrete problem or code path. PR 45932 touches workflow secrets and multiple model implementations, while PR 46100 only edits a ViT test file to add intentional failures. They would not plausibly be merged as one PR." } ] }, @@ -21317,7 +21455,7 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "f7eadf7eca7392b5e504b02a0e0f61adcef46a09ae71ad186c0b2847ec09d427", + "prepared_review_unit_hash": "d1b8d484d4ef4cc515377ac44df33eeccdc68eb3bc327c1897ce3290544373e0", "component_budget": { "node_count": 3, "item_count": 3, @@ -21339,30 +21477,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate PRs adding SDPA dispatch support to different model families. They share a theme, but they are not the same underlying change and should not be deduplicated together.", + "summary": "All three PRs are related to SDPA attention dispatch support, but they target different model families and code paths, so they should not be deduplicated into one change.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR exists here; #46196 is the broadest representative because it covers multiple model families and includes the most extensive code/test changes.", + "canonical_pr_reason": "PR #46196 is the broadest representative of this rollout, covering multiple model families and corresponding tests/docs, so it best captures the cluster theme.", "best_issue_reason": null, - "best_pr_reason": "#46196 is the best cluster representative because it has the widest scope and the strongest implementation/test coverage for the shared SDPA-dispatch theme.", + "best_pr_reason": "PR #46196 is the most comprehensive and representative SDPA-dispatch implementation in the set.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Different model implementations (CTRL vs T5) and different code paths; same feature area but not the same fix." + "reason": "Both are SDPA dispatch support PRs, but one is for CTRL and the other for T5; they touch different model implementations and are not the same concrete fix." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "CTRL SDPA support is separate from the wav2vec2/seamless model families; too different to merge as one PR." + "reason": "These cover different model families and code paths (CTRL vs wav2vec2_conformer/bert and SeamlessM4T/v2), so they are not mergeable as one PR." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 SDPA dispatch is a distinct code path from wav2vec2_conformer/bert and SeamlessM4T/v2; shared goal only, not one concrete bug/change." + "reason": "T5 SDPA dispatch is a separate model-specific change from the multi-model wav2vec2/SeamlessM4T dispatch work." } ] }, @@ -21392,12 +21530,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "8d2f9232d3dac9cac2a4cee2b80978a77405868892441a3d2943dc60dacd7207", + "prepared_review_unit_hash": "4c0d1603df0357fe93ee282237c4ee328004f9a3451a06f75427ef2239976fa8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5570, + "serialized_chars": 5572, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21405,7 +21543,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5570, + "serialized_chars": 5572, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21414,18 +21552,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs overlap in distributed/parallelism files, but they are not the same change: one is a focused EP + trainer integration, the other is a broad distributed branch base with FSDP/CI and many unrelated edits.", - "confidence": 0.92, + "summary": "These are both large distributed-integration PRs, but they are not the same change: one is a focused EP/Trainer integration patch, while the other is a broad distributed branch base touching FSDP, tensor parallel, integrations, and multiple models. Shared filenames alone aren\u2019t enough to treat them as duplicates.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical duplicate PR here. If one must be chosen as the cluster representative, PR #46269 is the broader umbrella branch; PR #46126 is a narrower follow-up focused on EP routing/trainer integration.", + "canonical_pr_reason": "PR #46269 is the broader, more central distributed-branch base with wider architectural scope and many touched subsystems, making it the better canonical anchor for this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the cleaner, more self-contained change set for the specific EP routing/trainer feature, while PR #46269 is a large base branch spanning many unrelated distributed subsystems and CI updates.", + "best_pr_reason": "PR #46126 is the more concrete and narrowly defined change set, centered on EP + Trainer integration, so it is the cleaner standalone PR if a specific implementation example is needed.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared files alone are not enough: #46126 adds RouterParallel and trainer integration for expert-parallel routing, while #46269 is a broad distributed branch base with FSDP, CI, and multiple integration/model changes. They do not appear to fix the same concrete code-path problem and would not plausibly merge as one PR." + "reason": "Different underlying work: #46126 adds RouterParallel/EP routing and Trainer integration, while #46269 is a broad distributed branch base with FSDP CI and many unrelated distributed/model updates. They do not look mergeable into one PR without collapsing distinct feature streams." } ] }, @@ -21455,7 +21593,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "434ed4e43974661036ce6dae6557608c847f2f222e8cd9dab2e79fdf8a1258e5", + "prepared_review_unit_hash": "4a11209dd233e92ac470c6931e5f867f438ea44869ec38a8b6c51bf9bfb23d29", "component_budget": { "node_count": 2, "item_count": 2, @@ -21477,18 +21615,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs replace open()-based source reading, but they fix different code paths in different modules: import_utils resource resolution vs. modeling_utils attention-implementation detection. They are related in theme, not the same underlying change.", - "confidence": 0.95, + "summary": "Two open PRs with a similar theme of avoiding direct file-open source inspection, but they target different modules and different code paths: one in import_utils for package self-source resolution, the other in modeling_utils for attention-implementation detection. They are not the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the better representative of the cluster\u2019s source-reading bugfix theme: it targets a specific modeling_utils code path and includes tests, while 46152 is a separate import_utils resource-handling change.", + "canonical_pr_reason": "No canonical PR stands out as a duplicate of the other; they fix different functions in different files, so neither can serve as a cluster-wide canonical for the pair.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the strongest standalone fix here because it is narrowly scoped to _can_set_attn_implementation and directly addresses the bug with test coverage.", + "best_pr_reason": "PR #46207 is the stronger standalone candidate because it targets a concrete behavior in _can_set_attn_implementation and includes tests, making the change easier to validate than the more internal helper refactor in PR #46152.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Different bugs and code paths: 46152 changes import_utils traversable/resource resolution, while 46207 changes modeling_utils source inspection for attention implementation. Same broad theme, but not mergeable as one PR." + "reason": "Both avoid open() for source reading, but they affect different subsystems and distinct code paths with no shared concrete bug or mergeable unified patch." } ] }, @@ -21523,58 +21661,58 @@ "pull_request:46362|pull_request:46368", "pull_request:46362|pull_request:46366" ], - "prepared_review_unit_hash": "b1b7302eff326a38fa31c9a555c11e8bc3a70b2bd2ab35d36b03ddaaa35a866c", + "prepared_review_unit_hash": "b504d55d0c83dfc1ab3fa49402a5b81a4271d917d34f388f9fccdd8cc3aa735a", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 8224, - "estimated_input_tokens": 2056, - "estimated_eval_tokens": 4368 + "serialized_chars": 8226, + "estimated_input_tokens": 2057, + "estimated_eval_tokens": 4370 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 8224, - "estimated_input_tokens": 2056, - "estimated_eval_tokens": 4368 + "serialized_chars": 8226, + "estimated_input_tokens": 2057, + "estimated_eval_tokens": 4370 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly independent test-maintenance PRs. Two DeepSeek/Nemotron PRs both add quant-cache skips, but they target different model-specific cache incompatibilities, while the other PRs address unrelated test setup or backend selection issues.", - "confidence": 0.82, + "summary": "These PRs are mostly unrelated test-only fixes across different models; the two quant-cache skips look similar superficially but target different model-specific cache implementations, so they should not be merged as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is present. If one PR must represent the set, 46366 is the strongest standalone change because it fixes a concrete distributed-test backend-selection problem rather than only skipping a test.", + "canonical_pr_reason": "46362 is the clearest representative of the cluster\u2019s one recurring theme: a minimal, explicit skip for an incompatible quant-cache test in a specific model test file.", "best_issue_reason": null, - "best_pr_reason": "PR 46366 is the most substantive and clearly scoped fix in the group: it adds CUDA/XPU selection and explicit failure handling for the distributed worker. The others are narrower model-specific test skips or parameter tweaks.", + "best_pr_reason": "46362 is the most self-contained and easy-to-review change: it directly documents and skips one incompatible test without introducing broader test-environment behavior changes.", "soft_edge_verdicts": [ { "left": "pull_request:46337", "right": "pull_request:46368", "accept": false, - "reason": "Both are test-related, but 46337 changes Cohere2 MoE test parameters and thresholds for accelerate placement, while 46368 only skips a NemotronH quant-cache test. Different model, different failure mode, not one mergeable fix." + "reason": "Different models and different fixes: cohere2_moe adjusts test configuration for accelerate splitting, while nemotron_h only skips a quant-cache test. Same broad test area, but not the same underlying bug." }, { "left": "pull_request:46337", "right": "pull_request:46362", "accept": false, - "reason": "46337 is about making Cohere2 MoE offload/parallelism tests workable; 46362 is a DeepSeek V4 quant-cache test skip. They do not address the same code-path bug." + "reason": "These address unrelated test issues in different model families; one changes MoE test sizing, the other skips a DeepSeek V4 quant-cache test." }, { "left": "pull_request:46362", "right": "pull_request:46368", "accept": false, - "reason": "Both skip quant-cache tests, but they are model-specific compatibility issues in different architectures. Too generic to treat as the same underlying bug or a single PR." + "reason": "Both skip a similarly named test, but the failures are model-specific and stem from different cache implementations. They are not the same concrete code-path problem and would not be merged into one PR." }, { "left": "pull_request:46362", "right": "pull_request:46366", "accept": false, - "reason": "46362 skips one DeepSeek V4 test due to QuantizedCache incompatibility; 46366 changes distributed-worker accelerator detection to support XPU. Different behavior and different fix." + "reason": "DeepSeek V4 quant-cache skipping and XPU/distributed-worker support are different code paths with different goals; they are not duplicate fixes." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 5838dec437a856dabf817a6e93d0b8be80fe2a92..c0fb7d8edc65af923c46800a70e8bfa7d3476089 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260604t060113z", + "analysis_id": "hybrid-model-20260604t120021z", "archived_artifacts": { - "hybrid": "snapshots/20260604T060113Z/analysis-runs/hybrid-model-20260604t060113z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260604T060113Z/analysis-runs/hybrid-model-20260604t060113z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260604T120021Z/analysis-runs/hybrid-model-20260604t120021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260604T120021Z/analysis-runs/hybrid-model-20260604t120021z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-04T06:11:10Z", + "published_at": "2026-06-04T12:10:14Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260604T060113Z", + "snapshot_id": "20260604T120021Z", "variant": "hybrid" } diff --git a/snapshots/20260604T120021Z/analysis-runs/hybrid-model-20260604t120021z/analysis-report-hybrid.json b/snapshots/20260604T120021Z/analysis-runs/hybrid-model-20260604t120021z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..27da2a18f1aeab619fdaa58f43db094d27d32768 --- /dev/null +++ b/snapshots/20260604T120021Z/analysis-runs/hybrid-model-20260604t120021z/analysis-report-hybrid.json @@ -0,0 +1,2365 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260604T120021Z", + "generated_at": "2026-06-04T12:10:12Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.404, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.442, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.263, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.286, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44085, + "code_similarity": 0.137, + "size_similarity": 0.387, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44129, + "code_similarity": 0.074, + "size_similarity": 0.195, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.231, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44154, + "code_similarity": 0.175, + "size_similarity": 0.566, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.414, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.272, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.289, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44154, + "code_similarity": 0.099, + "size_similarity": 0.344, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.247, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.255, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45363-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46339, + "issue_numbers": [], + "pr_numbers": [ + 45363, + 45666, + 46339 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45363, + "right_pr_number": 45666, + "code_similarity": 0.392, + "size_similarity": 0.298, + "file_overlap": 0.571, + "area_overlap": 0.329, + "patch_similarity": 0.306, + "shared_filenames": [ + "fused_qwen_example.py", + "src/transformers/integrations/__init__.py", + "src/transformers/integrations/hub_kernels.py", + "src/transformers/modeling_utils.py" + ], + "shared_file_areas": [ + { + "filename": "fused_qwen_example.py", + "left_ranges": [ + [ + 1, + 30 + ] + ], + "right_ranges": [ + [ + 1, + 49 + ] + ] + }, + { + "filename": "src/transformers/integrations/__init__.py", + "left_ranges": [ + [ + 67, + 81 + ], + [ + 226, + 240 + ] + ], + "right_ranges": [ + [ + 67, + 73 + ], + [ + 222, + 228 + ] + ] + }, + { + "filename": "src/transformers/integrations/hub_kernels.py", + "left_ranges": [ + [ + 11, + 17 + ], + [ + 22, + 35 + ], + [ + 505, + 716 + ] + ], + "right_ranges": [ + [ + 11, + 53 + ], + [ + 286, + 295 + ], + [ + 521, + 1077 + ] + ] + }, + { + "filename": "src/transformers/modeling_utils.py", + "left_ranges": [ + [ + 3738, + 3747 + ] + ], + "right_ranges": [ + [ + 1330, + 1338 + ], + [ + 3763, + 3789 + ], + [ + 4223, + 4234 + ], + [ + 4628, + 4641 + ] + ] + } + ] + }, + { + "left_pr_number": 45363, + "right_pr_number": 46339, + "code_similarity": 0.504, + "size_similarity": 0.842, + "file_overlap": 0.286, + "area_overlap": 0.591, + "patch_similarity": 0.291, + "shared_filenames": [ + "src/transformers/integrations/hub_kernels.py", + "src/transformers/modeling_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/hub_kernels.py", + "left_ranges": [ + [ + 11, + 17 + ], + [ + 22, + 35 + ], + [ + 505, + 716 + ] + ], + "right_ranges": [ + [ + 14, + 51 + ], + [ + 284, + 293 + ], + [ + 520, + 744 + ] + ] + }, + { + "filename": "src/transformers/modeling_utils.py", + "left_ranges": [ + [ + 3738, + 3747 + ] + ], + "right_ranges": [ + [ + 1346, + 1354 + ], + [ + 3785, + 3811 + ], + [ + 4245, + 4257 + ], + [ + 4651, + 4664 + ] + ] + } + ] + }, + { + "left_pr_number": 45666, + "right_pr_number": 46339, + "code_similarity": 0.423, + "size_similarity": 0.354, + "file_overlap": 0.667, + "area_overlap": 0.283, + "patch_similarity": 0.356, + "shared_filenames": [ + "src/transformers/core_model_loading.py", + "src/transformers/integrations/hub_kernels.py", + "src/transformers/modeling_utils.py", + "tests/kernels/test_kernels.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/core_model_loading.py", + "left_ranges": [ + [ + 19, + 25 + ], + [ + 80, + 86 + ] + ], + "right_ranges": [ + [ + 19, + 25 + ], + [ + 80, + 86 + ] + ] + }, + { + "filename": "src/transformers/integrations/hub_kernels.py", + "left_ranges": [ + [ + 11, + 53 + ], + [ + 286, + 295 + ], + [ + 521, + 1077 + ] + ], + "right_ranges": [ + [ + 14, + 51 + ], + [ + 284, + 293 + ], + [ + 520, + 744 + ] + ] + }, + { + "filename": "src/transformers/modeling_utils.py", + "left_ranges": [ + [ + 1330, + 1338 + ], + [ + 3763, + 3789 + ], + [ + 4223, + 4234 + ], + [ + 4628, + 4641 + ] + ], + "right_ranges": [ + [ + 1346, + 1354 + ], + [ + 3785, + 3811 + ], + [ + 4245, + 4257 + ], + [ + 4651, + 4664 + ] + ] + }, + { + "filename": "tests/kernels/test_kernels.py", + "left_ranges": [ + [ + 19, + 54 + ], + [ + 228, + 281 + ], + [ + 294, + 317 + ], + [ + 605, + 995 + ] + ], + "right_ranges": [ + [ + 21, + 28 + ], + [ + 33, + 39 + ], + [ + 90, + 103 + ], + [ + 217, + 301 + ], + [ + 314, + 337 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-41115-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41115.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41115, + "canonical_pr_number": 45613, + "issue_numbers": [ + 41115 + ], + "pr_numbers": [ + 41116, + 45613 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41116, + "right_pr_number": 45613, + "code_similarity": 0.797, + "size_similarity": 0.885, + "file_overlap": 0.75, + "area_overlap": 0.831, + "patch_similarity": 0.693, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "docs/source/en/model_doc/minicpm3.md", + "src/transformers/models/auto/modeling_auto.py", + "src/transformers/models/minicpm3/__init__.py", + "src/transformers/models/minicpm3/configuration_minicpm3.py", + "src/transformers/models/minicpm3/modeling_minicpm3.py", + "src/transformers/models/minicpm3/modular_minicpm3.py", + "tests/models/minicpm3/__init__.py", + "tests/models/minicpm3/test_modeling_minicpm3.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 713, + 720 + ] + ], + "right_ranges": [ + [ + 730, + 737 + ] + ] + }, + { + "filename": "docs/source/en/model_doc/minicpm3.md", + "left_ranges": [ + [ + 1, + 67 + ] + ], + "right_ranges": [ + [ + 1, + 45 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 285, + 291 + ], + [ + 700, + 706 + ], + [ + 1298, + 1304 + ] + ], + "right_ranges": [ + [ + 720, + 726 + ], + [ + 1331, + 1337 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/__init__.py", + "left_ranges": [ + [ + 1, + 29 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/configuration_minicpm3.py", + "left_ranges": [ + [ + 1, + 141 + ] + ], + "right_ranges": [ + [ + 1, + 126 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 544 + ] + ], + "right_ranges": [ + [ + 1, + 522 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modular_minicpm3.py", + "left_ranges": [ + [ + 1, + 444 + ] + ], + "right_ranges": [ + [ + 1, + 342 + ] + ] + }, + { + "filename": "tests/models/minicpm3/test_modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 109 + ] + ], + "right_ranges": [ + [ + 1, + 136 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], + "pr_numbers": [ + 45639, + 45645 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.494, + "size_similarity": 0.619, + "file_overlap": 0.5, + "area_overlap": 0.434, + "patch_similarity": 0.451, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3595, + 3602 + ], + [ + 3819, + 3853 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 86 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45081-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [], + "duplicate_prs": [ + { + "cluster_id": "cluster-41115-3", + "canonical_pr_number": 45613, + "duplicate_pr_numbers": [ + 41116 + ], + "target_issue_number": 41115, + "reason": "PRs in cluster-41115-3 are treated as duplicates because they converge on issue #41115 with closing_reference evidence." + }, + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45363-3", + "canonical_pr_number": 46339, + "duplicate_pr_numbers": [ + 45363, + 45666 + ], + "target_issue_number": null, + "reason": "PRs in cluster-45363-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260604T120021Z/analysis-runs/hybrid-model-20260604t120021z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260604T120021Z/analysis-runs/hybrid-model-20260604t120021z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..5f44c7ae5349120930395102a0e76cbf562830d6 --- /dev/null +++ b/snapshots/20260604T120021Z/analysis-runs/hybrid-model-20260604t120021z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,21727 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260604T120021Z", + "generated_at": "2026-06-04T12:10:12Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 1, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43296", + "issue:43425", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46304", + "issue:46402" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:44560|issue:46165", + "issue:43596|issue:46165", + "issue:43572|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:34928|issue:41720", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:44918|issue:45161", + "issue:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43716|issue:44292", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805", + "issue:43866|issue:46402", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720" + ], + "prepared_review_unit_hash": "ea5dff9f23e7d88ab3e55c4a8d243ee135d8389ac6c6e6d996397b10cfa2ac83", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 64, + "serialized_chars": 46881, + "estimated_input_tokens": 11721, + "estimated_eval_tokens": 23698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are largely unrelated bug reports and docs problems sharing only broad keywords like DeepSpeed, dtype, or model family names. I found no strong duplicate groups; the soft pairs should mostly be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 34928 is the most substantial concrete bug report here, with the most discussion and a clear reproducible FSDP/activation-checkpointing failure, so it is the best representative issue even though the cluster is not truly duplicate-heavy.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 34928 is the strongest standalone issue in the set because it is well-scoped, reproducible, and heavily discussed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: missing config field vs streaming chat/completions error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/code paths: AMD GPU failure vs MPS histogram op issue." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and symptoms; image dtype mismatch is unrelated to AMD GPU execution." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both mention runtime errors, but the MoE autocast dtype issue is not the AMD GPU failure." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different underlying problem: AMD GPU support vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime contexts; NVFP4 run failure is not the AMD GPU bug." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export are unrelated code paths." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are distinct model/export issues." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error is unrelated to Qwen3 auto device-map cuda assertion." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG examples are different documentation/runtime issues." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanups for v5, but they refer to different removed docs content." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export failure does not match the GenerationMixin import regression." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL input-embedding unpacking and resuming local-trust-remote-code training are different problems." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape IndexError and Gemma4 device mismatch are different failures." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexErrors, but one is ZeRO-3/BertModel init and the other is a mask shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different zero3/BertModel init bug vs tensor-mask indexing bug." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask shape mismatch is unrelated to Qwen3.5 video token/feature mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Generic IndexError is not the same as GPT-OSS TP-only failure." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration failure and resume-training issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 BertModel init bug is unrelated to resuming from local model with remote code." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to training resume logic." + }, + { + "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 errors and code paths differ." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy call and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Tokenizer detokenization bug and LoRA save/reload inconsistency are different issues." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 runtime failure is unrelated to LoRA merge/save behavior." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Different failures: recomputed tensor size mismatch vs mask indexing shape error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed errors and different model setups." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both touch the same class, but one is CPU offload compatibility and the other is uninitialized buffer materialization." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attr regression and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device-map mismatch and reverse embedding lookup are different code paths." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation checkpointing mismatch is unrelated to Qwen3 auto device-map assert." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch/transformers compatibility and Qwen NVFP4 runtime failure are different problems." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi MoE autocast dtype mismatch is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Grouped_mm tracing error in Mixtral is unrelated to Mistral-3 image dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Image preprocessor dtype mismatch is unrelated to the MPS histogram Int error." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking and GPT-OSS TP failure are not the same bug." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS histogram op issue." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime failure and TRL SFT input-embedding issue are different." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific runtime errors with no shared code path." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy issue is unrelated to Qwen3.5 embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both use DeepSpeed ZeRO-3, but the Gemma3 load error and Bert init error are distinct." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Different v5 docs removals: pipeline tasks vs run command." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image dtype mismatch is unrelated to video StopIteration." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different model/device problems; autocast dtype mismatch is not the MPS histogram bug." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL embedding unpacking and MPS histogram Int error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different models and code paths; both mention runtime math but not the same bug." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom trainer signature mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP/activation checkpointing recompute bug is unrelated to GenerationMixin import regression." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU runtime failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy call and mask shape IndexError are different issues." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and unloaded Sam3Model text encoder weights are different." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Generic torch/transformers compatibility and USE_DISTRIBUTED=0 breakage are not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL/vLLM load failure is unrelated to distributed-build support regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3-related, but the Gemma3 load issue and Bert zero3 init issue are distinct." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute error is unrelated to Qwen3 auto device mapping assertion." + } + ] + }, + "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": 19, + "review_unit_index": 2, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "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:44291", + "issue:44292", + "issue:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:44589|issue:46304", + "issue:43901|issue:44512", + "issue:45823|issue:46294", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43854|issue:43866", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43404|issue:43866", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070" + ], + "prepared_review_unit_hash": "95eb0a4e4965120aa65ed7c9f5887b9fe0b48d24e0d9be5b0877bf1651e22717", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39794, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issues across tokenization, model-loading, backend compatibility, and docs. A few pairs look like true duplicates with the same concrete runtime/error signature, but most are only superficially similar.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45920 is the broadest and most general report of the v5 AutoTokenizer wrong-token-ID regression, covering multiple model families rather than a single narrow case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest representative issue overall: it is open, clearly scoped to a concrete regression, and its title captures the widest affected surface among the likely-duplicate tokenizer reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different failure classes: missing Float8 storage vs USE_DISTRIBUTED=0 support regression." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they target different outdated doc content and are not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different models and different failure modes: device mismatch vs chat-template video token mismatch." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated subsystems: AMD GPU support vs table-question-answering crash." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model-specific loading/processor issues; no clear shared code-path bug." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy call and Qwen3-VL StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization bug vs outdated RAG examples; different problem types." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same concrete regression class: AutoTokenizer returns wrong token IDs in v5 across affected model families." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint-loading bug is unrelated to documentation updates." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Both mention recent-version breakage, but they affect different paths and are not the same bug." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs NemotronH loader failure are different issues." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes init argument incompatibility is unrelated to USE_DISTRIBUTED=0 support." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Model loading/runtime error vs outdated docs; no shared underlying defect." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both involve sliding-window terminology, but the model/config contexts differ and the concrete bugs are not the same." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Similar IndexError wording, but one is a mask-shape mismatch and the other is a zero-sized tensor under ZeRO-3; not enough to merge." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-loading failures for different checkpoints." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "General torch incompatibility and pydantic PretrainedConfig regression are different breakages." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 Bert IndexError and torch 2.4.1/transformers 5.8.0 incompatibility are separate issues." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization issue and table-question-answering crash do not share a concrete code path." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Different components and symptoms; no duplicate evidence." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 chat crash and streaming inference API failure are not the same issue." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Model loading with init_empty_weights is unrelated to table-question-answering crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3/vLLM sliding-window config issue is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat/completions failure and MPS histogram int error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Dynamo grouped_mm tracing failure and MPS histogram op error are different backend problems." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype/backend-adjacent, but the model, trigger, and code path differ." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to template-node compilation." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but they involve different models and different failing tensors." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are different issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 memory regression and tied-weights translation-model issue are different concrete bugs." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are runtime errors, but one is a mask/tensor shape mismatch and the other is an embedding unpacking failure." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Dynamo tracing grouped_mm failure is not the same as GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and streaming chat/completions failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "_is_hf_initialized init-empty-weights TypeError is different from the pydantic model field regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and Qwen3.5 streaming failure are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is not the same as the PretrainedConfig pydantic regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The chosen canonical issue (45920) is plausibly the broadest v5 AutoTokenizer wrong-token-ID report, and the only accepted duplicate pair (45812, 45920) is supported by their shared regression class. The rejected soft pairs are phrased cautiously and do not overclaim duplication beyond the evidence shown." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 3, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43541", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44292", + "issue:44360", + "issue:44403", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45399", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294" + ], + "soft_pairs": [ + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44360|issue:44512", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43950|issue:45902", + "issue:43054|issue:45701", + "issue:43866|issue:44403", + "issue:38175|issue:43054" + ], + "prepared_review_unit_hash": "7926aa37cc33a8172bab9da902688c8bef98e712ae63ffab4a3c2070ecbf74a1", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36893, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated symptomatically despite overlapping subsystems. The only clear duplicate cluster is the Transformers 5.x non-persistent-buffer regression, centered on the more specific from_pretrained corruption report.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43950 is the most specific and complete report of the non-persistent-buffer regression, directly naming the corrupting from_pretrained path and the transformers 5.x scope.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best representative issue: it is precise, regression-focused, and describes the concrete failure mode more clearly than the broader duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different models and failure modes: image preprocessor/model dtype mismatch vs video feature/token count mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "One is about recent versions breaking remote_code models; the other is a specific torch 2.4.1 vs transformers 5.8.0 incompatibility." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different concrete errors: grouped_mm tracing failure vs missing Float8 storage class." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-related, but one is a v5.3.0 regression across Qwen VL models and the other is a chat-template feature/token mismatch on Qwen3.5-9B." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but they involve different shapes, loaders, and likely different root causes." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports describe different symptoms and code paths; not enough evidence of the same underlying bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different problems: config unwrapping for multimodal AutoModelForCausalLM vs uninitialized rotary embedding memory after materialization." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Unrelated issues: missing TensorFlow backend handling vs version incompatibility between torch and transformers." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different stack traces and subsystems: FSDP weight shape error vs TRL SFT embedding unpacking failure." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Both are model mismatch-ish, but one is a multimodal dtype issue and the other is a trainer/input embedding failure." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different models and symptoms: GPT-OSS perplexity anomaly vs GLM5-specific issue." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Related custom-code loading area, but one is a trust_remote_code cache collision for same leaf names and the other is wrong module loading after save_pretrained; insufficient evidence of one bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model initialization in notebooks is unrelated to flash-attn fallback selection logic." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied-weight bug in Mistral3 is not the same as the broader translation-model tied-weights regression in v5." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3 MoE FP8 failure is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache / linear_attention crash is a different code path from tied-weight loading issues." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is unrelated to tied-weight initialization regressions." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is not the same bug as translation-model tied weights." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer algorithm discussion is unrelated to a docs-only v5 command removal issue." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failures: Qwen3.5 embedding unpacking vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Typo in cache strategies is unrelated to documentation still mentioning a removed run command." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and defects: detokenization regression vs NVFP4 runtime error." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "No shared underlying code path; one is Qwen-3 NVFP4 runtime failure, the other is GraniteMoEHybrid method dispatch." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same Transformers v5 regression where non-persistent buffers are filled/corrupted with junk during loading." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs example/model-processor mismatch and quantization failure is broader and different from the text-embedding quality complaint." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same bug: Transformers 5.x corrupts non-persistent buffers on load; 43950 is the more precise report." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different failure modes: autocast dtype mismatch vs RLHF NaN explosion from 3D position_ids and SDPA fallback." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different APIs and traces: custom trainer compute_loss signature change vs DeepSpeed ZeRO-3 model loading index error." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Bitsandbytes __new__ argument incompatibility is unrelated to missing Float8 storage objects." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "One is a load-time non-persistent-buffer corruption regression; the other is uninitialized memory in Qwen3_5MoE rotary embeddings after materialization." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Model quality/output regression is not the same as a version-dependent tokenization change." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption is unrelated to noisy transformer-loading logs." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern siglip2, but one is zero probabilities and the other is poor embeddings; not enough evidence of the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The Transformers 5.x non-persistent-buffer regression cluster is correctly identified, with issue:43950 as the most specific canonical report and issue:44534/43644 as supporting duplicates. I did not see any overstatement of evidence in the remaining rejections." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 4, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45715", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:46315" + ], + "soft_pairs": [ + "issue:41553|issue:43883", + "issue:45663|issue:45902", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:43782|issue:44960", + "issue:45685|issue:45823", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:42491|issue:44368", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:45715|issue:46315", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43792|issue:44220", + "issue:43257|issue:45305" + ], + "prepared_review_unit_hash": "597ad2ea6bcf9666910d19f55a9584e91c47b3cc90a3d116156cd54ca5fcd282", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36794, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of Transformers issues with only a few likely duplicate families: remote_code loading regressions, v5 pipeline-doc cleanup, and the `_is_hf_initialized` / `init_empty_weights` TypeError regression. The rest are model-specific and should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella among the likely duplicate families: it captures the general recent `remote_code` loading regression that 43643 appears to exemplify. It is the best single issue to anchor the cluster, even though the cluster as a whole is mixed.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the best representative issue because it is the most general, user-facing regression among the soft matches and is broad enough to subsume at least one specific loading-failure report. It is a better anchor than the more narrow, symptom-level reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different bugs: Voxtral AutoTokenizer error messaging vs Molmo missing `all_tied_weights_keys`." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different models and code paths: Gemma4 FSDP2 shared KV state handling vs Qwen3.5 MoE rotary embedding materialization." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a flash-attn position-id crash and the other is CPU-offload incompatibility in rotary embedding; not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Unrelated regressions: LoRA gradient checkpointing vs int4 CUDA reserved-memory growth/OOM." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Likely the same SigLIP2 implementation discrepancy: poor text embeddings are a symptom of HF diverging from the JAX reference behavior." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failures; no shared underlying bug is evident." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise/warnings vs a concrete load failure for a specific model are not the same issue." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression is unrelated to the Python 3.13 `flash_attn` import key error." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "One is noisy loading output, the other is a specific tokenizer/model load failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": true, + "reason": "43643 is a specific instance of the broader `remote_code` loading regression described by 45020." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different training concerns: ineffective gradient checkpointing vs memory inefficiency in Qwen3 MoE training." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different failures: Gemma3 ZeRO-3 loading index error vs Qwen3 MoE with FineGrainedFP8Config." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and symptoms; no concrete shared code-path problem is apparent." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram support error vs Gemma4 device-mapping mismatch are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure for one model vs flash-attn2 fallback gating; different subsystems and bugs." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a missing class vs bitsandbytes `_is_hf_initialized` TypeError are separate issues." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility across HF versions is not the same bug as the `tie_word_embeddings` warning on Qwen3.5." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-loading failures with different root causes." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code regression vs Gemma4 PLE device mismatch; different code paths." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping failure in add-new-model-like is distinct from the remote_code loading regression." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and Gemma4 device mismatch are separate runtime bugs." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash is unrelated to flash-attn2 fallback gating." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different conversion directions and do not clearly share one underlying bug." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code loading regression is not the same as the Kimi-K2.5 tokenizer codec-handling regression." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying bug in Mistral3 is unrelated to non-persistent buffer corruption during from_pretrained." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "These are the same v5 docs cleanup problem: both say removed pipeline task names are still referenced in documentation." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both report the same `_is_hf_initialized` / `init_empty_weights` regression when constructing/loading models in transformers 5.x." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE FP8 training failure and the `_is_hf_initialized` TypeError are different issues." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Too little evidence that the whisper runtime failure and `_torch_extract_fbank_features()` issue are the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and DeepSpeed gradient averaging are separate training bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft pairs are all reasonably supported by the issue titles, especially the remote_code regression, docs cleanup, and `_is_hf_initialized`/`init_empty_weights` family. The cluster is correctly characterized as mostly heterogeneous." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 5, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45313", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402" + ], + "soft_pairs": [ + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:44863|issue:46402", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:45325|issue:45902", + "issue:43366|issue:43828", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:43550|issue:44910", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:43632|issue:45834", + "issue:38175|issue:43994" + ], + "prepared_review_unit_hash": "9a022a7c7c0ed17e25e4d76e4d4e14566114e009fead79c689752f628d7013bf", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36559, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of issue reports; only a few soft pairs look like true duplicates. The strongest duplicate subclusters are the custom model init regression, the SigLIP2 wrong-output reports, the mask/index shape-mismatch errors, and the Qwen3.5 video regression reports.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue for the whole set; the items span several unrelated bugs, with only a few small duplicate subclusters.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 is the strongest representative of an actual duplicate pair: it is clearer and broader than issue:38175 while describing the same SigLIP2 base-patch16-224 bad-output problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different failures: Trainer API kwarg mismatch vs tensor mask shape mismatch; no shared code path." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is LoRA ineffectiveness and the other is a missing flag on a trust_remote_code model; not the same bug." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Same broad area (DeepSpeed ZeRO-3 loading), but different Qwen model families and different missing-weight patterns." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated tokenizer-load problems affecting different models; one is an error-message issue, the other is an actual loading failure." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different load failures; too little evidence of a shared underlying bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems and symptoms: RLHF/SDPA gradient instability vs flash_attention attribute crash." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Near-identical IndexError about mask length not matching indexed tensor length; same underlying shape-mismatch bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both describe the same v5.3.0 Qwen3/VL video-input regression; 44560 looks like a specific reproduction of the broader failure." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading issues for different architectures; no clear common bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/model-loading failures with different models and symptoms." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different domains: DeepSpeed training weight-shape error vs image processor void-segmentation bug." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different regressions: Qwen2.5-VL rope scaling vs Qwen3.5-MoE uninitialized rotary embedding memory." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different features and failures: GGUF gpt-oss support vs autocast dtype mismatch on Phi-tiny-MoE." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different bugs: FSDP2 shared_kv_states KeyError vs device_map auto mismatch." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/gguf support vs sliding_window behavior; not the same bug." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batch leak is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs: non-persistent buffer corruption in from_pretrained vs Kosmos2.5 long OCR index error." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems: Qwen3-vl video StopIteration vs MoE MPS histogram not implemented." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Both are model-loading regressions, but one is an import/export issue and the other is meta-device initialization; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and failures: torch.compile/SDPA issue vs FlashAttention illegal-memory-access on Qwen3.5." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to meta-device loading regressions." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same custom model initialization regression in Transformers 5.0.0; one report is just a notebook-specific variant." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated support/loading request vs float8 storage lookup error." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video StopIteration and mask/tensor shape mismatch are unrelated failures." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: _is_hf_initialized flag breakage vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 base-patch16-224 incorrect output bug; 38175's zero probabilities match 43994's nonsensical results symptomatically." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The rejected soft pairs are explained with clear title-level differences, and the accepted pairs are plausible duplicates without overclaiming beyond the available evidence. The heterogeneous-set conclusion is supported by the item titles, and no PR-mergeability issue applies here since this is an issue-only packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 6, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43454", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45812", + "issue:46050" + ], + "soft_pairs": [ + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:42915|issue:44756", + "issue:45313|issue:45357", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:45488|issue:45812", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:43856|issue:44387", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:45362|issue:45406", + "issue:42491|issue:45292", + "issue:44910|issue:45588", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:41720|issue:44155", + "issue:43404|issue:43454" + ], + "prepared_review_unit_hash": "d420d19c4837f760a11bc9f490dd9d951083e57d93747370660e62267f2f3854", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37374, + "estimated_input_tokens": 9344, + "estimated_eval_tokens": 18944 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of model-loading, quantization, and generation regressions, with only a few clear duplicate families. The strongest matches are around non-persistent buffers being junk-filled, resize_token_embeddings not propagating to output embeddings, and missing lm_head weight tying in multimodal models. The ZeRO-3 BERT, Qwen3, and similar pairs are better treated as related but distinct bugs rather than true duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "`resize_token_embeddings does not effect to output_embeddings` is the cleanest generic representative of the resize-token-embedding regression family and captures the shared failure more broadly than the model-specific variant.", + "canonical_pr_reason": null, + "best_issue_reason": "Best canonical issue for the cluster because it states the common bug in a model-agnostic way and is the most reusable anchor for the resize/update-embeddings family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading regressions, but they affect different models and failure surfaces." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3 BERT init IndexError and tokenizer-mapping helper failure are different code paths." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Same as above: deepspeed zero3 BERT init failure is unrelated to add-new-model-like/tokenizer mapping." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping failure and mask/tensor shape IndexError are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/offload behavior, but one is a dequantized-model offload failure and the other is mmap OOM mitigation." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is a docs/example mismatch plus quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: Transformers 5 fills non-persistent buffers with junk." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA/Qwen3 MoE compatibility is a different problem from BitNet packed-weight loading." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-family issues, but the concrete failures differ: CUDA assert vs FP8 config failure." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3.5/flash-attention, but the actual failure modes differ." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are BERT model-loading failures, but there is no evidence they are the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE FP8 failure and mmap/OOM avoidance are unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is ZeRO-3 weight loading and the other is save_pretrained visual-key regression." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA/Qwen3 MoE compatibility is unrelated to resize_token_embeddings behavior." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps logic and SGD argument handling are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but for different models and likely different root causes." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent buffer junk-fill and Jupyter custom-model initialization are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs example issue and the other is incorrect AutoModel/pipeline output." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but the affected models and tokenizer changes differ." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures for different models; no shared bug evidence." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to GLM-4.7 Flash test loading." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are memory/offload related, but one is training memory inefficiency and the other is quantization/offload behavior." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory usage, but one is Qwen3 MoE training memory and the other is int4 quantization reserved-memory/OOM regression." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 discussion and sinq quantization save/load regression are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Qwen3 MoE compatibility and embedding-resize behavior are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention failures with different root causes." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and init_empty_weights argument handling are distinct bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same concrete regression: resize_token_embeddings does not propagate to model-specific output embeddings/tied modules." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping assert and AudioFlamingo3 batched inference token leak are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Same underlying bug class: lm_head weights are not tied in multimodal generation models, leading to broken generation." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The output is mostly conservative, but the summary overstates the evidence. It claims there were true duplicates/near-duplicates around the ZeRO-3 BERT init issues, yet the actual verdicts reject those pairs as unrelated. That mismatch makes the summary not fully grounded in the packet. The accepted duplicates around non-persistent buffers and resize_token_embeddings look plausible, but the overall cluster characterization should be toned down." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 7, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46315" + ], + "soft_pairs": [ + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:36010|issue:39404", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:44292|issue:44912", + "issue:43335|issue:45663", + "issue:43957|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:44164|issue:44756", + "issue:43381|issue:44928", + "issue:43854|issue:45216", + "issue:44479|issue:44877", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:45812|issue:46315", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:39404|issue:45701", + "issue:44683|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:44530|issue:45084" + ], + "prepared_review_unit_hash": "2679b7ee30c27a3601f1a7375fe208d3fda6c3deae526efcdc1894ef38b18045", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38225, + "estimated_input_tokens": 9557, + "estimated_eval_tokens": 19370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not form a broad duplicate set. The only clear duplicate-like pair is the resize_token_embeddings/output_embeddings regression; most other pairs are merely same-subsystem or same-version similarities and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45292 is the cleaner, more general statement of the resize_token_embeddings/output_embeddings regression; issue:45276 looks like the Gemma4-specific manifestation of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 best represents the shared bug because it states the core failure succinctly and broadly, without extra model-specific noise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: generic Torch 2.10 incompatibility vs meta-device loading breakage on some models." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated topics: SigLIP2 docs example errors vs a GLM5 model issue." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading problems, but the reported symptoms differ and there is no clear shared bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different code paths: PEFT/gradient checkpointing behavior vs a T5 RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization, but one is offloading behavior and the other is reserved-memory/OOM regression." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import path breakage vs Whisper pipeline return_language regression; not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and failures: Gemma4 FSDP attention KeyError vs Qwen config unwrapping in from_config." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected init_empty_weights argument vs mmap/OOM on Strix Halo; no shared code-path evidence." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen/Gemma model issues, but the failures are distinct and not mergeable as one fix." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Batched inference token leak across tracks vs Gemma4 device_map forward mismatch; unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different regressions: int4 CUDA reserved memory/OOM vs mmap-related OOM mitigation." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/load issues, but for different models and formats; too broad to treat as one bug." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug vs Gemma4 FSDP attention KeyError; unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage vs mmap OOM workaround; different failure modes." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective with PEFT LoRA and the other is eval-mode restriction." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression: output embeddings are not updated; 45276 is the Gemma4-specific report and 45292 is the generic one." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling vs mmap OOM on Strix Halo; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode issue vs RLHF NaN explosion from 3D position_ids; different bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Model-loading test failure for GLM-4.7-Flash vs Qwen3.5 save_pretrained regression; not the same issue." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models vs strict-config loading failure for granite_speech; unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Read-only permission propagation in save_pretrained vs wrong custom module loaded after save_pretrained; different bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention crash on s_aux=None vs Gemma4 FSDP shared_kv_states error; different code paths." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization vs Trainer max_steps resume logic; no duplicate signal." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model init regression vs extra_state save/load handling; unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer correctness regression vs tokenizer performance regression; different problems." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Same resize_token_embeddings theme, but 45335 is T5Gemma decoder.embed_tokens-specific and not clearly the same bug." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch on Phi MoE vs meta-device loading breakage; unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Token-vocab mismatch in one model vs load failure for another model; too little evidence of a shared bug." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version compatibility issue vs model-specific autocast dtype mismatch; not the same underlying bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error vs mmap/OOM issue; different root causes." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression vs broad tokenization changes across versions; not the same concrete bug." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 vs Gemma4 device mismatch during forward; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 custom-model regressions, but one is about base_model_prefix loading and the other about notebook-defined model initialization; not clearly the same bug." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "General Torch 2.10 incompatibility vs Gemma4 forward device mismatch; unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache crash vs a template-node compilation TypeError; different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is conservative and well grounded in the packet. The only accepted pair, issue:45276 vs issue:45292, is a plausible same-bug duplicate family, and the other pair rejections stay within the evidence available from titles/body summaries. The cluster summary does not overstate duplication and correctly characterizes the set as mostly heterogeneous." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 8, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42915", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402" + ], + "soft_pairs": [ + "issue:43425|issue:43716", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43906|issue:46326", + "issue:46050|issue:46326", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:43299|issue:43931", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:44164|issue:45759", + "issue:43596|issue:44683", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:44164|issue:44479", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:44488|issue:44987", + "issue:32090|issue:39404", + "issue:43611|issue:43644", + "issue:46285|issue:46402", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:36032|issue:42915", + "issue:43643|issue:44530" + ], + "prepared_review_unit_hash": "cf79c039b13933bb70acc2c6c81f979cd23d7fd190e12d8686e54725ad317d4a", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37409, + "estimated_input_tokens": 9353, + "estimated_eval_tokens": 18962 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it\u2019s a loose bucket of unrelated Transformers v5 regressions and model/tokenizer-specific bugs. The closest thing to a representative issue is a broad loading regression, but the soft pairs should all be rejected.", + "confidence": 0.79, + "canonical_issue_reason": "If one issue must represent the cluster, 43611 is the broadest and most central user-facing regression: v5 model loading breaks for a general class of models with `base_model_prefix`.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best single representative because it is concrete, version-linked, and broadly applicable compared with the more model-specific or docs-only reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Different bugs: Torch 2.10 incompatibility vs image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Different code paths: a reproduction of another issue vs a Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline `return_language` regression is unrelated to gpt-oss MXFP4 quantization fallback." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver non-default resolution interpolation." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Both are regressions, but one is video input handling and the other is a mask shape IndexError." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "No shared bug: unrelated reproduction issue vs mistral_common `continue_final_message` behavior." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption is unrelated to tokenizer message-continuation handling." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: missing Float8 storage vs template-node compilation error." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both touch docs, but they refer to different removed/changed pipeline behavior." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Environment compatibility issue vs TRL SFT embedding unpacking bug." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Same model family, but different failures: loading broken vs checkpoint shape mismatch." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP inference nonsense and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict is unrelated to gguf file loading failures." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different models and symptoms: CamemBERT MLM outputs vs est-roberta tokenizer loading." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to `text_config` unwrapping in composite configs." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO3 init error is unrelated to compiled flex_attention on newer torch." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but they are different models with different root causes." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Memory inefficiency in Qwen3 MoE training is not the same as Strix Halo mmap OOM avoidance." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Save/load extra_state bug is unrelated to the Qwen VL video-input regression." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline bug and CamemBERT masked-LM regression are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both mention device behavior, but one is CPU tensor creation and the other is CPU offload compatibility." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError is unrelated to `_is_hf_initialized` breakage." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-load failures, but for different models and different failure mechanisms." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model-registration logic and flex_attention compilation are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading regressions with no shared underlying code-path." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper `return_language` behavior." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is model-loading logic and the other is non-persistent buffer initialization." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and failures: CLIP structure inconsistency vs Sam3 text-encoder weights not loading." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity quality issue is unrelated to runtime special-token/post-processor updates." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Dtype mismatch in Mistral-3 vision setup is unrelated to template-node compilation failure." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method conflict is unrelated to Qwen3Moe FP8 config failure." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig remote-code field loss is unrelated to Qwen3.5 linear_attention cache crash." + } + ] + }, + "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": 19, + "review_unit_index": 9, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:40444", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:34567|issue:40444", + "issue:40444|issue:46326", + "issue:44811|issue:45584", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:42175|issue:46178", + "issue:43644|issue:43646", + "issue:44206|issue:44220", + "issue:43452|issue:43482", + "issue:44464|issue:45987", + "issue:43883|issue:44488", + "issue:43317|issue:43482", + "issue:36032|issue:43645", + "issue:44849|issue:45325", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43645|issue:44534", + "issue:43646|issue:44534", + "issue:43404|issue:44466", + "issue:44403|issue:45081", + "issue:43089|issue:45987", + "issue:43883|issue:44991", + "issue:42915|issue:45084", + "issue:43322|issue:43540", + "issue:43994|issue:44610", + "issue:43377|issue:43819", + "issue:44451|issue:45081", + "issue:44265|issue:44610", + "issue:44987|issue:45081", + "issue:44991|issue:46315", + "issue:42915|issue:44291" + ], + "prepared_review_unit_hash": "5c5bd67e33086538ef9e23c5fd9d98ae5c4c285e36b4bbef6d1fe8b07c5dd363", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37483, + "estimated_input_tokens": 9371, + "estimated_eval_tokens": 18998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks like a set of unrelated false-positive similarities across Transformers issues; none of the soft pairs appear to describe the same underlying bug/change, so I would not merge any of them.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is a reliable duplicate representative here: the items span unrelated regressions in training, tokenizers, audio, model loading, generation, and backend/dependency handling.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue stands out as the cluster's true duplicate target; the overlap is mostly superficial topic similarity rather than one shared code-path bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting and Qwen2.5-VL multi-image dataset failure are unrelated bugs." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "IterableDataset multimodal loading and mistral_common continue_final_message are different tokenizer/model paths." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens and the other is empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing and non-template-node compilation are distinct failure modes." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different models and different loading regressions; no shared underlying bug is evident." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache crash are separate issues." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-related, but missing tensorflow in the torch extra and missing tensorflow_text in BACKENDS_MAPPING are different dependency bugs." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both mention Transformers 5.0.0, but one is non-persistent buffers and the other is custom model initialization." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Audio feature-extraction bugs, but the unsupported center arg and the _torch_extract_fbank_features issue are not the same code-path." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both are GGUF-related, but one is generic from_pretrained breakage and the other is a Qwen2.5-GGUF/v5 load failure." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and StaticCache.get_seq_length type mismatch are different generation bugs." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and a model load failure for cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload with device_map=auto and Qwen2.5-GGUF loading failure are different loader issues." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different bugs: hidden_states output vs rope-index scaling." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Can't compile non-template nodes and GraniteMoEHybrid invalid method are not the same underlying error." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 load regressions, but they affect different models and different loading surfaces (model vs tokenizer)." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading and mistral_common continue_final_message are unrelated issues." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Sampling-rate defaulting in apply_chat_template and MIMI padding-mask output drift are separate audio bugs." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model init breakage is different from the non-persistent-buffer serialization bug." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Generic custom model initialization regression does not match the buffer-filling/serialization issue." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Untied lm_head weights in Mistral3 are unrelated to device-dependent lm_head serialization." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noisy transformer loading and the Mistral regex patch backend_tokenizer AttributeError are different problems." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation GPU-sync/dispatch overhead is unrelated to StaticCache.get_seq_length returning a tensor." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "A Molmo model attribute bug and an EMBEDDIA tokenizer load failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config failure and init_empty_weights/_is_hf_initialized TypeError are different initialization paths." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next load-time segfault and Qwen3OmniMoe video-processing ValueError are different multimodal bugs." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 nonsensical outputs and OmDet-Turbo 640px/224px mismatch are unrelated model issues." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batched-vs-single padding-mask mismatch and DAC.from_latents STE mismatch are different implementation bugs." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Loading ScandiBERT and patching Mistral regex/tokenizer internals are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export with torch_compilable_check and OmDet-Turbo input-size mismatch are different failures." + }, + { + "left": "issue:44987", + "right": "issue:46315", + "accept": false, + "reason": "Model loading failure and slow convert_tokens_to_ids on slow tokenizers are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 10, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43296", + "issue:43381", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46209", + "issue:46326" + ], + "soft_pairs": [ + "issue:45216|issue:45357", + "issue:44220|issue:44683", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:46209|issue:46326", + "issue:43632|issue:44756", + "issue:44479|issue:45325", + "issue:42915|issue:44589", + "issue:36032|issue:41720", + "issue:43404|issue:45127", + "issue:43531|issue:44877", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43296|issue:43531", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:44079|issue:45663", + "issue:43792|issue:44589", + "issue:43632|issue:44534", + "issue:33666|issue:40444", + "issue:44403|issue:44991", + "issue:43421|issue:44568", + "issue:44683|issue:45020", + "issue:43381|issue:45923", + "issue:35707|issue:40444", + "issue:44291|issue:44589", + "issue:44829|issue:45479", + "issue:44462|issue:45812", + "issue:43482|issue:45538" + ], + "prepared_review_unit_hash": "97c1b7b497b137178096c281af5dd0bd5bf6bd6aca464db80ae296f65ba7e101", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35772, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports that only share broad theme words like \"v5 regression\" or \"tokenizer\". I\u2019d accept only two soft matches as likely same underlying bugs: Qwen3.5 save_pretrained regressions, and AutoTokenizer/tokenizer.json loading regressions. The rest are too model- or code-path-specific to merge.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45020 is the best umbrella representative: it captures the broad, recurring class of recent transformers v5 loading regressions around remote_code, which is the closest common thread in this mostly heterogeneous set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most central and general issue in the set, so it best represents the cluster without being overly tied to one model or one narrow failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report Qwen3.5 save_pretrained producing incorrect checkpoints after recent transformers versions; 45357 looks like a specific continuation of the same save_pretrained regression." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems and failures: fbank feature extraction vs compiled flex_attention on new torch versions." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated tokenizer construction error vs a model-loading KeyError for MobileLLM-125M." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Both mention loading problems, but the underlying failure modes and affected code paths are different." + }, + { + "left": "issue:46209", + "right": "issue:46326", + "accept": false, + "reason": "FP8 inference on B200 is unrelated to a mistral_common tokenizer continue_final_message bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized regression and Strix Halo mmap OOM are unrelated issues." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen VL models, but one is a broad video-input regression while the other is a specific still-image rope/position-id bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both involve FP8 terminology, but the reported errors and code paths are different." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method-name conflict vs CUDA assert during auto device mapping are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is a missing lm_head tie in a model class and the other is a LoRA/extended-vocab collapse issue." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to strict config loading for granite_speech." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is multi-image IterableDataset finetuning and the other is a rope-index temporal-position bug." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Generic v5 model-loading breakage and junk non-persistent buffers are distinct regressions." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility and loading noise are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 KeyError are different bugs." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper run failure and Float8 storage lookup error are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions with different symptoms and code paths." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are VL training-related, but multi-GPU training and multi-image IterableDataset failures are not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Noise during loading and a tokenizer-loading failure for a specific model are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor updating and the other is missing BOS/EOS addition; not clearly the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch >= 2.9 is unrelated to remote_code loading regressions." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and a missing supports_gradient_checkpointing flag are different issues." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and missing Float8 storage type are distinct TypeErrors." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Degenerate training from flash_attention_3 and zero-loss single-label classification are different defects." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": true, + "reason": "Both point to AutoTokenizer/tokenizer.json loading being wrong, with 45812 describing the downstream symptom of that same regression on Granite models." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading in transformers v5 is unrelated to CLIPTokenizer's model_max_length setting." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the cluster\u2019s heterogeneity. The two accepted soft pairs both look plausibly like the same underlying bug class and are mergeable into a single fix path, while the remaining rejections are appropriately cautious and do not overclaim equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 11, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:46402" + ], + "soft_pairs": [ + "issue:43317|issue:43856", + "issue:43482|issue:43525", + "issue:43818|issue:46402", + "issue:42175|issue:45542", + "issue:41553|issue:43582", + "issue:44079|issue:44534", + "issue:43818|issue:45357", + "issue:43377|issue:45491", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:43749|issue:44079", + "issue:43611|issue:43646", + "issue:45325|issue:45381", + "issue:43632|issue:45072", + "issue:42175|issue:43296", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:44479|issue:45823", + "issue:44291|issue:44877", + "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:43296|issue:45800" + ], + "prepared_review_unit_hash": "3b43a34ff5573901c426b0edc319220c3771408bdccb4e9f6df5a08719a6a2cd", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36753, + "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 a grab-bag of unrelated issues, with a loose concentration around Transformers v5 model-loading/init regressions. None of the soft pairs look like true duplicates with the same concrete fix path.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43632 is the most central low-level regression in the group: a v5 initialization flag break that could plausibly underlie several other loading/init failures, making it the best umbrella issue candidate.", + "canonical_pr_reason": null, + "best_issue_reason": "It is broad enough to represent the shared v5 init/load regression theme, but still concrete and code-path specific rather than a vague symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: device-map/offload loading failure vs MoE training memory inefficiency. Same broad area, not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Unrelated failures: GGUF loading under v5 vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failures: Video-LLaVA tower/weight-sharing bug vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow/backends, but one is an install-extra dependency gap and the other is a runtime undefined tf backend error; not the same concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer Voxtral error message vs Apple Silicon TypeError in caching_allocator_warmup are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment bug and non-persistent buffer junk initialization are distinct code paths." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different multimodal regressions: Video-LLaVA tower issue vs Qwen3.5 visual encoder save_pretrained key regression." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching-related, but one is MIMI padding-mask output divergence and the other is Gemma3 NaN embeddings from sliding-window/all-padding windows." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs init_empty_weights/_is_hf_initialized TypeError are different failures." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL multimodal, but one is iterable-dataset multi-image training failure and the other is video-input position-id regression." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization junk vs ModelOutput key handling are separate issues." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage is not the same as ModelOutput key assignment." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is custom model initialization; too broad to merge as the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL position IDs, but one is still-image temporal scaling and the other is video-input vision_position_ids; related but not identical." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Initialization-flag regression vs inference dtype mismatch are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Install/back-end packaging issue vs vLLM model-loading failure for PaddleOCR-VL; not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper run failure and meta-device loading breakage are different loading/runtime issues." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model behaviors: SigLIP2 nonsensical outputs vs Perceiver non-default resolution failure." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are Qwen/OCR-related position/index problems, but one is rope-index scaling and the other is long OCR input index error; not clearly the same bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "AyaVision lm_head tying bug and v5 serialization inconsistency are not the same concrete failure." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Qwen2.5-GGUF loading failure are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch vs Qwen2.5-VL rope-index regression are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen multimodal video-input regression and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights argument mismatch vs strict config loading are separate issues." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offload behavior vs tokenization changes are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export failures are different code paths." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default and PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM vs torch/Transformers version incompatibility 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": 19, + "review_unit_index": 12, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46291", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:44568|issue:45920", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:46305|issue:46315", + "issue:43881|issue:44488", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:43572|issue:45759", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:43322|issue:46050", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:45325|issue:46315", + "issue:43749|issue:44534", + "issue:41720|issue:44977", + "issue:42617|issue:42915", + "issue:44466|issue:45357", + "issue:44991|issue:46291", + "issue:43526|issue:43883", + "issue:40990|issue:45701" + ], + "prepared_review_unit_hash": "d3604920a2a1d1f71668eee8403b9447e156e5d72901516bf4d52445922f0a96", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35931, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change. The set is mostly a grab-bag of unrelated Transformers regressions, so the broad tokenizer regression in issue 45920 is the best single representative issue.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45920 is the strongest canonical issue here: it describes a concrete v5 tokenizer regression, affects multiple model families, and is broad enough to represent the most plausible duplicate cluster in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best standalone issue because it is specific, reproducible, and broad in scope without being vague; the other issues are either much narrower or clearly about different failure modes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: high perplexity on gpt-oss/WikiText vs Whisper empty-transcription generation failure after align_special_tokens." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset loading issue vs generation behavior with inputs_embeds/past_key_values; unrelated code paths." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "One is a generation API issue, the other is a device-map/cudaErrorAssert failure on Qwen3; not the same defect." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for mDeBERTa while the other is wrong token IDs across many models; different concrete bugs." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs torch.export failures with torch_compilable_check; different subsystems and failure modes." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device_map=auto, but one is a Qwen3 cuda assert and the other is a Gemma4 PLE forward device mismatch; not the same code path." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU offload device mismatch vs DAC.from_latents/forward mismatch from missing STE; unrelated models and bugs." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision weight-tying/serialization issue vs Bamba torch.compile SDPA failure; different components and fixes." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch and quantization failure vs Qwen2.5-VL finetuning with multi-image iterable dataset; not the same issue." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window mask off-by-one vs slow convert_tokens_to_ids regression; different functions and symptoms." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading failures, but glm-4v-9b and cjvt/sleng-bert fail for different reasons and code paths." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask discrepancy vs OmDet-Turbo processor producing the wrong image size; different preprocessing/model bugs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head weight tying bug vs dtype mismatch in SwitchTransformers/TimmWrapperModel; not the same underlying problem." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weights not converted during accelerate/deepspeed loading vs missing supports_gradient_checkpointing flag on Nemotron remote-code variant; unrelated fixes." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx vs composite Qwen config not unwrapping text_config; different config bugs." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "device_map auto failing to load a dequantized model on gpu+cpu offload is not the same concrete bug as generic offloading not working as expected with quantization." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both involve vision models and shapes, but MIMI padding behavior and Perceiver non-default resolution handling are different defects." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression vs gradient checkpointing ineffectiveness with PEFT LoRA; unrelated training/inference issues." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault vs quantized-model save_pretrained/from_pretrained breakage; different model families and failure points." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying/serialization in AyaVision vs packed-weight unpacking during accelerate loading for BitNet; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and Llava Next load segfault are distinct model-loading failures with different root causes." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "Qwen2.5-VL rope position scaling bug is unrelated to convert_tokens_to_ids performance regression." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage vs non-persistent buffers being filled with junk; different state-loading problems." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-family issues, but auto device mapping cudaErrorAssert and flash-attention generation errors are not the same concrete bug." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure vs Qwen3Moe FineGrainedFP8Config failure; unrelated scripts and failure modes." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are serialization-related, but one concerns lm_head.weight tying while the other concerns incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression for EMBEDDIA/est-roberta vs kernels import failure due to missing version/revision; different packages and errors." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs Molmo missing all_tied_weights_keys attribute; no shared underlying change." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a model evaluation benchmark vs a general tokenization-version change report; not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 13, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823", + "issue:46291", + "issue:46402" + ], + "soft_pairs": [ + "issue:44387|issue:45704", + "issue:43881|issue:44991", + "issue:36331|issue:42617", + "issue:43065|issue:46402", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:44008|issue:45823", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:44877|issue:44991", + "issue:43873|issue:44756", + "issue:43404|issue:45357", + "issue:43550|issue:43720", + "issue:42175|issue:46291", + "issue:41720|issue:42617", + "issue:44423|issue:45406", + "issue:43550|issue:43606", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43295|issue:45701", + "issue:45632|issue:45684", + "issue:42915|issue:43317", + "issue:36010|issue:42617", + "issue:41720|issue:45161", + "issue:43425|issue:46291", + "issue:44671|issue:44743", + "issue:43525|issue:46291", + "issue:45081|issue:45812", + "issue:43531|issue:43572", + "issue:43316|issue:44913" + ], + "prepared_review_unit_hash": "118de5ff74138fc3522ea63ba7957c2270fb7780de2b2f28a11db22700426355", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36770, + "estimated_input_tokens": 9193, + "estimated_eval_tokens": 18642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: these are mostly distinct Transformers bugs across unrelated models, configs, tokenizers, offloading, and trainer behaviors. None of the soft edge pairs look like the same underlying bug/change, so I would not collapse any of them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43873 is the best hub-style issue here: it is open, has substantial discussion/inbound references, and covers a broad, recurring Transformers failure mode around quantization/offloading. It is the closest thing to a central representative, even though the cluster is too diverse to treat as one duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest global issue candidate because it has the highest signal of active impact (discussion + inbound references) and a broader symptom surface than the more narrowly scoped reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory/OOM-related problems, but one is int4 quantization reserve growth and the other is a T5 apex RMSNorm leak; different bugs and code paths." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different failures in different models: glm-4v-9b loading vs tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "A custom Trainer signature mismatch is unrelated to a 3d_parallel.py runtime failure." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both are Sam3-related, but one is a dummy Conv2d in the pixel decoder and the other is missing text encoder weights; different components." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crashes and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype propagation and Trainer resume/max_steps calculation are different subsystems and different bugs." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable collision and Gemma4 PLE device mismatch are separate model bugs." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected Trainer keyword argument vs Qwen3Moe FineGrainedFP8 loading failure are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug and a tokenizer-version regression are different areas and symptoms." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading not working and disabling mmap to avoid Strix Halo OOM are both memory-adjacent, but not the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained visual key corruption are distinct model-specific regressions." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA on Bamba-9B-v2 and packed-weight unpacking during accelerate loading are different failure modes." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Install extras missing TensorFlow backend vs kernels v0.15 requiring version/revision are unrelated dependency issues." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-mapping cuda assert and inability to run 3d_parallel.py are not the same bug." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both involve serve/multimodal processors, but one crashes on 'str'.to and the other on missing _tokenizer; different root causes." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are device/runtime mismatches, but Bamba torch.compile+SDPA and Bark-small CPU offload mismatch are separate bugs." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor output size mismatch for OmDet-Turbo and Perceiver interpolation failure are different image-processing problems." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crashes on NER/batched padding and OmDet processor size mismatch are unrelated input-processing bugs." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression in v4.57.5 and generic version-dependent tokenization changes are too broad and not the same concrete defect." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation in save_pretrained are different filesystem issues." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 failure and dequantized model offload loading failure are different quantization/loading paths." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to a 3d_parallel execution problem." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device mapping assert and GPT-OSS MoE only-TP failure are both parallelism-related, but not the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility and kernels v0.15 import requirements are different dependency breakages." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM regression and Qwen3.5 recurrent-state reset with cache are unrelated model bugs." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is not the same as the kernels version/revision import issue." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patch/backend_tokenizer crash and Granite tokenizer ID regression are separate tokenizer bugs." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are different config regressions." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload default are distinct config serialization/API issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 14, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44077", + "issue:44186", + "issue:44361", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44530", + "issue:44545", + "issue:44625", + "issue:44991", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:46291", + "issue:46402" + ], + "soft_pairs": [ + "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:44186|issue:44361", + "issue:43421|issue:45812", + "issue:36331|issue:41720", + "issue:43526|issue:43881", + "issue:29159|issue:36032", + "issue:33357|issue:35707", + "issue:43388|issue:45059", + "issue:30064|issue:34634", + "issue:41720|issue:43746", + "issue:43550|issue:43653", + "issue:43873|issue:45704", + "issue:43606|issue:43720", + "issue:45406|issue:45464", + "issue:44530|issue:46291", + "issue:43421|issue:45701", + "issue:45357|issue:46402", + "issue:34634|issue:41720", + "issue:44492|issue:44509", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:44625|issue:45479", + "issue:44514|issue:44545", + "issue:44451|issue:44991", + "issue:44077|issue:44625" + ], + "prepared_review_unit_hash": "fcb06e7d3d71e91959da319787851d2be2285184097be68bdb43037c383aebdf", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36234, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly unrelated. The Qwen2_5_VLProcessor pair (44514/44545) is thematically very close, but the packet does not support a deterministic duplicate call, so I would not accept it as a true duplicate based on this evidence alone.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 44514 is the most specific and representative report in the cluster for the Qwen2_5_VLProcessor batched-input/padding=False crash, but the evidence is not strong enough to treat it as a confirmed duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44514 is the strongest issue candidate because it is concrete, narrowly scoped, and closest to the only near-match in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different model families and failure modes; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure vs Llava Next segfault; unrelated code paths." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer crashes, but on different models with different concrete failure conditions." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime special-token/post-processor behavior vs a tokenizer ID regression; different underlying issues." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer API keyword mismatch vs device-mapping CUDA assert; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Image processor label reduction bug vs model loading failure; not the same problem." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "General slow/fast tokenizer inconsistency vs a specific T5 tokenizer load error; not one concrete bug." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error vs generation with inputs_embeds/past_key_values; different failure surfaces." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metrics batching bug vs SAM3 text/bbox behavior; unrelated subsystems." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation map processing vs BarkProcessor voice_preset behavior; different code paths." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Device-mapping assert vs PEFT/local-checkpoint loading; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure vs tokenizer special-token registration issue; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior vs T5 apex RMSNorm memory leak; different failure classes." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload mismatch in Bark vs BitNet packed-weight handling during accelerate loading; different code paths." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing tokenizer attribute vs Qwen3.5 streaming chat/completions failure; unrelated." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "PagedAttentionCache crash vs kernels version/revision import error; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Specific runtime tokenizer post-processing bug vs broad version-change tokenization report; not one concrete issue." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Different multimodal checkpoint-loading problems affecting different components." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs Qwen3 device-mapping assert; unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Typo in cache strategies vs removed-docs task mismatch; different scope and fix." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU-offload mismatch vs BigBirdTokenizer mask-token decode issue; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window Qwen3-MoE issue vs composite-config unwrapping for Qwen multimodal models; different concrete problems." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning vs undefined video-branch helpers in multimodal token counting; unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking bug vs generation with inputs_embeds/past_key_values; different areas." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation vs degenerate single-label classification loss; different model/config issues." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": false, + "reason": "These titles are very similar, but the packet marks the pair as not deterministic; without stronger body/diff evidence I would not accept them as a confirmed duplicate." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading failures for different models; no shared concrete code path." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy issue vs Qwen3.5 num_labels propagation; unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly conservative, but it overstates the evidence for the only positive pair. In the packet, the 44514/44545 pair is still marked `deterministic_accept: false`, so calling it a clear duplicate and accepting it goes beyond the provided evidence. The rest of the pair judgments look conservative, but this one positive verdict is not grounded enough to accept the cluster as written." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 15, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43645", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46050", + "issue:46294" + ], + "soft_pairs": [ + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:44898|issue:45072", + "issue:43421|issue:43927", + "issue:45588|issue:45759", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:43782|issue:45381", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43746|issue:46050", + "issue:45704|issue:45923", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:43653", + "issue:45663|issue:45923", + "issue:45704|issue:45859", + "issue:41720|issue:45704", + "issue:43531|issue:43645", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43746|issue:43873", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:43540|issue:46294", + "issue:42915|issue:43746", + "issue:45356|issue:45907", + "issue:43596|issue:44220", + "issue:30064|issue:36010" + ], + "prepared_review_unit_hash": "83ce9842732a8668f7c49422752a108bb1336032f3b5e59e6ee23a9654308127", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36505, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 + }, + "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 across tokenizer, multimodal, training, and quantization paths. Only the offline tokenizer/cache regression pair looks like the same underlying bug.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44843 is the clearest root-cause report: it names the concrete failing path (`_patch_mistral_regex` calling `model_info()` during offline loading). issue:42886 is the broader symptom report, so 44843 is the better duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best issue to keep as the representative because it ties the user-visible offline failure to a specific code path and fixable root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different bugs: one is `from_config` / composite multimodal config unwrapping, the other is CPU offload incompatibility in a MoE rotary embedding." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated failures: Qwen3-MoE sliding window handling vs a float8 storage import/type error." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Both mention model/runtime mismatches, but they affect different models and different code paths (Perceiver resize vs dtype mismatch in SwitchTransformers/TimmWrapperModel)." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer runtime special-token update bug is not the same as DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different subsystems and failures: flash-attention sinkless-model crash vs config unwrapping for Qwen multimodal models." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about `tie_word_embeddings` is unrelated to incorrect visual encoder keys being saved." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken` keyword collision is a different tokenizer construction bug from the broader ScandiBERT load failure." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading a specific model failing is unrelated to PIL image processors unnecessarily requiring torchvision." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal problems: Qwen3VL weight-only loading vs Qwen2.5-VL video position IDs." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both involve processor/model mismatches, but for different models and different symptoms; not the same underlying bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "One is Qwen3.5 embedding unpacking with TRL SFT, the other is evaluate-after-train behavior; no concrete shared code path." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT-adapter checkpoint loading and sinq quantized model save/load are distinct persistence bugs." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "RMSNorm memory leak in T5 is unrelated to a missing gradient-checkpointing flag in Nemotron." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline tokenizer-loading regression: 42886 reports cache loading failing under HF_HUB_OFFLINE, and 44843 identifies the offending `_patch_mistral_regex`/`model_info()` call." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and ZeRO-3 gradient growth are different training issues." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern token special-token handling, but one is runtime post-processor updates while the other is BigBird mask-token registration/decode output." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared KV-state bug is unrelated to a missing model flag in Nemotron." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "T5 RMSNorm memory leak and Qwen3_5Moe CPU offload incompatibility are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to T5/apex RMSNorm leakage." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and Jupyter custom-model initialization are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processor update bug does not match LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model-specific inference issues: SigLIP2 pipeline output vs CamemBERT masked LM predictions." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Checkpoint loading with PEFT adapters is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch Mistral/Kimi tokenizer logic, but one is a hard crash on missing `backend_tokenizer` and the other is a codec/warning regression; not enough to call them the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/processor errors are unrelated to quantization offloading behavior." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video inputs, but the models and failure modes differ: Qwen3OmniMoe video processing vs Qwen3.5 chat-template feature/token mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe fine-grained FP8 config failure is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer codec/fix_mistral_regex regression is unrelated to `list_repo_files` not forwarding `revision`." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel index error is unrelated to `_torch_extract_fbank_features()`." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor void segmentation maps and a GenerationMixin import error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the only accepted soft-edge pair (42886/44843) is supported by the titles and described failure mode. The other pairwise rejections are conservative and do not overstate evidence. No PR-mergeability issue here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 16, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43540|issue:44008", + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "issue:43618|issue:43697", + "issue:44062|issue:44488", + "issue:43550|issue:43819", + "issue:45183|issue:45479", + "issue:44186|issue:44898", + "issue:43322|issue:45685", + "issue:43388|issue:46032", + "issue:43335|issue:43756", + "issue:43531|issue:43643", + "issue:43716|issue:44008", + "issue:43653|issue:43819", + "issue:43643|issue:44877", + "issue:44843|issue:45081", + "issue:43950|issue:45987", + "issue:30064|issue:36331", + "issue:44448|issue:44671", + "issue:41720|issue:44991", + "issue:43540|issue:45381", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:39692|issue:45834" + ], + "prepared_review_unit_hash": "0cbab9a2adaae7ee823d72ba1208f6f358e058e8a4b1521918b34c92bdc7c499", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35999, + "estimated_input_tokens": 9000, + "estimated_eval_tokens": 18256 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated regressions across tokenizers, multimodal models, training utilities, and config loading. There is a small Mistral-tokenizer subtheme, but none of the soft pairs look like true duplicates, and there are no PRs in the cluster.", + "confidence": 0.91, + "canonical_issue_reason": "No single true canonical duplicate stands out. If one issue must represent the cluster, issue 44843 is the closest fit because it is the most detailed report in the only loose shared subtheme (_patch_mistral_regex / Mistral tokenizer loading).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44843 is the best representative only by proximity: it has the clearest root-cause description, multiple inbound references, and aligns with the closest related issue in the set. It is still not a global duplicate anchor for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different code paths: BitNet loading/unpacking vs DAC latent reconstruction." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs accelerate loading of packed BitNet weights." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank feature extraction and tokenizer-mapping code are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal, but the failures are different and in different models/code paths." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Torch.compile SDPA issue vs dtype mismatch in a different model family." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression vs OCR long-input index error." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Missing CLIPOutput attentions field is unrelated to RTDetr output drift." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor argument conflict vs tokenizer load failure for a different model." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model bugs and unrelated runtime failures." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation/XOR messaging bug vs zero-loss classification bug." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs Perceiver image-resolution handling." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault and an MPS histogram dtype limitation are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metrics gathering truncation vs Mamba2 cache correctness." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer config bug vs RoPE-layer-count mismatch; different model settings." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window MoE behavior and trust_remote_code config loading are different issues." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Preprocessor/model dtype mismatch vs variable-name collision in forward()." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC STE behavior are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields from trust_remote_code and the other is strict config rejection." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper name, but different concrete bugs: offline model_info call vs missing backend_tokenizer attribute." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption on load vs StaticCache return-type contract." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map handling vs CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Versioned output differences for different models, not one shared bug." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA assert in device mapping vs tokenizer loading failure." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both mention video/Qwen, but the model variants and failure modes differ." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor updates and batch_decode skip_special_tokens are related only at a broad tokenizer level." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are different bugs." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen-family issues, but one is weight_only loading and the other is flash-attention generation." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation example errors vs long-OCR index error 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": 19, + "review_unit_index": 17, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44186", + "issue:44291", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45584", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46326" + ], + "soft_pairs": [ + "issue:44821|issue:45084", + "issue:45584|issue:45834", + "issue:44186|issue:44442", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:34634|issue:36010", + "issue:43825|issue:43994", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:44485|issue:44509", + "issue:44561|issue:45020", + "issue:28218|issue:29159", + "issue:45987|issue:46192", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:44671|issue:45701", + "issue:43782|issue:45325", + "issue:43825|issue:43827", + "issue:43582|issue:44857", + "issue:43749|issue:44291", + "issue:43906|issue:46209", + "issue:45081|issue:45406", + "issue:45372|issue:46326", + "issue:42175|issue:45081", + "issue:43262|issue:43819", + "issue:34634|issue:36331", + "issue:45003|issue:46285" + ], + "prepared_review_unit_hash": "782b20ec264f7c2ce3df317e8e6a57a8dbdea1bfda77123511e5b8b76683fb4b", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36213, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous; the soft pairs mostly describe different bugs or unrelated regressions, so I would not merge any of them as duplicates. The strongest standalone issue here is the FSDP CPU/RAM-efficient loading regression.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43749 is the most concrete and high-signal report: it names a specific loading regression, has substantial discussion/inbound references, and is broader in impact than the other candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "43749 is the best standalone issue to anchor the set because it is clearly scoped, actionable, and appears to affect an important loading path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Different failure modes and code paths: URL image processor loading vs a template compilation TypeError." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated models and symptoms: Whisper empty transcription handling vs Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "A tokenizer crash on NER/padding is not the same bug as AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both involve loading-related behavior, but the concrete bugs differ: non-persistent buffers junk initialization vs FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "These are distinct device/dtype mismatch reports affecting different models and execution paths." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different model families and regressions; one is video input handling, the other OCR long-input indexing." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior and GenerationMixin import errors are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an incorrect pipeline error message; the other is a model producing bad outputs through AutoModel/pipeline." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Mixed precision dtype loading for BLIP2 is unrelated to an Apple Silicon caching allocator TypeError." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "These describe different failures: tensor-mask shape mismatch vs trainer evaluate-after-train behavior." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both touch remote_code breakage broadly, but they do not point to the same concrete API removal or code path." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both mention tokenizer behavior, but the reports are too generic and do not clearly identify the same underlying bug." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache return type mismatch and return_tensors being ignored are separate API bugs." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and bfloat16 dtype mismatches are different regressions." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading failure in BitNet is a different issue from general dtype mismatch in inference." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Incorrect CamemBERT MLM predictions and version-dependent tokenization changes are not the same concrete bug." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-VL model families and different defects: weight_only loading error vs RoPE position-id scaling bug." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "They are related to v5 pipeline removals, but one is runtime messaging and the other is stale documentation; not the same bug/change." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and float16 CUDA loss crashes are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both relate to loading, but the specific failure modes differ: FSDP RAM-efficient loading vs init_empty_weights argument incompatibility." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as a B200 FP8 inference failure." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer regex patching error and Gemma4 processor missing _tokenizer are different code paths." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import-time dependency break and the other is a tokenizer behavior bug." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Package backend installation omission is unrelated to tokenizer regex patch crashes." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and DAC latent decoding mismatch are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor preset handling and CustomTrainer loss-signature breakage do not share the same underlying bug." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the CLIP text-model structural inconsistency." + } + ] + }, + "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": 19, + "review_unit_index": 18, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43650", + "issue:43653", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44387", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45803" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:43742|issue:45020", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43650|issue:43906", + "issue:44589|issue:45042", + "issue:43746|issue:44811", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:44387|issue:44617", + "issue:43550|issue:44912", + "issue:43257|issue:43329", + "issue:43819|issue:43927", + "issue:43854|issue:44977", + "issue:36010|issue:43645", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:39692|issue:44912", + "issue:36010|issue:36331", + "issue:43531|issue:45042", + "issue:43454|issue:43577", + "issue:42490|issue:43257", + "issue:45459|issue:45803", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43643|issue:45759" + ], + "prepared_review_unit_hash": "4d72aae9b12985c1c563303c63e0e4a8561a01393f68c42d03b36b9d83d0340f", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36684, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated model-loading, quantization, processor, trainer, and config bugs. None of the soft pairs look like the same concrete underlying issue, so all soft edges should be rejected.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45020 is the broadest and most representative report in the set: it describes a general regression in recent transformers versions affecting remote_code models, with substantial detail and discussion. It is a better anchor than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is also the strongest standalone issue to keep as the cluster representative because it has the clearest broad impact and the most directly reusable framing for follow-up triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different subsystems and failure modes: BigBird tokenizer special-token decoding vs MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Unrelated bugs: BEiT label reduction in an image processor vs RTDetrV2 output differences." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they concern different Qwen models and different root causes; too broad to merge." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both involve model loading, but one is a specific key error for MobileLLM while the other is a broad remote_code regression." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "No shared code path: BEiT processor label handling vs MPS attention correctness when value head dim differs." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Compile-time node/template error is unrelated to CLIPTokenizer max_length behavior." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different areas entirely: multimodal token counting bug vs stale auto_mappings references in CI." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "One is a nonspecific placeholder issue title; the other is an isolated reproduction of a separate upstream bug." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT/local checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading complaints, but they target different mechanisms and model families; not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Deepspeed ZeRO3 index error on a non-pretrained BERT model is not the same as trainer.evaluate() failing after train()." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "General int4 quantization memory regression is not the same as a specific Sam3Video OOM report." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is unrelated to MXFP4 loading falling back to bf16." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading bug is unrelated to multimodal token counting in video processors." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent/STE mismatch is a modeling correctness issue, not the same as DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Model-loading test failure for GLM-4.7-Flash is unrelated to flash-attention generation issues in Qwen3.5." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Importing GenerationMixin from a moved module is different from notebook-defined custom model initialization breaking in Transformers 5.0." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading for BitNet is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities and OmDet-Turbo resolution mismatch are different model-specific bugs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are not the same as mxfp4 quantization fallback behavior." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and compute_loss signature change are unrelated trainer/API issues." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding window behavior has nothing to do with PIL backend torchvision requirements." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision tied-weight generation bug and Blip2 dtype propagation bug are distinct model initialization problems." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local path warning is unrelated to Qwen3 MoE accelerate/deepspeed conversion." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both concern exception handling, but they are different code paths and not the same concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading is unrelated to GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-loading regressions, but one is about trust_remote_code missing fields and the other about from_config not unwrapping text_config." + } + ] + }, + "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": 19, + "review_unit_index": 19, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43540", + "issue:43582", + "issue:43606", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:43749|issue:44756", + "issue:43257|issue:43931", + "issue:44568|issue:45356", + "issue:29159|issue:34567", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:44849|issue:45701", + "issue:43452|issue:43582", + "issue:44987|issue:45538", + "issue:43927|issue:44912", + "issue:43697|issue:45357", + "issue:42915|issue:45538", + "issue:44568|issue:45488", + "issue:41720|issue:43540", + "issue:33357|issue:34567", + "issue:44479|issue:45381", + "issue:42175|issue:43824", + "issue:43317|issue:45538", + "issue:43540|issue:44479", + "issue:44062|issue:44991", + "issue:28282|issue:34689", + "issue:45137|issue:45405", + "issue:43540|issue:44560", + "issue:24643|issue:29159", + "issue:43742|issue:44291", + "issue:44987|issue:45907", + "issue:28282|issue:29127" + ], + "prepared_review_unit_hash": "28559efeea11e5e7a84f10cf0b5d932221cc997ab8780abfbbd50d6e9636a645", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36721, + "estimated_input_tokens": 9181, + "estimated_eval_tokens": 18618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated transformer bugs. Only one soft pair looks plausibly duplicate-level: the Qwen video-input regression pair (44479/45381).", + "confidence": 0.58, + "canonical_issue_reason": "issue:45488 is the clearest actionable open issue here: it describes a concrete tokenizer-regression bug with a clear failure mode and broad downstream impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the best single issue to anchor duplicates against: specific enough to reproduce, broad enough to represent the tokenizer regression family, and still open.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-path Qwen bugs, but one is an undefined-name bug in token counting and the other is a video-input regression; different concrete failures." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Different bugs in the video pipeline: undefined helpers in multimodal token counting vs incorrect batched video processor shape." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and different code paths; not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Unrelated problems: TrainerState token counting vs a perplexity issue on gpt-oss-20b." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/loading related, but FSDP RAM-efficient loading and Strix Halo mmap OOM are distinct issues." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures with different symptoms and causes: weight conversion under accelerate+deepspeed vs a shape mismatch on Qwen3-VL." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Separate tokenizer regressions: special-token insertion for mdeberta vs codec/warning behavior for Kimi-K2.5." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer consistency issue vs TrainerState token counter bug; not the same underlying problem." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different load-time failures: Qwen3Moe FP8 config failure vs MobileLLM key error." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Completely different subsystems: init_empty_weights argument handling vs PIL image processor torchvision dependency." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "No shared bug path; one is Qwen3Moe FP8 loading, the other is AutoImageProcessor-from-URL loading." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug is unrelated to the broad tokenization-change report." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF tokenizer/model loading breakage and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer issues: loading a specific model fails in 5.1.0+, while CLIPTokenizer has an absurd max-length value." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token-ID loss and MXFP4 quantization fallback are different bugs." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and failures: RTDetrV2 output drift vs Qwen3.5 save_pretrained key mapping." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "No overlap beyond both touching model/tokenizer behavior; the bugs are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is tokenizer.json pre-tokenizer override; distinct code paths." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen issues: device-mapping CUDA assert vs video-input ValueError." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP model loading is unrelated to TrainerState token tracking." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same video-input regression family for Qwen VL models on 5.3.0; 45381 is a specific symptom of the broader bug described in 44479." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow backend packaging issue vs import error for a specific model class; not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model offload failure is unrelated to CLIPTokenizer max_length behavior." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve Qwen video processing, but one is a generic processing ValueError and the other is a version-specific video regression; not enough evidence of the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer constructor TypeError and est-roberta tokenizer loading failure are different issues." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "General PyTorch import error vs Llama 3.2 Vision loading regression; unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque IndexError is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video issues, but the failure modes differ: a processing ValueError vs a StopIteration in embedding/video handling." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and unexpected _is_hf_initialized argument are different model-loading bugs." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Specific model-loading regression and list_repo_files revision-forwarding bug are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import and LayoutLMv3 box-content error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and conservative in the soft-edge calls. The only accepted pair, 44479/45381, is plausibly duplicate-level from the packet; the rest are reasonably rejected as distinct failures. The canonical issue choice is also supported by the titles and open state." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 20, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:34567", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46399" + ], + "soft_pairs": [ + "issue:43577|issue:45072", + "issue:42915|issue:43749", + "issue:43257|issue:43756", + "issue:38175|issue:44898", + "issue:42175|issue:44488", + "issue:43582|issue:43782", + "issue:43493|issue:43994", + "issue:44737|issue:45588", + "issue:34567|issue:36331", + "issue:43404|issue:45987", + "issue:43526|issue:45479", + "issue:44291|issue:44821", + "issue:43756|issue:46399", + "issue:44062|issue:45081", + "issue:43906|issue:45381", + "issue:44913|issue:46121", + "issue:43756|issue:45325", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:43452|issue:44488", + "issue:43742|issue:44589", + "issue:45357|issue:45920", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43643|issue:45375", + "issue:44625|issue:44877" + ], + "prepared_review_unit_hash": "569bcee245ee918ff2745768f38564cd9ce830c0a6c9906ed124b795bb5a5a71", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35279, + "estimated_input_tokens": 8820, + "estimated_eval_tokens": 17896 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous: many titles are superficially similar because they involve Transformers configs, loading, or dtype issues, but they do not look like the same underlying bug. Only the SigLIP2 pair stands out as a plausible duplicate/root-cause match.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43493 is the strongest root-cause style issue here: it describes the underlying SigLIP2 correctness discrepancy, and it best matches the only convincing duplicate-like pair in the set (issue:43994).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the best canonical issue candidate because it is the broadest and most upstream explanation for the SigLIP2 failure reports; the other issues are too model-specific or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different model families and different code paths (BLIP2 loading vs SwitchTransformers/TimmWrapper inference)." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe vs FSDP CPU RAM efficient loading. Similar training/loading theme only." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different bugs: Qwen3 MOE weight conversion with accelerate+deepspeed vs Smollm3 RoPE-layer retention." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both concern model behavior, but SigLIP2 zero probabilities and Perceiver image classification are unrelated models and bugs." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend packaging/install issue vs a specific model-loading failure; no shared underlying bug." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Different areas and symptoms: AppleSilicon allocator warmup TypeError vs Qwen3VL weight_only load error." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both point to the same SigLIP2 correctness problem: bad outputs/discrepancy from the expected implementation for the same model family." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor allocation bug is unrelated to flash_attention s_aux=None handling." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both are training-loop issues, but one is token counting state and the other is a changed compute_loss signature." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Different model/runtime problems: tied weights in Mistral3 vs StaticCache return type mismatch." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT label reduction bug and single-label classification zero-loss bug are distinct." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to loading AutoImageProcessor from URL." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both mention RoPE, but one is Smollm3 layer dropping and the other is a Qwen3.5 kernel registration crash." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer constructor duplication error and Mistral regex patch backend_tokenizer AttributeError are separate tokenizer bugs." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "A reproduction of issue 38071 is not enough to treat this as the same bug as the Qwen2.5-VL position-id regression." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "One is config reload losing rotary_pct; the other is a TypeError in rope-parameter conversion from JSON-loaded lists." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen/Smollm3 RoPE-related issues with different symptoms and code paths." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure and Phi-4 multimodal loading failure are not the same defect." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend torchvision dependency regression is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file handling for tokenizer/model loading is a different issue from the cjvt/sleng-bert model-load failure." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key mismatch and missing Float8 storage object are separate loading/runtime errors." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key regression and AutoTokenizer wrong token IDs are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Version pinning to unreleased PEFT and stale auto_mappings references are different repository maintenance issues." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-field preservation issues, but they involve different configs and different failure modes." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to strict config blocking granite_speech loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: most pairs are conservatively rejected as only superficially similar, and the SigLIP2 pair (43493/43994) is a plausible duplicate/root-cause match based on the titles and summaries. No clear overstatement or mergeability issue is evident." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 21, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43577", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45005", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45372", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202" + ], + "soft_pairs": [ + "issue:24643|issue:29127", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:44514|issue:45381", + "issue:44466|issue:45005", + "issue:43452|issue:43577", + "issue:43906|issue:46202", + "issue:43452|issue:44843", + "issue:43688|issue:43749", + "issue:28282|issue:32090", + "issue:30064|issue:33666", + "issue:28282|issue:33357", + "issue:43819|issue:44811", + "issue:45372|issue:46170", + "issue:44936|issue:45823", + "issue:43295|issue:45356", + "issue:28282|issue:35141", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:44484|issue:44704", + "issue:38175|issue:43295", + "issue:45542|issue:46178", + "issue:44464|issue:44743", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:44514|issue:45290", + "issue:29159|issue:33357", + "issue:44843|issue:44991" + ], + "prepared_review_unit_hash": "73d8f2f1b4377ed45bdd725abe1147cf1c977c36f388e9feb160d8c742a17c28", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37079, + "estimated_input_tokens": 9270, + "estimated_eval_tokens": 18796 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft pair looks like the same underlying bug: the tied-weights serialization regression in v5. The rest are either different models/code paths or just broadly related subsystem reports.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45005 is the best canonical issue because it states the broader tied-weights regression, while issue:44466 is a narrower device-dependent manifestation of the same save_pretrained serialization problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the strongest global issue candidate for the tied-weights save/load regression cluster; it is broader and more representative than the device-specific report in issue:44466.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Different failures: DeepSpeed training shape error vs LayoutLMV3 box-validation messaging." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different code paths and models: BitNet accelerate-loading unpacking vs Perceiver interpolation at non-default resolution." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "One is RTDetrV2 output drift in v5; the other is a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different problems: Gemma3 ZeRO-3 load failure vs trainer.evaluate() breaking after train()." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and quantized sinq save/load corruption are not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but the crashes are different: batched padding handling vs wrong vision_position_ids in video input." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same tied-weights / lm_head serialization regression in v5 save_pretrained, with 45005 as the broader report." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading failure and BLIP2 dtype propagation are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "43906 is explicitly a reproduction of another issue; 46202 is a separate Gemma roundtrip report, but the titles alone do not prove the same concrete bug." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Different mechanisms: gguf loading vs unconditional model_info() access breaking offline mode." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM-efficient loading are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import is unrelated to the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are different bugs." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Dependency import error vs MacOS bus error in a CLIP model; not the same issue." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode skip_special_tokens being ignored." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import failure from mistral_common is unrelated to Windows ROCm torch.distributed dependency issues." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure and Gemma4 device_map='auto' mismatch are different code paths." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor.tokenizer regression and Kimi-K2.5 codec/mistral-regex regression are distinct." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and recurrent-state reset in modular_qwen3_5 are not the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird mask-token registration/empty decode and MLukeTokenizer task AttributeError are unrelated tokenizer bugs." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer loading failure are different issues." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Max shard size documentation/question and AutoProcessor cached_file kwargs forwarding are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and processor.tokenizer regression are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/dependency complaints, but one is about TensorFlow/tensorboard fallback and the other about tensorflow_text not being in BACKENDS_MAPPING." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird special-token registration and mdeberta BOS/EOS handling are different tokenizer bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both crash in apply_chat_template, but on different inputs and likely different code paths." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to the MacOS CLIP bus error." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline Mistral regex/model_info regression and EMBEDDIA/est-roberta tokenizer loading failure are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft pair (44466/45005) is conservatively justified by the titles. The other rejections stay appropriately cautious and do not overclaim equivalence from broad subsystem similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 22, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44977", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46402" + ], + "soft_pairs": [ + "issue:43646|issue:43749", + "issue:43756|issue:46402", + "issue:43531|issue:43742", + "issue:43688|issue:45704", + "issue:43688|issue:45440", + "issue:43653|issue:43927", + "issue:45491|issue:46002", + "issue:43688|issue:45701", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:44479|issue:44625", + "issue:41720|issue:44464", + "issue:43643|issue:44561", + "issue:43550|issue:44361", + "issue:32090|issue:34567", + "issue:44977|issue:46209", + "issue:43577|issue:45588", + "issue:32090|issue:33666", + "issue:43577|issue:44554", + "issue:44466|issue:46050", + "issue:43504|issue:43720", + "issue:33666|issue:36010", + "issue:43504|issue:43550", + "issue:43504|issue:44610", + "issue:43742|issue:44821", + "issue:45823|issue:46050", + "issue:43262|issue:43295", + "issue:43720|issue:43927", + "issue:43452|issue:44451", + "issue:43606|issue:43927", + "issue:43994|issue:46192", + "issue:44849|issue:46209", + "issue:33666|issue:36331", + "issue:43278|issue:43688" + ], + "prepared_review_unit_hash": "6e53ee60f4ccaa79823ea6b823a245543b96e943bf19caf3600cd655719a202f", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37860, + "estimated_input_tokens": 9465, + "estimated_eval_tokens": 19186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions, deprecations, and model-specific bugs. The pairwise similarity is mostly superficial (shared words like \"broken\", \"load\", \"regression\", or \"v5\"), so I would not merge any of the soft edges as duplicates.", + "confidence": 0.19, + "canonical_issue_reason": "No true canonical duplicate exists here; if forced to anchor the cluster, issue 43646 is the broadest umbrella report about v5 breaking custom model initialization, but the items are too heterogeneous to form one duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the most general and triage-friendly umbrella problem among the set, but only as a loose representative, not a real duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Different regressions: custom model init breakage vs FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Unrelated model-specific loading/architecture bugs for different models and components." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to MobileLLM key lookup failure." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug vs T5/apex RMSNorm memory leak; different code paths." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are model issues, but one is auxiliary-loss normalization and the other is a DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration problem vs config token-ID persistence bug." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but the trigger and subsystem differ: sliding-window attention vs classification head init/checkout." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "General tokenization/version change report is not the same bug as auxiliary-loss normalization." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different generation failures: compiled-forward inconsistency vs flash-attention regression in Qwen3.5." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to DiaConfig token-ID loss." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for Qwen models vs num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert is unrelated to chunked generation inconsistency." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code/v5 compatibility, but they are distinct breakages in different API removals and config loading paths." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different failures in different models: torch.compile SDPA vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to num_input_tokens_seen not updating." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation regression is not the same as FP8 inference failure on B200." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype-loading issue and flash_attention sink-less AttributeError affect different model stacks." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast error is unrelated to Qwen2-VL multi-GPU training support." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype mismatch is unrelated to the MPS attention correctness bug." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied weights is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field load failure and BitNet packed-weight loading failure are different model-loading bugs." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training request is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and failures: Beit legacy config vs Bamba torch.compile SDPA." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit pretrained loading bug is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error and AutoImageProcessor URL loading are unrelated loader issues." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map forward mismatch is unrelated to sinq quantized save/load corruption." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio processor sampling-rate default bug is unrelated to processor.tokenizer regression." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weights loading and DiaConfig token-ID persistence are different mechanisms and models." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file import/load regression is unrelated to inability to load ScandiBERT." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch in bark-small is unrelated to DiaConfig token-ID loss." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Siglip2 bad outputs and return_tensors being ignored are different API/data-flow bugs." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training discussion is unrelated to CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to auxiliary-loss normalization." + } + ] + }, + "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": 19, + "review_unit_index": 23, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46285" + ], + "soft_pairs": [ + "issue:43525|issue:43572", + "issue:44625|issue:46002", + "issue:43720|issue:44361", + "issue:43493|issue:43825", + "issue:28218|issue:33357", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:44849|issue:45357", + "issue:44568|issue:45812", + "issue:43540|issue:44977", + "issue:43493|issue:43844", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:33357|issue:33666", + "issue:43334|issue:43572", + "issue:43257|issue:43299", + "issue:43334|issue:45759", + "issue:45229|issue:45823", + "issue:44589|issue:45520", + "issue:43824|issue:44589", + "issue:43927|issue:44361", + "issue:43504|issue:43606", + "issue:43278|issue:43701", + "issue:43572|issue:44291", + "issue:44464|issue:45584", + "issue:43575|issue:45405", + "issue:44493|issue:46285", + "issue:44792|issue:45405" + ], + "prepared_review_unit_hash": "e7ac16688954c4d16080573033d0ce3df37eaa3f4f13c695c74e13e5c012efa9", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37097, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft-similarity pairs are mostly false positives: they share broad themes like tokenizers, config fields, or Qwen/Gemma/SigLIP models, but not the same concrete bug or fix path. No duplicates should be merged here.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the candidate issues are heterogeneous and do not collapse into one underlying bug cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue: none of the items is a valid representative duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-attribute regressions, but they affect different model families and different missing fields (`pad_token_id` vs `pad_token_idx`); not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Different problems: propagated `num_labels` on Qwen3.5 multimodal config versus NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated failures: BitNet packed-weight loading versus MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a pipeline task-support error are different code paths and different bugs." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug versus MacOS bus error in CLIP model loading; no shared underlying defect." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is a doc example/model-processor mismatch and the other is a HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model-loading failure for Phi-4 multimodal is unrelated to the PEFT minimum-version packaging issue." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: hidden-states behavior versus incorrect save_pretrained key serialization." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but they concern different models and different failure modes (missing BOS/EOS vs wrong token IDs across Granite)." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen-family issues: video-input processing error versus flash-attention generation bug." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 discrepancy is unrelated to gradient explosion with HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 fine-tuning mask defaults and Gemma4 multi-GPU inference OOM are different problems." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A model-specific load failure is not the same as the offline-mode regression in `_patch_mistral_regex`." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both are multimodal/doc-regression flavored, but one is SigLIP2 docs and the other is a processor/tokenizer API regression." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to the ZeRO-3 gradient anomaly." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and device-dependent lm_head serialization are distinct v5 issues." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Completely different areas: CLIP MacOS bus error versus Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both involve missing token-id-style fields, but in different configs, different names, and different model stacks." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Related Qwen MoE models, but one is accelerate/deepspeed weight conversion and the other is dev loading of Qwen3VL MoE; not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch composite model configs, but one is a missing pad token attribute and the other is AutoModelForCausalLM from_config unwrapping text_config." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is inference OOM and the other is device mismatch in PLE forward." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different serialization/import failures: missing Float8 storage class versus flash_attn import_utils KeyError." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import failure is unrelated to the Float8 storage-object lookup error." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss is a different subsystem from MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model preset loading and CPU offload device mismatch are unrelated bugs." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16/FP32 dtype drift during evaluate is not the same as resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are model-loading regressions, but one is a missing config field and the other is an unexpected `_is_hf_initialized` constructor arg." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are unrelated generation bugs." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B tensor-parallel OOM has no connection to the PEFT version bump." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Position-id key warnings across many models and CLIP text-model structure inconsistency are different regressions." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the PEFT release-version problem." + } + ] + }, + "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": 19, + "review_unit_index": 24, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43232", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43582", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44186", + "issue:44423", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44734", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46369" + ], + "soft_pairs": [ + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:44423|issue:44734", + "issue:43065|issue:46369", + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:43844|issue:44964", + "issue:45406|issue:46121", + "issue:29159|issue:32090", + "issue:28218|issue:34567", + "issue:43582|issue:44977", + "issue:44554|issue:45446", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:44521|issue:45290", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:43493|issue:43701", + "issue:37428|issue:43957", + "issue:44186|issue:46192", + "issue:43232|issue:44849", + "issue:45823|issue:46192" + ], + "prepared_review_unit_hash": "686c313acdd81cf9c31023082baba5469c21ab3c23a30c413cdd34d4d295aff0", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35558, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose lexical cluster, not a true duplicate set: the items span unrelated bugs in tokenization, model loading, serving, quantization/offload, and attention code paths. None of the soft pairs looks like the same underlying change or defect, so all soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a good canonical duplicate target; the apparent similarities are superficial and the underlying bugs differ across subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is representative enough to serve as a global cluster canonical because the set is heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs: Beit semantic-segmentation legacy-field loading vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device issues, but the models and failure mechanisms differ: CPU offload mismatch vs stale device override." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and code paths: SigLIP2 inference discrepancy vs unexpected position-id keys across models." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior vs broken save/load after sinq quantization are related only at a broad level." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention import crash on None aux state is unrelated to quantized model serialization failure." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Different serve regressions: multimodal continuous batching crash vs KV-cache continuation tensor indexing." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Same model family, but one is a dummy Conv2d placeholder and the other is a memory overflow during litetext use." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Unrelated: Flash Attention 2 test failures vs MLflow reporting not updating after a failed job." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Import warning for trailing-slash paths is not the same as a CUDA out-of-memory error." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different problems: DeepSpeed/ZeRO-3 gradient growth vs meta-device model loading breakage." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 serve crash due to missing _tokenizer is unrelated to rope-parameter TypeError handling." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer NoneType broadcast error." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing bug and num_input_tokens_seen not updating are separate tokenizer/state issues." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon warmup TypeError and Qwen3.5 flash-attention generation bug are different failures." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with head-dim mismatch is unrelated to the AuxRequest PyTorch version check." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation error for non-template nodes and flash_attn import KeyError are different code paths." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export issue is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and Gemma4 text-only mm_token_type_ids defaulting are different bugs." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat templates, but one is assistant-mask generation for multimodal inputs and the other is tool-call content handling." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaulting and device_map auto device mismatch are distinct issues." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different model-specific regressions: bf16 dtype mismatches vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "flash_attention_utils import error and meta-device loading breakage are separate loading/import bugs." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crash on NER/batched padding is not the same as return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs after sync_gpus and Qwen3.5 output_hidden_states behavior are different code paths." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-mapping mismatch in Gemma4 forward is unrelated to return_tensors/text_kwargs 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": 19, + "review_unit_index": 25, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44466", + "issue:44554", + "issue:44610", + "issue:44792", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46365" + ], + "soft_pairs": [ + "issue:45381|issue:46209", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:44554|issue:46365", + "issue:39692|issue:46192", + "issue:43295|issue:43873", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:43572|issue:43957", + "issue:45520|issue:46178", + "issue:44466|issue:45127", + "issue:43950|issue:46285", + "issue:43550|issue:43844", + "issue:37428|issue:43824", + "issue:44898|issue:45412", + "issue:45200|issue:45325", + "issue:43450|issue:43575", + "issue:43334|issue:43525", + "issue:44792|issue:45563", + "issue:42490|issue:43493", + "issue:41720|issue:46209", + "issue:42915|issue:43824", + "issue:43388|issue:43526", + "issue:28218|issue:35141", + "issue:43824|issue:43975", + "issue:43278|issue:43856", + "issue:38175|issue:43493", + "issue:43526|issue:46192", + "issue:43653|issue:44112" + ], + "prepared_review_unit_hash": "828e981991eadcb2cd70ab16c93e7cacc52099c9dd2c3b3d01232ecf54ecc01b", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36186, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes unrelated tokenizer, processor, model-loading, quantization, and backend/runtime bugs. None of the soft pairs look like the same concrete underlying issue, so all soft edges are rejected. The most representative global issue is the broad `from_pretrained()` regression affecting non-persistent buffers.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43950 is the most broadly applicable and concrete regression in the set: it describes a core model-loading correctness bug that can affect many models, not just one model family or an isolated test case.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the best global representative because it targets a central loading path, has a clear failure mode, and is more generally impactful than the model-specific or symptom-level reports around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position-id bug and FP8 inference failure on B200 are different code paths and failure modes." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer API regression is unrelated to the batched video-shape bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Different processor regressions: tokenizer/image-handling API breakage vs OmDet-Turbo resize mismatch." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug and Trainer import failure caused by datasets are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Broken SigLIP2 docs/quantization example is not the same as the `return_tensors` precedence bug." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Custom model processor regression and quantization offloading issue are different bugs." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig is unrelated to the local-model loading failure." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention bug and Kimi-K2.5 tokenizer codec regression are different problems." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing config attribute in StableLmConfig is not the same as meta-device loading breakage." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Flash-attn import utility error and tensorflow_text backend mapping error are unrelated import failures." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve weights, but one is serialization inconsistency and the other is LoRA merge collapse after vocab extension." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in loading is unrelated to the CLIPTextModel structure inconsistency." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure and ZeRO-3 gradient explosion are different runtime/training bugs." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Missing flash-attn helper import and missing Qwen2_5_VL export are unrelated import errors." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory leak are unrelated model-specific bugs." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 text-only token-type defaults and Qwen2.5-VL temporal position scaling are different preprocessing issues." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug and tensor-parallel OOM are not the same issue." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing `pad_token_id`, but they affect different configs/models and do not look like one concrete bug." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and stale `num_return_sequences` warning are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash import warning and SigLIP2 HF-vs-JAX discrepancy are different issues." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Auto device-mapping CUDA assert and FP8 inference failure on B200 are different hardware/runtime problems." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and missing Qwen2_5_VL import are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "gather_for_metrics tuple-label truncation and BeitImageProcessorFast label reduction are different label-handling bugs." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space behavior and embedding reinitialization on resize are unrelated tokenization vs initialization bugs." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a model class and DeepSeek detokenization regression are not the same concrete issue." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Evaluation dtype drift and Qwen3 MoE memory usage are unrelated training/eval bugs." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 zero-probability behavior and HF-vs-JAX implementation discrepancy are related only by model family, not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Beit label reduction and `return_tensors` being ignored are unrelated preprocessing bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech stale device override test are unrelated CI/runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 26, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:43262", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43504", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44442", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45823", + "issue:46170", + "issue:46234", + "issue:46285", + "issue:46326", + "issue:46402" + ], + "soft_pairs": [ + "issue:45290|issue:46326", + "issue:44442|issue:45198", + "issue:43262|issue:43450", + "issue:38175|issue:45412", + "issue:45520|issue:46170", + "issue:45759|issue:46285", + "issue:44514|issue:44521", + "issue:44610|issue:44857", + "issue:44561|issue:46234", + "issue:43819|issue:44112", + "issue:44206|issue:45584", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:43611|issue:46402", + "issue:43606|issue:45083", + "issue:29942|issue:32090", + "issue:37428|issue:43425", + "issue:44448|issue:44743", + "issue:45200|issue:45588", + "issue:45127|issue:45245", + "issue:43335|issue:43653", + "issue:44855|issue:45083", + "issue:43819|issue:44493", + "issue:43550|issue:44112", + "issue:44206|issue:45823", + "issue:37428|issue:44351", + "issue:45290|issue:45381", + "issue:43335|issue:43504" + ], + "prepared_review_unit_hash": "85241ec4ba346e11a0c5860f589e94946e6e83731a45282f34ddc9e6c9ec6176", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36918, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab-bag of unrelated single-issue reports. None of the soft pairs appear to be the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44521 is the strongest triage representative in this set: it is open, highly discussed, and has the most external references, but the rest of the items do not form a true duplicate cluster around it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best issue to keep as the representative user-facing bug because it has the most activity and the broadest downstream impact among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both mention apply_chat_template/chat handling, but they describe different failure modes and code paths: tool-call/content-less assistant messages vs continue_final_message on mistral_common tokenizers." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer/speech-model loading problems, but they affect different models and different operations: AutoTokenizer loading vs save_pretrained/tokenization behavior." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "These are different modalities and bugs: audio chat-template sampling-rate defaulting vs batched video processor output shape." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Completely different subsystems and symptoms: SigLIP zero probabilities vs RT-DETR memory not being released." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/runtime compatibility problems, but one is a missing flash_attn key on Python 3.13 and the other is Windows ROCm torch.distributed dependency handling." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both involve multimodal/model structure changes, but the concrete bugs are different: unwrapping text_config in AutoModelForCausalLM.from_config vs inconsistent CLIP text model structure." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same general apply_chat_template area, but one crashes on batched padding=False input while the other returns all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different model families and failures: OmDet-Turbo image size mismatch vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are missing utility symbols, but they are different APIs and breakages: removed is_torch_fx_available vs missing is_falcon_mamba_ssm_available." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated bugs: DAC.from_latents mismatch with forward pass vs a stale GraniteSpeech CI device override test." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: unsupported center arg in LasrFeatureExtractor vs Whisper generation failing after align_special_tokens." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related pipeline issues, but they concern different documentation and different API changes." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different code paths and domains: DAC latent reconstruction vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Both touch detection/training losses, but one is an AMP CUDA crash and the other is auxiliary losses being skipped when denoising is off." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated model/config bug vs compile-time SDPA failure; no shared underlying issue." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading regressions: base_model_prefix handling vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "No meaningful overlap beyond being model bugs; CPU offload device mismatch is unrelated to qwen3_omni_moe helper behavior." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are separate failures with different causes." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A missing flash attention symbol import is not the same as a broad Torch 2.10 incompatibility report." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different models and bugs: Pegasus output differences across versions vs recurrent state reset in modular_qwen3_5 cache handling." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different multimodal bugs: Gemma 4 token type defaults vs flash_attention integration crashing on s_aux=None." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to the category-count runtime error." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer configuration and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 JIT parsing/import failure is unrelated to qwen3_omni_moe length-helper behavior." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and model families: DAC latent mismatch vs unexpected position-id keys across many models." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to a GraniteSpeech CI device override test." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "These are different failures: unsupported feature-extractor arg vs Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules; not the same underlying bug." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both are chat/multimodal-related, but one is a chat-template crash with tool calls and the other is wrong vision_position_ids for Qwen2.5-VL video input." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Completely different issues: SwitchTransformers sparse-layer creation vs BEiT pretrained loading with a legacy field." + } + ] + }, + "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": 19, + "review_unit_index": 27, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43825", + "issue:43854", + "issue:43873", + "issue:43927", + "issue:44112", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45698", + "issue:45859", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46399" + ], + "soft_pairs": [ + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:43278|issue:43825", + "issue:39692|issue:43526", + "issue:45310|issue:45478", + "issue:45459|issue:46234", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:42490|issue:43854", + "issue:34689|issue:35141", + "issue:43606|issue:44857", + "issue:44360|issue:44561", + "issue:45920|issue:46192", + "issue:38175|issue:44493", + "issue:44857|issue:45072", + "issue:44977|issue:45229", + "issue:44448|issue:44977", + "issue:28218|issue:32090", + "issue:40444|issue:43526", + "issue:43746|issue:46209", + "issue:43701|issue:45083", + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:44855|issue:46399", + "issue:43550|issue:45083", + "issue:42490|issue:43575", + "issue:43927|issue:45698", + "issue:43873|issue:45229" + ], + "prepared_review_unit_hash": "ebc79c910bedc643978da39b338650ea32703edf5c76e0a8cb421d4642c18912", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37340, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "One soft edge is a plausible duplicate: the two Qwen3.5 MoE from_pretrained error reports. The remaining pairs do not look like the same underlying bug from the visible metadata and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45310 is the better canonical issue because it is the earlier report and has at least one inbound reference; issue:45478 has the same title, so the visible metadata supports duplicate status but not a claim that one title is more descriptive.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best issue anchor for this cluster because it is the earliest of the matching reports and already has some linkage, making it the most stable representative of the duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different subsystems and symptoms: LayoutLMv3 error-message clarity vs Trainer GPU broadcast TypeError." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: flash_attention sinkless-model crash vs Qwen3.5 rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different bugs: training/eval dtype drift vs pipeline translation-task warning text." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example failures for SigLIP2 are unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title and highly similar topic: both are Qwen3.5 MoE from_pretrained error reports, so they look like the same underlying bug." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer/protobuf error masking is unrelated to a missing import_utils capability flag." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different model/config bugs: SwitchTransformers sparse-layer creation vs qwen3_omni_moe helper behavior." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation example errors are not the same as the unexpected position-id key behavior described here." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI-related, but they hit different models and failure modes." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v4/v5 regressions, but one is Pegasus output drift and the other is DeepSeek tokenizer behavior." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer config bug vs GraniteSpeech stale device override test are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different behavior: SwitchTransformers sparse-layer setup vs D-FINE auxiliary-loss omission." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning is unrelated to GLM-4.7 model-loading failures." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both concern loading/model setup, but they describe different bugs." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to an AMP/CUDA crash in a different model." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation behavior is unrelated to the v5 removal of is_torch_fx_available." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression across models is different from return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 are unrelated to the unexpected position-id key warning." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different numeric-stability/device-dtype problems in different models; not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation issue is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Both affect generation, but they are different model-specific regressions with different causes." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space bug is unrelated to Trainer broadcast TypeError." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multimodal IterableDataset finetuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to FP8 inference on B200." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe helper behavior." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast error is unrelated to the MacOS bus error loading CLIP." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both involve import-time/decorator parsing, but they are different errors in different code paths." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is unrelated to qwen3_omni_moe helper behavior." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path slash warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both are save/load regressions, but they describe different underlying defects." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to Gemma4 multi-GPU OOM." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the duplicate-pair call on issue:45310 / issue:45478 is plausible, but the canonical_issue_reason overstates the evidence. In the packet both issues have the same title, so 45478 does not have a shorter title, and nothing shown supports that 45310 is more descriptive. Keep the verdict conservative and grounded only in the visible metadata." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 28, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43611", + "issue:43653", + "issue:43873", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:44987", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121" + ], + "soft_pairs": [ + "issue:10000|issue:15354", + "issue:44561|issue:44779", + "issue:43278|issue:43329", + "issue:41720|issue:45229", + "issue:37428|issue:44987", + "issue:44977|issue:45563", + "issue:44857|issue:45588", + "issue:44568|issue:45491", + "issue:43278|issue:43381", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:45588|issue:45823", + "issue:45372|issue:45406", + "issue:44448|issue:44466", + "issue:43976|issue:45440", + "issue:45198|issue:45803", + "issue:25251|issue:32090", + "issue:45245|issue:45563", + "issue:43653|issue:44743", + "issue:32090|issue:33290", + "issue:44206|issue:44479", + "issue:43611|issue:46121", + "issue:29127|issue:34567", + "issue:42490|issue:43873", + "issue:33357|issue:39692", + "issue:44871|issue:44977", + "issue:44186|issue:45198", + "issue:45459|issue:45712" + ], + "prepared_review_unit_hash": "426e6f8bc369488b2761af88a6f1e3ed9fdf553ab696fd5752234619c780936d", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35950, + "estimated_input_tokens": 8988, + "estimated_eval_tokens": 18232 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the paired items mostly share broad wording or subsystem names, but they describe different bugs, models, or code paths. I found no true duplicate pair to merge, so no single canonical issue stands out.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Unrelated model/export failures: German DistilBertModel issue vs torch.jit.script GeneratorExp export problem on ViT." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: removal of is_torch_fx_available affects trust_remote_code loading, while the other is a DeepSeek tokenizer behavior change." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Separate code paths: dtype mismatch in eval vs a multimodal token-counting bug in the video branch." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are model/runtime issues, but one is a Qwen3 auto device-map assert and the other is Gemma4 multi-GPU OOM; not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Both mention loading/import failures, but one is a missing flash-attention utility import and the other is a model-loading failure for a specific repo." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs a stale warning in paged generate(); different functionality and symptoms." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "CUDA AMP loss crash vs flash_attention.py AttributeError on s_aux=None; different components and failures." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling vs Gemma3 NaN embeddings from sliding-window attention; not the same issue." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to BF16->FP32 dtype drift during evaluation." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import dependency issue vs flash-attention sink-less model crash; different call sites." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failure with training guard/erfinv is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma-related inference paths, but one is a flash-attention AttributeError and the other is a device-map mismatch in PLE." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both concern Gemma4 processor loading, but one is an import error from mistral_common and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Generation output mismatch and lm_head.weight serialization inconsistency are different bugs with different code paths." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility breakage vs DeepSeekV3MoE divergence from remote implementation; unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure vs a bare-except bug in Fuyu tensor conversion; different models and fixes." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k shape change is unrelated to Trainer broadcast failing on NoneType." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category cardinality limit error vs paged-generate warning; no shared underlying defect." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs Qwen3.5 recurrent-state reset in cache handling; different subsystems." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error and DeepSpeed Adafactor OOM are both training-related but not the same issue." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Image feature extractor center-arg regression and video-input regression affect different preprocessing/code paths." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading breakage is unrelated to rope-parameter JSON list handling." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counting are distinct issues." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to quantization offloading not working." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on CLIP vs documentation example errors for SigLIP2; different failures and remediation." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers/models and different failure modes: LayoutLMv2 batching crash vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking by missing protobuf is unrelated to leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Duplicate of earlier verdict: different evaluation behaviors, 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": 19, + "review_unit_index": 29, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:35141", + "issue:36010", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44625", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45584", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399" + ], + "soft_pairs": [ + "issue:43065|issue:45412", + "issue:44361|issue:45198", + "issue:43065|issue:43994", + "issue:42915|issue:42994", + "issue:43066|issue:44462", + "issue:43278|issue:43575", + "issue:29942|issue:30064", + "issue:45372|issue:45459", + "issue:45412|issue:46369", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43381|issue:43701", + "issue:43756|issue:45440", + "issue:43421|issue:45491", + "issue:43653|issue:44442", + "issue:29127|issue:33357", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:43994|issue:46369", + "issue:43526|issue:45834", + "issue:29942|issue:36010", + "issue:46121|issue:46399", + "issue:29127|issue:35141", + "issue:43526|issue:44186", + "issue:44625|issue:45584", + "issue:43761|issue:45859", + "issue:43575|issue:43701", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:44977|issue:45245", + "issue:43526|issue:44857" + ], + "prepared_review_unit_hash": "2a908b2e33d8723c0ff27bfc655068f5fe110432e5e477bc5a5011521d5462f9", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37450, + "estimated_input_tokens": 9363, + "estimated_eval_tokens": 18982 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the apparent matches are mostly same-subsystem or same-error-class similarities, not true duplicates. I would not merge any of the soft-edge pairs. If one issue must serve as the anchor, the cleanest and most representative core-path bug is the AutoTokenizer tokenizer.json loading regression.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44462 is the clearest, most actionable core-path regression in the set and has the cleanest repro/impact story, making it the best anchor for this otherwise mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the strongest single issue candidate overall: well-scoped, user-facing, and centered on tokenizer loading behavior that is easy to triage and fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different bugs: a dummy Conv2d placeholder in Sam3PixelDecoder vs an RT-DETR memory leak on deletion." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model failures: MLukeTokenizer AttributeError vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Same broad vision area, but not the same bug or code path; dummy module placeholder vs incorrect inference outputs." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Different quantization-related issues: FineGrainedFP8Config load failure vs quantized model saving failure." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenizer loading, but one is a decoder-type regression in v5 while the other is repository tokenizer.json resolution; distinct failures." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Unrelated problems: embedding dtype drift during eval vs OOM when loading a large model with tensor parallelism." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Different areas entirely: Flash Attention 2 test failures vs void segmentation map processing." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Different tokenizer/processor failures: missing ReasoningEffort import vs protobuf-related exception masking." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Different memory bugs in different models/code paths: RT-DETR GC leak vs sam3-litetext memory overflow." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Different symptoms and root causes: bad CLIP/Siglip outputs vs model deletion memory retention." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Different code paths: torch.export failure around torch_compilable_check vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Different training-flow bugs: gradient checkpointing in eval mode vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model-specific regressions: Smollm3 RoPE layer handling vs DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor update behavior vs Gemma3 NaN embeddings; unrelated failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but BigBird special-token registration and FastSpeech2ConformerTokenizer loading are distinct bugs." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Completely different issues: LayoutLMv3 error-message clarity vs CLIP bus error on macOS." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "One is a missing Qwen2.5-VL import, the other is a vague dependency issue; not the same underlying bug." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different model families and code paths: DeepseekV3MoE divergence vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: Siglip2 nonsensical outputs vs SAM3 memory overflow." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different image-processing bugs: BeitImageProcessorFast label reduction vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated failures: Flash Attention 2 tests vs GenerationMixin import error." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Related to RoPE, but different concrete failures: JSON-loaded list handling vs missing decorator for apply_rotary_pos_emb registration." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different bug classes: clearer error reporting vs embeddings reinitialized during post_init after resizing." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different components and symptoms: Beit image label reduction vs LayoutLMv2Tokenizer crashes on NER/batched padding." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different models and behaviors: Qwen3.5 num_labels propagation vs Whisper generation on empty transcription after token alignment." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different regressions: CLIPVisionModel hidden_states bug vs Qwen3_5Moe rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Different issues: tensor-parallel OOM on load vs checkpoint key mismatch during resume." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen model failures: FineGrainedFP8Config load issue vs weight-shape mismatch on Qwen3-VL." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs dtype mismatch in bfloat16 inference; no shared root cause." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Unrelated: local-path trailing-slash import warning vs gradient checkpointing eval-mode limitation." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory pressure, but one is load-time OOM for a large Qwen model and the other is reserved-memory growth under int4 quantization; not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Completely unrelated: Qwen3.5 flash-attention generation bug vs category-count limit RuntimeError." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different bugs in different subsystems: Beit image label handling vs LwDetrImageLoss AMP/CUDA crash." + } + ] + }, + "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": 19, + "review_unit_index": 30, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44987", + "issue:45003", + "issue:45216", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:43334|issue:43531", + "issue:44464|issue:45491", + "issue:43262|issue:44206", + "issue:44743|issue:44811", + "issue:43452|issue:45588", + "issue:43646|issue:44077", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:33290|issue:34567", + "issue:44062|issue:45907", + "issue:43381|issue:43873", + "issue:44442|issue:44898", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:43761|issue:44079", + "issue:42490|issue:44743", + "issue:42175|issue:46234", + "issue:34689|issue:43611", + "issue:43316|issue:43525", + "issue:43232|issue:43388", + "issue:43720|issue:44442", + "issue:43761|issue:44188", + "issue:34689|issue:36010", + "issue:43931|issue:45216", + "issue:44077|issue:44479", + "issue:33290|issue:36331", + "issue:43493|issue:43827", + "issue:44442|issue:45803", + "issue:44987|issue:46178" + ], + "prepared_review_unit_hash": "535fecc6d3deafd8f19c991b18c6d512a39c2a255dcccf778f7ddefaa16b6e9d", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36685, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs point to different bug reports or regressions in nearby areas, but not the same underlying issue. I would reject all soft edges and not force a canonical duplicate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure vs Qwen3-MoE sliding_window behavior; different model families and bugs." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to Gemma3 NaN embeddings from sliding-window/all-padding batches." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default mismatch vs LasrFeatureExtractor unsupported center arg; different code paths." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3_5 recurrent state reset bug vs Whisper batch_decode skip_special_tokens handling; not the same issue." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file tokenizer/model loading break vs flash_attention s_aux=None crash; unrelated failures." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both touch initialization, but one is custom model init regression and the other is patchtsmixer post_init policy." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor OOM in deepspeed is unrelated to TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in deepspeed optimizer vs token embedding/output reinit bug; different subsystems." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Optimizer memory issue vs TrainerState token counter update bug; no shared underlying defect." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg conflict is unrelated to list_repo_files forgetting revision." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs quantization offloading behavior; different runtime problems." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer load failure vs Perceiver non-default-resolution interpolation failure; not the same path." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "AutoTokenizer loading regression vs zero-loss sequence-classification bug; different failure modes." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVision hidden_states regression vs ModelOutput None-key assignment logic; unrelated components." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to Qwen3_5 recurrent-state reset." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing tensorflow in a torch install extra vs missing import_utils helper symbol; different packaging/API issues." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but one is Llama 3.2 Vision breakage and the other is base_model_prefix handling in v5." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API mismatch vs Llama4Config missing pad_token_id; similar shape, but not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after sync_gpus vs gather_for_metrics dropping tuple labels; different trainer/runtime code." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate loading/unpacking bug vs FastSpeech2ConformerTokenizer loading failure; unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states regression vs attention-kernel divergence under torch.compile; different models and causes." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model loading breakage vs GenerationMixin import error; separate regressions." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 save_pretrained checkpoint corruption; both Qwen-related but different defects." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init restriction is unrelated to the v5.3.0 video-input regression." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Deepspeed OOM in optimizer use vs CustomTrainer.compute_loss signature mismatch; distinct training issues." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs docs still referencing pipeline(); one is model parity, the other documentation." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure vs bare except swallowing errors in Fuyu tensor conversion; not duplicates." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model-loading regression on transformers>=5.1.0 vs backend mapping error for tensorflow_text; different root causes." + } + ] + }, + "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": 19, + "review_unit_index": 31, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:42617", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43825", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45290", + "issue:45584", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46170", + "issue:46202", + "issue:46365", + "issue:46369" + ], + "soft_pairs": [ + "issue:43873|issue:44871", + "issue:42907|issue:45698", + "issue:44479|issue:45290", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:44855|issue:45137", + "issue:44190|issue:44496", + "issue:43650|issue:46202", + "issue:45803|issue:46365", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:43550|issue:43701", + "issue:42617|issue:43575", + "issue:43606|issue:43701", + "issue:43575|issue:43742", + "issue:16998|issue:22355", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:43316|issue:43716", + "issue:44871|issue:45584", + "issue:44610|issue:46369", + "issue:43295|issue:44871", + "issue:43316|issue:44877", + "issue:44162|issue:44792", + "issue:44077|issue:44534", + "issue:43404|issue:43441", + "issue:45803|issue:46170" + ], + "prepared_review_unit_hash": "0a958a507953b70ab02f4aee38f70bebb59805862d1773e588121427d7d37018", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35742, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft pairs mostly connect unrelated transformer bugs that share broad themes like loading, memory, or multimodal regressions but not the same concrete code path. No soft edge should be merged.", + "confidence": 0.98, + "canonical_issue_reason": "issue:43873 is the broadest and most actively discussed open report in this set, with multiple inbound references; it is the best single representative even though the cluster itself is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest global issue candidate because it has the highest apparent triage value (open, discussed, referenced) and sits on a broadly relevant offloading/quantization topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Offloading/quantization behavior vs Gemma eos_token_id mismatch are different bugs and different code paths." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models is unrelated to loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression across VL models is not the same as apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and a Qwen3-VL weight-shape mismatch are distinct loading failures." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig loading is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same as AutoModelForCausalLM failing to unwrap text_config for Qwen multimodal configs." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2Model parsing is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script and an unrecognized model/config.json error are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "An empty-data issue does not match Gemma pipeline roundtrip behavior on the underscore token." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in FuyuBatchFeature.convert_to_tensors() is unrelated to Trainer import failure caused by datasets installation." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to AutoModel/PyTorch missing-library import errors." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor.tokenizer regression and an incorrect translation-task error message are different API regressions." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime issues are not the same as Qwen2-57B-A14B-Instruct loading OOM under tensor parallelism." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are separate bugs." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "TP OOM when loading Qwen2-57B-A14B-Instruct is unrelated to a key error loading MobileLLM-125M." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length behavior for DeBERTa-V3 has nothing to do with a missing transformers.onnx module." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as CUDA OOM in Sam3Video." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Qwen2_5_VL batched chat-template crash are different processor bugs." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and Sam3-litetext memory overflow are not the same underlying defect." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "processor.tokenizer regression and Gemma eos_token_id mismatch do not share the same code path." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus test failure are unrelated model-specific issues." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post_init policy and non-persistent buffer junk are different v5 concerns." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head weight tying in Mistral3 is not the same as FlashAttention failure in Ministral-3." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Fuyu tensor conversion exception handling is unrelated to Windows ROCm import/dependency 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": 19, + "review_unit_index": 32, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43388", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43572", + "issue:43646", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:46050", + "issue:46178", + "issue:46234", + "issue:46369" + ], + "soft_pairs": [ + "issue:44871|issue:46050", + "issue:43761|issue:44479", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:41950|issue:43475", + "issue:43388|issue:43688", + "issue:45127|issue:45200", + "issue:43673|issue:44743", + "issue:32090|issue:35141", + "issue:43572|issue:46178", + "issue:43504|issue:45698", + "issue:44617|issue:45584", + "issue:44734|issue:45406", + "issue:45542|issue:46234", + "issue:44792|issue:44977", + "issue:43525|issue:43531", + "issue:45563|issue:45584", + "issue:43761|issue:44242", + "issue:45381|issue:46369", + "issue:43931|issue:44060", + "issue:44792|issue:45600", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:35141|issue:42490", + "issue:44479|issue:44734", + "issue:44464|issue:45563", + "issue:44855|issue:45588", + "issue:43827|issue:43994" + ], + "prepared_review_unit_hash": "91d28e8597fadad82008caf7a3be97054c3c712111e556ca8506eea7cea84ee7", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36380, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of superficially similar but distinct regressions; I don\u2019t see any true duplicate PRs, and none of the soft pairs look mergeable as the same bug/change. The broadest issue is the generic v5 initialization regression, but it is only an umbrella candidate, not a confirmed duplicate match.", + "confidence": 0.43, + "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-like report in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d), so it is the best single representative even though the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 best captures the common v5 init/load regression theme across several nearby reports; it is the most generally reusable reference point among these issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "One is an eos_token_id config mismatch, the other is a quantized-model save/load failure; same area, different bug." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different models and failure modes: CLIPVision hidden-states handling vs Qwen2.5-VL video regression." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config/reload behavior, but one is a broad v5 init breakage and the other is a GPTNeoX rotary_pct persistence bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Different loading problems: gguf_file path handling vs unrecognized custom model/config.json model_type." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor lookup and SAM3 video attribute access are unrelated bugs." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metrics batch truncation and auxiliary-loss normalization are different training-path issues." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge/vocab extension collapse is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both touch cache/state handling, but they are separate code paths and model behaviors." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and token-embedding reinit on post_init are distinct." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLm pad_token_idx regression and tensorflow_text backend registration are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy preset loading for BEiT segmentation is not the same as loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in SAM3Video is not the same as Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing and missing _tokenizer on Gemma4Processor are separate serve crashes." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend confusion is unrelated to the missing is_falcon_mamba_ssm_available helper." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different model-path issues." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning for num_return_sequences is not the same as Whisper failing on empty transcription." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression and MoE load-balancing loss omission are different bugs." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position ids and SAM3-LiteText memory overflow are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch on model load and incorrect tied-weights warning are different Qwen3-VL/Next issues." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus generate-image test failure and removed Sam3LiteText auto-mapping references are not the same bug." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is a different regression from GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading and Phi-4 multimodal model loading are unrelated failures." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinit on post_init is unrelated to the local-path trailing-slash import warning." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Qwen video-input regression and serve KV-cache indexing crash are different code paths." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as a stale generate warning." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 torch.jit parsing failure and flash-attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsense via pipeline/AutoModel are not the same change." + }, + { + "left": "issue:45588", + "right": "issue:46369", + "accept": false, + "reason": "Flash-attention s_aux=None attribute crash and SAM3-LiteText memory overflow 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": 19, + "review_unit_index": 33, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41720", + "issue:42175", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44279", + "issue:44462", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46369" + ], + "soft_pairs": [ + "issue:41720|issue:45245", + "issue:44617|issue:46369", + "issue:43065|issue:44610", + "issue:44521|issue:45381", + "issue:44933|issue:45362", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:45632|issue:46234", + "issue:44462|issue:45907", + "issue:44112|issue:45600", + "issue:44737|issue:45803", + "issue:43335|issue:44190", + "issue:43116|issue:44190", + "issue:45276|issue:45584", + "issue:43295|issue:45276", + "issue:44938|issue:45542", + "issue:46082|issue:46121", + "issue:45245|issue:45584", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:42175|issue:44279", + "issue:43650|issue:44220", + "issue:44186|issue:44734" + ], + "prepared_review_unit_hash": "a93c11792068d665be18742d8d2ce31d5cab55dc4854b9246125aa92061f1cc6", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35782, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most items are unrelated issues spanning different models, configs, import/export regressions, and CI/install problems. None of the soft pairs look like the same underlying bug or a mergeable duplicate PR case.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is a safe duplicate target here; the issues are largely unrelated, so choosing one would collapse distinct bugs into one bucket.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue stands out as a global canonical representative because the cluster does not form one coherent bug family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Different failures: Qwen3 auto device mapping cudaErrorAssert vs category-cardinality runtime error." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but they affect different Sam3 variants and likely different code paths." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv vs OmDet-Turbo processor size mismatch are unrelated bugs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal Qwen issues, but assistant mask generation and video position IDs are different defects." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Nonexistent image_utils import is unrelated to Qwen3.5 chat crash behavior." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different config/state issues: junk buffers on load vs rotary_pct not persisting on reload." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version compatibility problem vs DebertaV2 JIT parsing/import syntax issue." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to local dataset loading in an example script." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config handling, but patchtsmixer post_init and granite_speech strict loading are different bugs." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both are regressions, but LoRA/vocab collapse and wrong visual encoder keys are distinct save/weight issues." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache indexing are different code paths." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to a missing import-utils helper." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files revision forwarding are unrelated repo/file handling bugs." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both broke CI, but stale GraniteSpeech test and removed Sam3LiteText config references are different failures." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug and bare-except error swallowing are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config bug and image-classification local dataset loading are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example multi-label classification output bug is unrelated to local dataset loading." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize issue and Whisper empty-transcription generation bug are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma4 embedding resize problem do not share the same underlying fix." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend dependency are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-params JSON list handling are separate config bugs." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count overflow and Whisper empty transcription are unrelated runtime failures." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different public APIs." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 weight tying and Qwen3.5 save_pretrained checkpoint keys are different model serialization bugs." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Package extra omission for TensorFlow and a generic dependency issue are not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "'ADD THE DATA' lacks evidence of the same audio feature-extraction issue." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer/padding crash and serve KV-cache indexing 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": 19, + "review_unit_index": 34, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44112", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45335", + "issue:45372", + "issue:45375", + "issue:45446", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46234", + "issue:46369", + "issue:46399" + ], + "soft_pairs": [ + "issue:44246|issue:45003", + "issue:41950|issue:44016", + "issue:36246|issue:38617", + "issue:43479|issue:45375", + "issue:44683|issue:45446", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:43854|issue:44964", + "issue:44016|issue:44220", + "issue:44112|issue:44964", + "issue:46123|issue:46369", + "issue:44561|issue:45632", + "issue:43976|issue:44987", + "issue:44734|issue:45632", + "issue:43531|issue:45600", + "issue:42907|issue:43441", + "issue:43526|issue:43901", + "issue:46082|issue:46399", + "issue:43295|issue:45335", + "issue:44496|issue:45042", + "issue:43441|issue:45588", + "issue:45372|issue:46234", + "issue:44016|issue:44062", + "issue:43299|issue:45216", + "issue:43673|issue:44336", + "issue:43901|issue:44496", + "issue:43381|issue:45593", + "issue:43824|issue:44933", + "issue:43976|issue:44279", + "issue:44496|issue:45759" + ], + "prepared_review_unit_hash": "08261460e5cff007d9aafb2d7ae349735f16b82b2022b7f0b75e9464ac9d4a2c", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36840, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated import errors, config/model-loading regressions, pipeline bugs, and docs/test issues. I would not merge any of the soft-edge pairs as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span multiple unrelated defects rather than one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, issue 44964 is the most concrete and broadly discussed user-facing regression, but it still does not explain the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Different problems: slow import timing vs unsafe sys.modules access; not the same concrete bug." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A pipeline bug and a notebook syntax error are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but for different symbols in different modules with different causes." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different model configs and different missing/defaulted fields; not one underlying config bug." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a runtime failure on torch 2.9+ and the other is a version-check/import gating bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config-loading related, but one is about trust_remote_code dropping fields and the other is about an unrecognized model lacking model_type." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both are model-loading issues, but for different models and different failure modes." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and different import/load failures; not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error is unrelated to a feature implementation issue." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flakiness in GraniteSpeech is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline batching logic and sam3-litetext memory overflow are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both involve trust_remote_code, but one is a missing helper API and the other is a cache-path collision." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "A Python-version compatibility issue is not the same as a model-specific load failure." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve/KV-cache indexing crash and local-model cache-path collision are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText auto_mapping references are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Different Ministral-family failures with different triggers: save_pretrained/dequantization vs FlashAttention loading." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "An image-processor label reduction bug and outdated docs for return_all_scores are not the same issue." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 rotary-kernel registration failure are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "One is a processor/tokenizer regression; the other is an embedding resize bug." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Missing model_type in config loading is unrelated to PIL image processors wrongly requiring torchvision." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention-related failures in different code paths and models." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Different missing-import symbols in different modules; not a duplicate bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error versus tokenizer AddedToken argument conflict; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen regressions, but one is loading/import behavior and the other is save_pretrained checkpoint correctness." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache behavior and ANSI output formatting are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch and model-type loading failure are different issues." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they target different symbols and different modules." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version support and a generic dependency issue are not the same concrete bug." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized-model config loading and composite Qwen multimodal unwrapping are different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 35, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132", + "issue:46209" + ], + "soft_pairs": [ + "issue:44075|issue:44368", + "issue:45335|issue:45584", + "issue:43650|issue:46209", + "issue:45103|issue:45372", + "issue:43577|issue:45216", + "issue:44242|issue:45200", + "issue:38175|issue:44617", + "issue:44521|issue:45325", + "issue:43299|issue:45357", + "issue:44279|issue:45405", + "issue:41950|issue:45020", + "issue:44351|issue:45278", + "issue:39692|issue:43901", + "issue:44779|issue:45812", + "issue:43295|issue:44779", + "issue:43479|issue:43525", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:43299|issue:43854", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:43450|issue:44279", + "issue:43650|issue:46132", + "issue:44466|issue:45276", + "issue:45081|issue:45907", + "issue:44016|issue:44291", + "issue:43441|issue:45834" + ], + "prepared_review_unit_hash": "aba66aae3d1128930173d1426da858d149aaf54f09f72441b57cb06959b6e136", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36238, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All listed soft pairs are similar at the subsystem level but do not describe the same underlying bug/change, so they should be kept separate. The strongest standalone issue here is the open multimodal assistant_masks regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44521 is the clearest high-signal standalone bug: it is open, reproducible, and has concrete multimodal behavior with multiple inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best overall issue candidate because it is specific, actionable, currently open, and appears to affect an active code path rather than a narrow doc/example path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Both mention behavior around optimization/config warnings, but one is SGD args being ignored and the other is a tied-word-embeddings warning in Qwen3.5 LoRA; different bugs and code paths." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "One is about resize_token_embeddings not affecting t5gemma decoder embeddings; the other is Whisper generation failing on empty transcription after align_special_tokens. Different models and failures." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "'ADD THE DATA' is not a technical bug report, while the other is a specific FP8 inference failure on B200. No shared underlying issue." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring crashes with future annotations in one case; the other is Gemma 4 processor loading broken by a mistral_common import error. Different root causes." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained serialization are unrelated failures, even though both touch model state handling." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating with router logits is unrelated to Gemma 4 mm_token_type_ids defaults for text-only fine-tuning." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3Video CUDA OOM are completely different symptoms and code paths." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "assistant_masks being all zero in multimodal chat templates is not the same as Qwen2.5-VL rope index scaling for still-image temporal positions." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL model loading regression and Qwen3.5 save_pretrained visual-key serialization are related only by model family, not by the same bug." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue is not the same as a specific MIN_PEFT_VERSION bump to an unreleased PyPI version." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "video-classification pipeline using image processors and remote_code breakage are distinct failures with different triggers." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a missing HybridCache symbol and the other is broad import errors after upgrading; too different to merge." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 docs example errors and TextClassificationPipeline docs mentioning return_all_scores are different documentation issues and different behaviors." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenizer regressions and Granite tokenizer regressions are separate model-specific tokenizer bugs." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer regression with custom model code is unrelated to Deepseek tokenizer producing incorrect results." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "One bug is default vision/audio config initialization in Phi4MultimodalConfig; the other is Llama4Config missing pad_token_id. Different attributes and fixes." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "A video-classification processor lookup bug is not the same as a Gemma4 device_map auto placement mismatch." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention failures on torch >= 2.9 are unrelated to the TensorBoard-without-TensorFlow backend error." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility breakage and an unreleased PEFT minimum version bump are different dependency problems." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading failures and GLM-4.7-Flash unit test loading issues concern different models and likely different loaders." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring repository tokenizer.json and Mistral regex patch crashing on backend_tokenizer access are separate tokenizer-loading bugs." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "A tokenizer_class mismatch on save_pretrained is a serialization bug, while ignoring tokenizer.json is a loading/resolution bug; not the same underlying issue." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Incorrect batched video processor shapes and a generic dependency issue are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "Placeholder/non-bug report versus an AttentionInterface.register behavior change; no shared code defect." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "lm_head.weight serialization/tied-weights behavior and resize_token_embeddings not updating Gemma4 embeddings are different model weight-handling bugs." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex crash and list_repo_files missing revision forwarding are unrelated API bugs." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error is not the same as init_empty_weights receiving an unexpected _is_hf_initialized argument." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 long-OCR index error are different model-specific issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 36, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:33290", + "issue:41628", + "issue:42175", + "issue:42994", + "issue:43262", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44521", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:46399" + ], + "soft_pairs": [ + "issue:42994|issue:43317", + "issue:43653|issue:45593", + "issue:45600|issue:45712", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:33290|issue:45656", + "issue:44361|issue:45593", + "issue:44261|issue:44263", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:43441|issue:44683", + "issue:43723|issue:44162", + "issue:42175|issue:43976", + "issue:43901|issue:43994", + "issue:43262|issue:44521", + "issue:43673|issue:43761", + "issue:43824|issue:43976", + "issue:44297|issue:45397", + "issue:43901|issue:44246", + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:45103|issue:46399", + "issue:45561|issue:45563", + "issue:44336|issue:44373" + ], + "prepared_review_unit_hash": "22cab030fc016f50a5980262141bff7a53321f5d017877d05ebfdd801692d1a5", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35904, + "estimated_input_tokens": 8976, + "estimated_eval_tokens": 18208 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem keywords, not the same underlying bug. I would reject every soft edge and avoid selecting a single canonical issue from the set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both concern quantization/loading, but one is about saving quantized models and the other about loading a dequantized model with device_map offload; different failure modes and code paths." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Completely different topics: BigBirdTokenizer special-token registration vs D-FINE auxiliary losses/denoising." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/cleanup-related, but one is stale auto_mappings references and the other is leftover dummy PT classes; unrelated fixes." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files vs gemma-4 zero3 from_pretrained loading; save-path and load-path bugs are not the same." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing files during processor saving is unrelated to a model inference slowdown report." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but OOM with Adafactor and optimizer.step() being called twice are distinct bugs." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError on tasks vs D-FINE loss behavior; no shared underlying code path." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Separate model-specific numerical/config issues: missing rms_norm_eps in MLA q_a_layernorm vs torch.split return values in GlmMoeDsaIndexer." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but they affect different model families and different components (masked LM predictions vs tokenizer output)." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both involve attention kernels, but one is a model/FlashAttention compatibility issue and the other is compiled flex_attention failing on newer torch; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 vs ESM2 model breakage; only broad release context overlaps." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend dependency mismatch is unrelated to Python-version support for Transformers 5.1.0." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs drift for return_all_scores is not the same as incorrect SigLIP2 inference results." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both mention apply_chat_template, but one is about audio sampling-rate defaults and the other about assistant mask generation for multimodal inputs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache/chunked_prefill regression and CLIPVisionModel hidden_states bug are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import failure for a specific Qwen VL class vs general Python compatibility issue; different problem types." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Gemma4 zero3 loading are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch vs import performance issue." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-specific load errors, but for different models and different missing fields/code paths." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "There is some superficial overlap around missing config fields, but one is a concrete Llama4 AttributeError and the other is a generic trust_remote_code missing-fields report; not enough evidence of the same bug." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Importing AutoImageProcessor and Python version support are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "One is a missing nn import in sentence-transformers integration; the other is a TensorFlow backend/dependency issue." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage type error and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile has nothing to do with ANSI escape codes in loading_report." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotation handling and Qwen3.5 apply_rotary_pos_emb registration are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist race in testing utils vs a stale generation warning; different areas and symptoms." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI-code leakage in loading_report and a wrong docstring 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": 19, + "review_unit_index": 37, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45561", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46123", + "issue:46132", + "issue:46291", + "issue:46369", + "issue:46399" + ], + "soft_pairs": [ + "issue:44246|issue:44496", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:42491|issue:43299", + "issue:43526|issue:45003", + "issue:43531|issue:45362", + "issue:41950|issue:44220", + "issue:42886|issue:46132", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45003|issue:45561", + "issue:44779|issue:45292", + "issue:43475|issue:46369", + "issue:44242|issue:44857", + "issue:45859|issue:46399", + "issue:44295|issue:44749", + "issue:46291|issue:46399", + "issue:43352|issue:45250", + "issue:43673|issue:44561", + "issue:36246|issue:43596", + "issue:43901|issue:45003", + "issue:44162|issue:45200", + "issue:44496|issue:45003", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:45292|issue:45584", + "issue:45412|issue:46123", + "issue:45375|issue:45759" + ], + "prepared_review_unit_hash": "cf04e9e1f532aabf52c15d982c7cd04a10043f2880a9048e6a5c0b56522710f9", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36644, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated model- or subsystem-specific regressions, with no soft pair looking like a true duplicate. I picked the broadest v5 compatibility regression as the best representative issue.", + "confidence": 0.27, + "canonical_issue_reason": "Issue 44561 is the broadest concrete regression in the set: a v5 break that impacts trust_remote_code models generally, so it best represents the cluster\u2019s main compatibility theme.", + "canonical_pr_reason": null, + "best_issue_reason": "44561 is the most globally representative issue because it is user-visible, cross-model, and describes a framework-level break rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "One is a performance complaint about importing transformers; the other is a model config/import error for Olmo-Hybrid. Different problems." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Different failure modes and different models: buffer/position_ids access vs Gemma-4 Zero3 from_pretrained." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing losses when a setting is disabled, but they affect different models and code paths; not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE/v5 loading regressions, but the models and reported breakages differ enough that this is not a clear duplicate." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs unsafe sys.modules access in modeling_utils; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "One is a sliding_window issue in Qwen3-MoE; the other is a chat crash in Qwen3.5-35B. Same family, different code path." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup vs an fbank feature extraction issue; not the same underlying bug." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown and Gemma-3 eos_token_id config mismatch are unrelated issues." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI-output cleanup bug vs GLM-5 RoPE implementation discussion; no shared code-path evidence." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and packages; they do not look like the same defect." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports from different modules; shared symptom only." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access bug vs xdist race in testing utils; unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression vs resize_token_embeddings not updating output embeddings; different subsystems." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 attribute error and SAM3 LiteText memory overflow are different failures." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Moe loss aggregation bug vs RT-DETR AMP/CUDA crash; different models and code paths." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen3.5/kernels-related, but CPU offload incompatibility and missing-decorator registration crash are distinct issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access bug vs a general transformer upgrade slowdown; not duplicates." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel version/revision requirement in evaluate vs Qwen3.5 kernel registration crash; different layers and symptoms." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A specific model lacking Flash Attention 2 support vs a broad Flash Attention 2 topic; not the same concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked prefill cache regression and trust_remote_code breakage are separate v5 issues." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5 VL import error vs DeepSpeed ZeRO3 deque IndexError; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch vs unsafe sys.modules access; no overlap in code path." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaulting are unrelated model-specific problems." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config validation failure vs sys.modules access bug; different root causes." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a zero3 deque index error; not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs import slowdown; unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription generation failure are different defects." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory cleanup and mask-generation batch handling are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen 3.5 multimodal config issues, but one is a missing config field and the other is text_config unwrapping; 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": 19, + "review_unit_index": 38, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43673", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44561", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45701", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46399" + ], + "soft_pairs": [ + "issue:45292|issue:45701", + "issue:44561|issue:46399", + "issue:44877|issue:45375", + "issue:44987|issue:45459", + "issue:43232|issue:44336", + "issue:44995|issue:45200", + "issue:44466|issue:45335", + "issue:45987|issue:46082", + "issue:45397|issue:45656", + "issue:44479|issue:46170", + "issue:42886|issue:45229", + "issue:45137|issue:45600", + "issue:43475|issue:43540", + "issue:44483|issue:46202", + "issue:44060|issue:44077", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:43065|issue:43408", + "issue:44188|issue:46202", + "issue:44877|issue:46170", + "issue:43931|issue:44368", + "issue:45584|issue:46170", + "issue:43065|issue:46123", + "issue:43673|issue:44734", + "issue:44297|issue:44623", + "issue:44361|issue:44749" + ], + "prepared_review_unit_hash": "cf104261faedbda3eebf0c9f7b3455075a2cd67db61c7b25de2909488d206f73", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36129, + "estimated_input_tokens": 9033, + "estimated_eval_tokens": 18322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft duplicate edges look safe to merge; the candidate pairs mostly share only broad subsystem vocabulary, not the same concrete bug. There are no PRs in this cluster.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue stands out across these largely unrelated reports; if forced to pick one representative issue, 44479 is the broadest concrete regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest standalone report: a concrete version-specific regression affecting multiple Qwen video model variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Resize-token-embeddings/output-embeddings propagation is unrelated to a generic tokenization behavior change." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removing a helper for trust_remote_code models is a different failure mode than a missing rotary-pos-emb decorator in Qwen3.5 kernels." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve strict config handling, but one is a load failure for granite_speech and the other is a missing config field being dropped; not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure and tokenizer decode-error masking are different code paths and symptoms." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to ANSI coloring in loading reports." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale cache on second forward pass is not the same as defaulting mm_token_type_ids for text-only fine-tuning." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch embeddings, but one is tied-weight serialization inconsistency and the other is resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache sequence-length return type and LlamaConfig head_dim validation are unrelated bugs." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "ZeRO3 from_pretrained loading and a double optimizer-step issue under deepspeed are different failures." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A video-input regression in several Qwen variants is unrelated to a Windows/ROCm import dependency problem." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are distinct issues." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is not the same as stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing a Sam3VisionEncoderOutput attribute and a Qwen3OmniMoe video-input ValueError are different bugs." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection and a Gemma pipeline roundtrip token issue are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "A tied-weights warning bug is not the same as banning optional post_init in patchtsmixer." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token decode behavior and ESM2 being broadly broken are not the same concrete defect." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on second forward pass is unrelated to s_aux=None in flash_attention integration." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tie_word_embeddings warning is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A config warning and a stale warning in paged generate are different problems." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and a wrong-model-type warning for sam3_tracker are different issues." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to the Gemma pipeline roundtrip symbol failure." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech has nothing to do with Windows ROCm / torch.distributed import failures." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tied-embeddings warning are different loading/config bugs." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to the Windows/ROCm import issue." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Chunked-prefill cache absence and /v1/responses KV-cache indexing are different cache bugs in different paths." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained writing the wrong tokenizer_class is not the same as processor.save_pretrained omitting files." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and the tokenization slowdown regression are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d is unrelated to MaskGenerationPipeline dropping the final partial batch." + } + ] + }, + "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": 19, + "review_unit_index": 39, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43827", + "issue:43873", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45656", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:44869|issue:45356", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:43232|issue:43673", + "issue:44871|issue:46132", + "issue:43701|issue:44749", + "issue:43673|issue:43827", + "issue:45230|issue:45397", + "issue:42994|issue:43482", + "issue:44038|issue:44623", + "issue:43475|issue:43643", + "issue:28282|issue:30990", + "issue:43475|issue:45381", + "issue:45406|issue:46202", + "issue:41628|issue:44933", + "issue:42371|issue:45092", + "issue:45375|issue:45478", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:43784|issue:46399", + "issue:45310|issue:45375", + "issue:45081|issue:45103", + "issue:43873|issue:44945", + "issue:46077|issue:46123", + "issue:42673|issue:43704", + "issue:43232|issue:44188", + "issue:44964|issue:45137" + ], + "prepared_review_unit_hash": "8ff39a99789b2df7334a78ebcf42415117188820e02d385ebd9d0622284a7551", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35929, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set, with only a few clear duplicates in the Qwen3.5 MoE and Qwen3ForCausalLM reports. No PRs are present.", + "confidence": 0.9, + "canonical_issue_reason": "issue:42673 is the clearest canonical issue: it has a concrete, specific bug report and an exact duplicate in issue:43704 with the same title and failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest overall representative because it is specific, actionable, and has the cleanest duplicate match among the issues provided.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenization/decoding, but they describe different bugs in different models and code paths." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "The ESM2 report is model-specific and not the same missing-fields/remote-code issue." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save/export failure and double optimizer-step under deepspeed are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A data filtering slowdown is not the same bug as optimizer stepping twice." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but they affect different mechanisms: sync_gpus kwargs update vs chunked_prefill cache handling." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "EOS config mismatch and AttentionInterface.register behavior changes are different problems." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the filtering performance regression." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache bug and stale docs mentioning pipeline() are not the same underlying issue." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "issue:45230 is too generic; there is no evidence it matches the Gemma-4 ZeRO3 loading bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Saving quantized models and loading a GGUF model are opposite operations with different failure modes." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe regression and missing processor save files are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "A SAM 3 vision encoder attribute error is not the same as missing fields in AutoConfig with trust_remote_code." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch dependency and sentence-transformers hanging on load are different root causes." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "These affect different model families and different failure surfaces." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip failure are related only broadly, not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they reference different missing symbols/modules and do not look like the same bug." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Both describe the same Qwen3.5 MoE from_pretrained failure in the same release range; the config-field omission likely explains the generic loading error." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and Llama4Config pad_token_id missing are different bugs." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and a mistral_common continue_final_message bug are different code paths." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration failure are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "issue:45310 is the generic from_pretrained error for the same Qwen3.5 MoE problem that issue:45375 narrows to a config-field omission." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "A Mistral tokenizer regex patch crash and an auto_docstring annotations crash are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output corruption are different bugs." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional-attention masking and partial-batch result dropping are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same VRAM leak report for Qwen3ForCausalLM in multiple dataloader threads; this is a clear duplicate." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs handling and torch.compile attention-kernel divergence are different issues." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "A model loading regression and a DeepSpeed ZeRO3 deque IndexError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly supported duplicate/near-duplicate clusters are the Qwen3.5 MoE loading issues and the Qwen3ForCausalLM VRAM leak issues, and the response stays conservative elsewhere. No PRs are present, matching the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 40, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44016", + "issue:44038", + "issue:44079", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45561", + "issue:45712", + "issue:45753", + "issue:45812", + "issue:46231" + ], + "soft_pairs": [ + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:43673|issue:44188", + "issue:44496|issue:45561", + "issue:42175|issue:45712", + "issue:43526|issue:45561", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:43377|issue:44242", + "issue:42898|issue:44568", + "issue:43278|issue:45137", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:44623|issue:45310", + "issue:42222|issue:45200", + "issue:30333|issue:33290", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:42898|issue:45356", + "issue:44734|issue:45103", + "issue:44016|issue:46231" + ], + "prepared_review_unit_hash": "b5d3688143c953dda8b6c8394fca5b39e805d57bdbf2eb501970f5007b461cec", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36936, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mixed bag of closed Hugging Face Transformers issues: tokenizer regressions, model/import failures, multimodal model bugs, and a few unrelated training/serving/tooling problems. The soft pairs look superficially similar in a few broad areas, but none appear to be the same underlying bug or change strongly enough to merge.", + "confidence": 0.71, + "canonical_issue_reason": "issue:42898 is the broadest representative of the repeated v5 tokenizer-behavior regressions in the set, and it is generic enough to anchor the tokenizer-related subset better than the very model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 best captures the cluster\u2019s most recurring theme: tokenizer behavior changes/regressions in v5, with a concrete symptom and broad applicability.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and likely different compatibility breaks. They do not look like the same code-path failure." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "One is incorrect pipeline-parallel LLM output; the other is an infinite loop on a specific image for Qwen3_5. Different models, modalities, and failure modes." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3 MoE/FP8, but one is save_pretrained and the other is from_pretrained. Not the same concrete bug." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and a missing Qwen2.5-VL class import are unrelated issues. No shared code path is evident." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both concern Qwen MoE models, but they target different versions and different failure points. Too broad to treat as one bug." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import regressions, but they are for different missing names and likely separate compatibility fixes." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "GenerationMixin/sync_gpus generation-state handling is unrelated to a janus image-generation test failure. Not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy problem and the other is model saving. Different symptoms and likely different causes." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Both are generation-related, but one is missing cache behavior in chunked prefill and the other is divergent attention kernels under torch.compile. Distinct code paths." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "A model-type/config loading error and a pytest-xdist file race are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "One is dependency/backend packaging for tensorflow; the other is leftover dummy classes leaking into imports. Different maintenance issues." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "A label-reduction bug in BeitImageProcessorFast and a testing-utils race are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "A pretrained-model legacy-field load failure does not match a captured_info.txt race in tests." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend dependency resolution and a missing import from image_utils are both import-adjacent, but not the same issue." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoding and missing load-balancing loss when router logits are off are different model-internal bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer regressions in v5, but one is cleanup spacing behavior and the other is add_special_tokens/BOS-EOS handling. Different fixes." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "A dtype change between train/eval and a DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and an image_utils import failure do not share a concrete underlying bug." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "A loading hang in sentence-transformers and a post_init embedding reinitialization bug are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files on processor.save_pretrained and a Qwen3.5 MoE from_pretrained error are both save/load related, but not the same failure path." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Both touch multimodal/vision-adjacent models, but one is a broken VitPose model family and the other is a Gemma 4 token-type-id defaulting bug." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting for failed jobs and an OOM in deepspeed+adafactor are completely separate training issues." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "A multimodal config defaulting bug and a Whisper timestamp decode crash are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Default config initialization and ModelOutput key assignment are different library utilities with different failure modes." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is cleanup-space behavior and the other is wrong token IDs for Granite models. Similar theme, not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but one is a sentence-transformers NameError on nn and the other is a missing Qwen2.5-VL export. Distinct issues." + }, + { + "left": "issue:43723", + "right": "issue:44933", + "accept": false, + "reason": "Tokenizer loading failure and a missing image_utils import are different loading/import problems." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "A notebook syntax error and a documentation parameter-name mismatch are not the same bug." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve and an auto-docstring AttributeError with future annotations are unrelated internals issues." + }, + { + "left": "issue:44568", + "right": "issue:46231", + "accept": false, + "reason": "Tokenizer special-token behavior and a docs-only parameter name mismatch are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 41, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45381", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46305" + ], + "soft_pairs": [ + "issue:43874|issue:45092", + "issue:44295|issue:45656", + "issue:44075|issue:46231", + "issue:44060|issue:45125", + "issue:42898|issue:44448", + "issue:45405|issue:45712", + "issue:44448|issue:46132", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:30333|issue:34689", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:42831|issue:44623", + "issue:45245|issue:46132", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "issue:22355|issue:28282", + "issue:43122|issue:46209", + "issue:45071|issue:46082", + "issue:44297|issue:45310", + "issue:44190|issue:46082", + "issue:43475|issue:46305", + "issue:41628|issue:42757", + "issue:43723|issue:44977", + "issue:44206|issue:45103", + "issue:45381|issue:46305", + "issue:44222|issue:44484", + "issue:43232|issue:45834", + "issue:44295|issue:44623", + "issue:44263|issue:45092", + "issue:44373|issue:44485" + ], + "prepared_review_unit_hash": "9a8a0234310d3d6206b200042c0601c4c8a0dd5e666bf300c118e7a7b3c67b40", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37366, + "estimated_input_tokens": 9342, + "estimated_eval_tokens": 18940 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated Transformers regressions and API complaints. The soft links are driven by superficial similarity (version breakage, import errors, save_pretrained, multimodal/model-loading failures), but they do not describe the same concrete bug or code path, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the set is heterogeneous, and the soft pairs only share broad symptom categories rather than a single underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe global representative for duplicate triage here; choosing one would be arbitrary because the cluster does not center on one defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different failures: a missing GLM46V image-processor method vs. remote-code InternVL2 meta-init incompatibility." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated bugs: buffer access error for position_ids vs. optimizer stepping twice under deepspeed." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "One is a runtime optimizer-argument bug; the other is a documentation parameter-name mismatch." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen issues: incorrect tied-weights warning vs. missing tensor-parallel plan attribute." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both involve v4/v5 behavior changes, but one is tokenization cleanup semantics and the other is Pegasus output drift." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning and leftover dummy PT objects are unrelated maintenance issues." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different code paths: Pegasus output differences vs. AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both touch save_pretrained, but one is FP8 MoE serialization and the other is tokenizer metadata mismatch." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Import/export cleanup in image_utils is not the same as dummy class leakage in dummy_pt_objects.py." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config serialization has nothing to do with deepspeed optimizer stepping." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to Llama model loading regression." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but they affect different artifacts and failure modes (model FP8 vs processor files)." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config initialization bug is unrelated to non-persistent buffer corruption." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy degradation and missing processor save files are separate problems." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime error is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow job-finalization bug is not the same as Trainer compute_loss signature incompatibility." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting and embedding reinitialization are distinct bugs in different subsystems." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import dependency is unrelated to MLflow reporting on failed jobs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch; different root causes." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output drift across versions is unrelated to FP8 inference failing on B200." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "General PretrainedConfig type checking regression is not the same as LlamaConfig head_dim validation." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch does not match the Qwen3.5 Moe from_pretrained regression." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset loading in an example script is unrelated to LlamaConfig constructor validation." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 video encoder attribute missing is a different bug from a Moonshine streaming mask off-by-one." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Import errors in different modules and packages; no shared underlying defect." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and Qwen flash-attention generation bug are separate issues." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor argument incompatibility is unrelated to the auto_docstring annotations crash." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Vision position-id computation and streaming sliding-window masking are different algorithms and bugs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained failure is unrelated to the default 50GB shard-size question." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwarg update ordering is unrelated to long OCR input index errors." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access and processor save_pretrained missing files are different serialization/runtime issues." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return-value handling in a MoE indexer is unrelated to remote-code meta-init incompatibility." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring wording for position_ids is not the same as the GLM-5 RoPE implementation issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 42, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43576", + "issue:43644", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44991", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:43723|issue:44871", + "issue:44483|issue:45406", + "issue:44279|issue:46328", + "issue:42907|issue:46050", + "issue:43723|issue:44991", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:43761|issue:46082", + "issue:44829|issue:46002", + "issue:43644|issue:46305", + "issue:44261|issue:45092", + "issue:42831|issue:45310", + "issue:43479|issue:44913", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:42831|issue:44038", + "issue:44263|issue:44373", + "issue:39401|issue:44568", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:44368|issue:46305", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:43232|issue:45593", + "issue:43408|issue:46369", + "issue:43576|issue:43784" + ], + "prepared_review_unit_hash": "dbab9310413d5158a08aea6e80fb5301c5ed59d8a716d5b31de490879c1417d7", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35841, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicate cluster here: the soft pairs are mostly lexical matches across unrelated tokenizer/import/model/quantization/regression reports, so I reject all of them.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue fits this set; the items span many unrelated bugs and failure modes, so there is no clear duplicate hub to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for this cluster, because even the closest pairs differ by component, model, or symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is a v5 AutoTokenizer load failure and the other is a Gemma eos_token_id mismatch; different bugs." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request handling is unrelated to a Gemma4Processor missing _tokenizer attribute in serve." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A dependency issue is not the same as a SequenceFeatureExtractor.pad performance regression." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Different quantization workflows: failed dequantized Ministrals/Devstrals saving vs sinq save/load breakage." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both mention tokenizer loading in v5, but one is a general regression report and the other is a model-specific failure; not enough to treat as the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad component name, but torch.split return values and a missing ReLU are different defects." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading hang and SIGLIP2 zero probabilities are unrelated symptoms in different code paths." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta-init incompatibility and Qwen3.5 visual encoder key saving are different model-specific issues." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate FlashAttention3 training and NaNs in classification heads are different failure modes." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Junk non-persistent buffers and a sliding_window_mask off-by-one bug are not the same change." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "A missing rms_norm_eps in MLA q_a_layernorm is unrelated to InternVL2 meta initialization." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy drift and Qwen3.5 MoE from_pretrained failure are different problems." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4Multimodal default-config initialization and GPTNeoX rotary_pct reload behavior are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different export paths." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "A sam3_video/sam3_tracker warning is not the same bug as Sam3Model text encoder weights not loading." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy degradation and a Qwen3_5 infinite loop on one image do not share the same root cause." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision/config bug and a wrong docstring are not duplicates." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 offset_mapping issues and mdeberta-v3 BOS/EOS special-token behavior are distinct tokenizer bugs." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving failures are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer cache/offline loading is different from a wrong decoder type configuration in v5." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific is_offline_mode import error is not the same as a broad collection of import errors after upgrade." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is unrelated to a streaming mask off-by-one." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx and extra tokenizer spacing after added tokens are different issues." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Same model family is not enough; FP8 accuracy loss and an image-specific infinite loop are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwarg sync behavior and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Sam3 model-type warning and memory overflow in sam3-litetext are different failure modes." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env CLI and a sentence-transformers import NameError are not the same underlying problem." + } + ] + }, + "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": 19, + "review_unit_index": 43, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43550", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45600", + "issue:46002", + "issue:46132", + "issue:46326" + ], + "soft_pairs": [ + "issue:43756|issue:44060", + "issue:43646|issue:46002", + "issue:43550|issue:46132", + "issue:44117|issue:44704", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:44188|issue:44373", + "issue:42907|issue:44945", + "issue:43122|issue:46326", + "issue:39401|issue:44488", + "issue:42907|issue:43937", + "issue:44261|issue:44373", + "issue:41628|issue:45278", + "issue:43976|issue:44945", + "issue:44704|issue:45290", + "issue:43784|issue:45600", + "issue:43232|issue:44743", + "issue:42907|issue:44964", + "issue:39401|issue:44521", + "issue:43116|issue:45200", + "issue:44625|issue:44829", + "issue:43122|issue:44514", + "issue:44038|issue:44297", + "issue:44360|issue:44485", + "issue:44038|issue:44295", + "issue:43408|issue:43475", + "issue:28218|issue:30990", + "issue:42907|issue:43452", + "issue:43122|issue:44779", + "issue:44038|issue:44222" + ], + "prepared_review_unit_hash": "95038b7e95ca5796b49fd907abb31df80628d9b8554ff4c33722b4cdeac7b080", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36918, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, model-loading, generation, attention, and API-compatibility bugs. I found no soft pair that is clearly the same underlying issue, so no merges are warranted.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43122 is the broadest tokenization-regression report in the set and the most plausible anchor for the tokenizer-related subcluster, even though the overall cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43122 is the most generally useful issue to keep as the representative anchor because it describes a version-to-version tokenizer behavior change rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different models and failures: RoPE layer dropping vs tied-weights warning across Qwen3-Next. Not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Both mention initialization, but one is custom model init breakage and the other is NaNs in classification heads. Different symptoms and code paths." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "One is a Bamba torch.compile+SDPA failure; the other is AttentionInterface.register changing callback behavior. Too broad and not the same fix." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor cached_file kwargs are separate API bugs." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer access and tokenizer_class mismatch on save_pretrained are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in sentence-transformers vs MacOS bus error on CLIP are distinct failures." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization/chat templating, but one is a tokenizer-version regression and the other is assistant_mask generation for multimodal inputs." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and a torch.split return-value issue are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Torch.compile attention-kernel divergence and a docstring typo are not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and wrong LLM output with pipeline parallelism are different problems." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but 43122 is a version regression while 46326 is a specific mistral_common continue_final_message bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping errors and failing to load cjvt/sleng-bert are different tokenizer issues." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save_pretrained failure and GLM-5 GenerationConfig validation are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA layernorm epsilon precision issue and a wrong docstring for position_ids do not share a code path." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Single missing AutoImageProcessor import vs many import errors after a version bump are not the same concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version incompatibility and pipeline-parallel incorrect output are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "cached_file kwarg forwarding and chat-template crashes on tool-call assistant messages are distinct." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers and stale auto_mappings references to removed configs are different breakages." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation kwargs sync_gpus ordering and recurrent-state reset with cache are both generation-related but not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save_pretrained failure and multimodal model loading failure are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping errors and zero assistant masks are different tokenizer/template defects." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification results and mm_token_type_ids defaulting are separate training/inference issues." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 degenerate training are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer version regression and Qwen2_5_VLProcessor batched apply_chat_template crash are different problems." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading issue and tokenizer save_pretrained class mismatch are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is not related to GLM-5 RoPE implementation." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading and position_ids buffer access are different bugs." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "SAM3 model-type mismatch warning and missing fpn_position_embeddings are both SAM3-adjacent but not the same underlying issue." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Extra space after added token and a Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf_file breaking from_pretrained paths are distinct." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models/behavior and do not look like one fixable code-path bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading and FP8 save_pretrained for moe 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": 19, + "review_unit_index": 44, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43278", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43824", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:45216|issue:45478", + "issue:36296|issue:43116", + "issue:43824|issue:44351", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:22355|issue:29127", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:43992|issue:44704", + "issue:38617|issue:45278", + "issue:44355|issue:46231", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:44188|issue:46328", + "issue:43116|issue:43493", + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:42371|issue:43874", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43064|issue:43673", + "issue:43937|issue:45563" + ], + "prepared_review_unit_hash": "ff4d87a26a633f953b80f1014b3465397bc9d34cf0748b0f0673a2a9cb7a8154", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35130, + "estimated_input_tokens": 8783, + "estimated_eval_tokens": 17822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports with a few superficial overlaps around imports, Qwen3.5, and tokenizer/model-v5 regressions. No soft pair looks like the same concrete bug or change, so all soft edges are rejected.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45278 is the broadest representative item in this set, covering the general v5 import-breakage theme that most closely matches the cluster\u2019s strongest recurring motif.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to anchor the cluster because it is broad, clearly user-facing, and more representative than the highly specific model- or API-edge reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 save/load behavior, but one is incorrect save_pretrained checkpoint keys and the other is a from_pretrained load error; different code paths and likely different fixes." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training and multi-label example-script output are unrelated bugs in different workflows." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols in different modules; no evidence they share the same root cause." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "One is an onnx module import failure, the other is tokenizer slow/fast inconsistency; unrelated problems." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages and APIs; not the same underlying bug." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16-to-FP32 dtype drift during evaluation is a different issue from incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend dependency issue versus Python-version load failure; different failure modes." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 implementation mismatch vs Qwen3.5 image-specific infinite loop." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "onnx import failure and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder-type regression and Deepseek tokenizer incorrect results are both tokenizer-related, but they are model-specific and not clearly the same bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM inference is unrelated to dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Both involve from_pretrained, but one misses a model weight and the other drops kwargs in AutoProcessor; different concrete code paths." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import symbol is not the same bug as a broad report of many import errors after upgrade." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Running compiled Python files and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation failure and GLM-5 RoPE implementation concerns are different bugs." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression and NaNs in classification heads are different failure classes." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and SequenceFeatureExtractor.pad inefficiency are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output issue and SigLIP2 implementation mismatch do not share a concrete code path." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Broken VitPose models and FlashAttention failure for Ministral-3 are unrelated model-specific regressions." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD args and train-then-evaluate failure are different training-loop bugs." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-processor method are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is incorrect save_pretrained visual-encoder keys and the other is a from_pretrained error; not mergeable as one fix." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3 variants and different symptoms; no clear shared underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility and an incorrect PyTorch version check are distinct compatibility bugs." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script output regression and pipeline translation-task messaging are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A model helper-function bug and a version-check bug in flex_attention are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT and missing GenerationMixin cache in chunked_prefill are different training/runtime bugs." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid generation config and stale num_return_sequences warning are separate generation-path 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": 19, + "review_unit_index": 45, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46231", + "issue:46298", + "issue:46328" + ], + "soft_pairs": [ + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:44117|issue:45588", + "issue:39401|issue:44779", + "issue:42673|issue:43906", + "issue:43827|issue:45446", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:44117|issue:45081", + "issue:43122|issue:46298", + "issue:45341|issue:45561", + "issue:44410|issue:45310", + "issue:45341|issue:46328", + "issue:38617|issue:41628", + "issue:42222|issue:46178", + "issue:44829|issue:45216", + "issue:42617|issue:45341", + "issue:45362|issue:46328", + "issue:42673|issue:43582", + "issue:43408|issue:43742", + "issue:39401|issue:43421", + "issue:42490|issue:42673", + "issue:44877|issue:46231", + "issue:42371|issue:44261", + "issue:44484|issue:45310", + "issue:38617|issue:44220" + ], + "prepared_review_unit_hash": "ea71fdab5b8deb5887c44a877f5d220909554671caded1dc84eb507574f29ca3", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36574, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of distinct Transformers bug reports rather than true duplicates. The only strong thematic overlap is around tokenizer regressions, but the soft-similarity pairs still differ in model, subsystem, or failure mode. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43122 is the best anchor: it describes a broad, cross-version tokenization regression with a clear before/after comparison, making it more representative than the narrower model-specific tokenizer reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the strongest global issue candidate because it is the most general and reusable regression report among the set, whereas the others are mostly narrow model- or API-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both involve tokenization/loading, but one is a generic tokenizer-loading regression and the other is a Qwen3 offset_mapping bug; different concrete failure modes." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Attention-scaling under SDPA/FlashAttention for GPT2 is a different code path from Gemma4 building causal masks for bidirectional attention." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and a video processor crash without torchvision are unrelated subsystems and bugs." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and outputs: offset_mapping corruption vs incorrect Deepseek tokenization." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "A VRAM leak in Qwen3ForCausalLM across dataloader threads is not the same bug as an isolated reproduction of an earlier issue." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a PyTorch version check for AuxRequest import are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape handling and an AutoProcessor torchvision import crash are different defects." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 invalid GenerationConfig and Qwen3.5 flash-attention generation failure are different model/config paths." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Chunked-prefill cache handling and a SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different bug from v5.4.0 PreTrainedConfig type checking." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head.weight serialization inconsistency and NaNs in classification heads are different failure classes." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT minimum-version bump and a flex_attention version check are unrelated dependency issues." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "A tokenizer mapping None bug and a Mistral regex patch AttributeError are both tokenizer-related but not the same underlying issue." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization behavior regression and a noisy logging message are not duplicates." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A testing_utils bug and a pytest-xdist race in captured_info.txt are distinct; the latter is a specific concurrency issue." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3next projections in layer 0 and Qwen3.5 Moe from_pretrained failure are related only by model family, not by the same concrete bug." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing utility bug and a SequenceFeatureExtractor.pad inefficiency are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different code paths." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and a BACKENDS_MAPPING tensorflow_text error are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 degenerate training and Qwen3.5 save_pretrained serialization are different bugs." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A 3d_parallel.py execution failure and a testing_utils bug are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crashing and a SequenceFeatureExtractor.pad inefficiency are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "A VRAM leak in Qwen3ForCausalLM and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A sam3_video/sam3_tracker warning and a MobileLLM-125M key error are different issues." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Both concern tokenizers, but one is wrong offset_mapping and the other is post-processor not updating after runtime special-token changes." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Local-path trailing-slash import warning and a multi-thread VRAM leak are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config blocking granite_speech loading and a docs parameter-name mismatch are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior settings and an MLA q_a_layernorm precision/config issue are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A question about max_shard_size and a Qwen3.5 Moe loading error are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different import/runtime failures in unrelated modules; no shared concrete 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": 19, + "review_unit_index": 46, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45341", + "issue:45372", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369" + ], + "soft_pairs": [ + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:43066|issue:43122", + "issue:42222|issue:45542", + "issue:44483|issue:45464", + "issue:44410|issue:45478", + "issue:42371|issue:42831", + "issue:44075|issue:45656", + "issue:43012|issue:43577", + "issue:42175|issue:42222", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:43874|issue:44261", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:44484|issue:45478", + "issue:43931|issue:44410", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43673|issue:46123", + "issue:43986|issue:45341", + "issue:44933|issue:46231", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43986|issue:44484", + "issue:43874|issue:44263", + "issue:43986|issue:45372", + "issue:45440|issue:46172" + ], + "prepared_review_unit_hash": "06b6ada1cf801703c5cc8ce3cd97ea637c2a9cabceffafd8416ddfa2fefb1cd7", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37534, + "estimated_input_tokens": 9384, + "estimated_eval_tokens": 19024 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose collection of Transformers v5 regression reports and model-specific bugs, with only shallow title similarity between many pairs. The broadest representative issue is the umbrella report about widespread import breakage after upgrading to 5.5.0; there is no PR in this set.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45278 is the broadest umbrella: it captures multiple import failures after a version upgrade, which is closer to the overall cluster theme than the more narrowly scoped model/backend-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best standalone issue for the cluster because it is the most general and representative of the import/API breakage pattern seen across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Both are model-loading/config problems, but one is a GenerationConfig validation failure and the other is an unrecognized-model/model_type issue; different concrete bugs." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import failures, but 44933 is a specific missing import from image_utils while 45278 is a broad upgrade-related import regression report." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizer behavior changes, but one is about an incorrect decoder type and the other about changed tokenization output across versions; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "One is a ViTPose model breakage; the other is a backend-installation problem with TensorFlow/tensorboard. Different subsystems and causes." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both are chat/completions failures, but they affect different endpoints/symptoms and do not look like the same code-path defect." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen-family model failures: missing projections in one layer versus a from_pretrained error for a MoE model. Not the same underlying issue." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "Unrelated precision topics: TF32 configuration guidance versus a FineGrainedFP8 accuracy issue." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both concern optimizers, but one is about SGD arguments being ignored and the other about double optimizer steps under DeepSpeed; different bugs." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both mention dtype/precision, but one is a warning during bfloat16 compilation and the other is a loading bug where model/qformer dtype stays float32." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Backend dependency installation issue versus a broken model family; no shared concrete failure." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is about a removed config flag, the other about unexpected position-id keys. Similar release-era regressions, but not the same defect." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "A generation-cache bug under chunked prefill versus a small testing_utils bug; unrelated code paths." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor is unrelated to a PretrainedConfig type-checking regression." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-related, but one is about a torch.split/indexer bug and the other about RoPE implementation; different concrete defects." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "A type-checking regression in PretrainedConfig is unrelated to missing TensorFlow backend installation behavior." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "One is an image-processor method missing from GLM46V; the other is an MLA layernorm epsilon/config precision mismatch." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and different tensor-shape/dtype issues; not mergeable as one fix." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to the DeepSeek V4 tensor operation report." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Shard-size policy question versus a model-loading regression; no shared bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch versus missing attention projections in qwen3next; different model internals and symptoms." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failure on Ministral-3 versus degenerate training with flash_attention_3; different code paths and outcomes." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both involve Qwen3-VL/Qwen3-VL-Moe, but one is a weight-shape mismatch and the other is a separate from_pretrained bug; not the same issue." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug versus a PretrainedConfig typing regression; unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed config attribute is unrelated to gguf_file loading failures in tokenizer/model loaders." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils versus a testing utility bug; different modules and failure modes." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache handling versus MaskGenerationPipeline batch-finalization logic; different pipeline layers and bugs." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/torchvision crash versus a small testing_utils bug; not the same underlying defect." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "A missing import from image_utils is unrelated to documentation naming mismatch in set_training()." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite-loop generation on a specific image versus memory overflow in sam3-litetext; distinct symptoms and likely distinct causes." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both involve tokenizer loading, but one is a mapping-NONE assumption and the other is a package-specific load failure; too different to merge." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor-loading crash without torchvision is unrelated to a save_pretrained shard-size question." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM model components and different missing-method vs tensor-return bugs; not the same code path." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision for video model loading and missing ReasoningEffort import for Gemma 4 are both import-related, but they affect different dependencies and processors." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-family reports, but one is about divergence from remote implementation and the other about a specific tensor transpose/dtype expression." + } + ] + }, + "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": 19, + "review_unit_index": 47, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43531", + "issue:43550", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44162", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44938", + "issue:45103", + "issue:45341", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298" + ], + "soft_pairs": [ + "issue:43531|issue:45341", + "issue:44261|issue:44485", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:43502|issue:43992", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:43824|issue:43986", + "issue:44938|issue:46178", + "issue:43066|issue:43906", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:44380|issue:45479", + "issue:44380|issue:46132", + "issue:43064|issue:44380" + ], + "prepared_review_unit_hash": "d88f6b7b57277c6f70615e346e2d86050172e60a8bd6ae060425958c875f40ae", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36870, + "estimated_input_tokens": 9218, + "estimated_eval_tokens": 18692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is over-broad and mostly contains unrelated closed issues with only loose theme overlap around Transformers v5 regressions, model-specific bugs, and import/load failures. None of the suggested soft pairs looks like a true duplicate or same underlying fix.", + "confidence": 0.91, + "canonical_issue_reason": "If a hub must be chosen, issue 43097 is the broadest v5 API/regression complaint and has inbound references, but it is not a reliable duplicate canonical for the rest of this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the closest representative of the largest apparent theme (v5 behavior/regression), but the cluster is too heterogeneous for a strong canonical issue choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated problems: sliding_window behavior in Qwen3-MoE vs a small testing_utils bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both are model/config bugs, but they concern different models and different code paths (rms_norm_eps precision vs RoPE implementation)." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Different underlying issues: a removed v5 API flag vs quantized model save/load corruption." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "One is a v5 API removal, the other is a flash_attention integration crash on sink-less models; not the same fix." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Distinct training bugs: optimizer state mismatch under FSDP2/PEFT vs Liger kernel not being applied with model_init." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are different missing symbols from different modules and likely separate regressions." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer-related, but different failures: AddedToken keyword conflict vs TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both touch Qwen-family models, but one is a missing projection bug and the other is a missing config field; different fixes." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Same broad family, but different model variants and failure modes; not the same concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Loading/API isolation bug vs missing encoder weight in UMT5; unrelated code paths." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky integration test due to missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports ('layer_type_validation' vs 'HybridCache'); both are import regressions but not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Unrelated: removal of a v5 config flag vs offloading not working with quantization." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs propagation bug and auto_docstring annotation crash are separate tooling issues." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Different failure modes: missing torchvision dependency crash vs tokenizer mapping assumption bug." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Both are import/load problems, but one is a missing exported class and the other is a missing optional dependency; separate fixes." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Different compatibility issues: Python 3.14 load failure vs missing BACKENDS_MAPPING entry for tensorflow_text." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Not the same bug: tokenizer decoder type mismatch vs an isolated reproduction of a different issue." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different models and errors: xLSTM training blockers vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Model weight loading bug vs a question about the 50GB shard size default; not duplicates." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A precision warning during compile is not the same as a runtime torch.compile/SDPA failure." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Both involve pipeline APIs, but one is an incorrect task-support message and the other is pipeline serialization; different issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but the warnings come from different causes and code paths." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is about dummy class cleanup/leakage; right is only about a noisy logging message." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects are different serialization problems." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Completely unrelated: dequantized save/load failure vs Qwen3_5 infinite-loop behavior on a specific image." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both are attention/backend-related, but one is unsupported Flash Attention 2.0 in a model and the other is GPT2 attention scaling being ignored." + }, + { + "left": "issue:43097", + "right": "issue:43976", + "accept": false, + "reason": "A v5 API removal issue is unrelated to a Python version compatibility failure." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "Different models and defects: ESM2 breakage vs a DeepSeek v4 transpose/dtype bug." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling bug and zero-loss classification bug are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "One is about attention scaling under backends; the other is about AttentionInterface.register changing function behavior." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Training-state corruption under FSDP2/PEFT is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + } + ] + }, + "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": 19, + "review_unit_index": 48, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44222", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44936", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45698", + "issue:46077", + "issue:46172", + "issue:46209", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:44222|issue:45478", + "issue:44483|issue:44514", + "issue:36683|issue:43582", + "issue:43208|issue:43526", + "issue:44936|issue:46365", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:38617|issue:43502", + "issue:45600|issue:46298", + "issue:43618|issue:44380", + "issue:44038|issue:44230", + "issue:45698|issue:46172", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:43756|issue:44485", + "issue:36683|issue:43475", + "issue:43066|issue:46209", + "issue:42994|issue:44655", + "issue:45276|issue:46077", + "issue:44077|issue:44380", + "issue:43901|issue:44655", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:44625|issue:46077", + "issue:43976|issue:44938" + ], + "prepared_review_unit_hash": "64078d5cf0c7af92254becec724d0959dbb8fdc7eb858038a24374e75b78df8e", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36137, + "estimated_input_tokens": 9035, + "estimated_eval_tokens": 18326 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers bugs/regressions spanning import errors, model-specific loading issues, attention/compile problems, and documentation mismatches. I don\u2019t see any soft pair that clearly refers to the same underlying defect, so all candidate merges should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45698 is the broadest and most active runtime regression here, with the highest discussion/inbound activity around save_pretrained/from_pretrained behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best representative issue in this set because it is a concrete end-user bug, broadly scoped, and has the strongest evidence of impact and follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Related to Qwen3.5 MoE save/load, but one is FP8 save_pretrained and the other is a from_pretrained error; not the same concrete bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different layers and failures: chat/completions request validation vs apply_chat_template batching crash." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3 config attribute bug vs Apple Silicon allocator TypeError; unrelated subsystems." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs vs BeitImageProcessorFast label reduction bug; no shared code path." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer lifecycle failure after train vs importing Trainer breaking until datasets is uninstalled; different issues." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path import warning vs PyTorch precision warning when compiling bfloat16; not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "One is a warning, the other is a compiled flex_attention failure on newer torch; different failure modes." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and code paths; not a duplicate." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing configuration_utils import vs local_files_only still causing network requests; unrelated." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "auto_mappings CI breakage vs noisy logging message; no shared underlying defect." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions regression vs GPT2 attention scaling ignored under SDPA/FlashAttention; different models and behavior." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both involve Qwen3-VL/MoE, but one is a general v5 bug and the other is FP8 inference support; not the same change." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Save/load custom-module resolution bug vs DeepSeek-V4 dtype/transpose issue; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both CLIP regressions, but one drops attentions and the other drops hidden_states; insufficient evidence of one underlying bug." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "API request rejection vs chat template tokenization crash with tool calls; different code paths." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading regression vs generic sorted-state_dict load error; not the same defect." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Different models and different RoPE-related behaviors; too broad to merge." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config vocab_size regression vs SAM3 vision encoder output missing field; unrelated." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer decoder type regression vs FP8 inference on B200; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure vs pipeline save_pretrained failure; both save-related, but not the same concrete bug." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Different Gemma4 bugs: token embedding resize propagation vs bidirectional attention mask construction." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Model config validation vs attention scaling backend regression; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for return_all_scores vs pipeline serialization failure; different scope." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different modules; not duplicates." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support error for Nemotron vs invalid GenerationConfig for GLM-5; distinct model-specific issues." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression vs pipeline save_pretrained failure; separate save/load paths." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config attribute bug vs patchtsmixer post_init validation; no shared bug." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Generic load failure with sorted state_dict vs Qwen3.5 checkpoint saving regression; related theme only, not same bug." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation issue vs Gemma4 bidirectional attention mask issue; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version incompatibility reports with different version constraints and likely different causes; not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 19, + "review_unit_index": 49, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42175", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43352", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43931", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44242", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44492", + "issue:44625", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45584", + "issue:45593", + "issue:45850", + "issue:46077", + "issue:46082", + "issue:46202", + "issue:46285", + "issue:46365" + ], + "soft_pairs": [ + "issue:45584|issue:46365", + "issue:46077|issue:46082", + "issue:42175|issue:46365", + "issue:43352|issue:45593", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:44077|issue:46365", + "issue:43352|issue:43931", + "issue:36683|issue:44242", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:43867|issue:45375", + "issue:44938|issue:45071", + "issue:41669|issue:44246", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:44625|issue:46365", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964" + ], + "prepared_review_unit_hash": "e4ef1dd5ab49c47ff4c14b12fad688f16fea43b774db3b5668d79ad86f2d2f00", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37193, + "estimated_input_tokens": 9299, + "estimated_eval_tokens": 18854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No pair here looks like the same underlying bug/change. The items mix unrelated import, config, model-loading, training, and test regressions, so this cluster is too heterogeneous for duplicate merging.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the closest umbrella for the broad import-regression / post-upgrade breakage theme, but the cluster is still too mixed to treat it as a true duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best overall representative because it is the broadest and most central of the import-error/regression reports, though it still does not unify the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Empty transcription failure vs Trainer import blocked by datasets; unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask bug vs LlamaConfig head_dim validation; different code paths." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Missing TensorFlow backend in torch install vs Trainer import issue; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "FlashAttention2 support error vs D-FINE auxiliary-loss behavior; different models." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3 vocab_size missing vs Llama4 pad_token_id missing; different configs/models." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions regression vs Qwen3.5 save_pretrained key corruption; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy vs Trainer import problem; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Nemotron FlashAttention2 unsupported vs Qwen3-VL weight-shape mismatch; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3 config attr bug vs router-logits load-balancing loss wiring; unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD args ignored vs Trainer import issue; unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error; different bugs." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2 optimizer-state corruption vs cache-strategy typo; unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad bug vs broad import-regression report; not the same issue." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors vs Python 3.13 JIT comment parsing; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Sorted state_dict load failure vs Gemma roundtrip token issue; different failures." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Sorted state_dict load failure vs missing Qwen3.5 vision config field; unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure vs PretrainedConfig type-check regression; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-* slowdown vs missing load-balancing loss; different problems." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3 config attr bug vs FSDP2 optimizer-state bug; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Missing set_seed in tests vs xdist race on captured_info.txt; different test issues." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache no_grad bug vs generic 'breaks too many models' complaint; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation vs Trainer import issue; unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5Encoder embedding-weight miss vs Qwen3.5 MoE from_pretrained error; different model-loading bugs." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Sorted state_dict load failure vs wrong visual-encoder keys in save_pretrained; different paths." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs OOM loading a large Qwen2 model; different failure modes." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad bug vs Python-version compatibility issue; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions regression vs patchtsmixer post_init policy; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing ImportError vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both are CLIP-related, but one is missing attentions and the other is structural inconsistency; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions regression vs LwDetr AMP crash; unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion vs DeepseekV3MoE divergence; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only still triggers API calls vs AddedToken duplicate kwarg; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Missing set_seed in tests vs Phi-4 multimodal load failure; 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": 19, + "review_unit_index": 50, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45600", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:43010|issue:43232", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:30333|issue:36296", + "issue:42831|issue:43874", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:44315|issue:44360", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:44938", + "issue:44222|issue:44230", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:44485|issue:44961", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:44315|issue:46209" + ], + "prepared_review_unit_hash": "1f43ab0273228566f69f6329d1735bb2d4e4300df1580a8cde4868c8d58e66f6", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38764, + "estimated_input_tokens": 9691, + "estimated_eval_tokens": 19638 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate cluster here: the items are mostly unrelated Transformers issues that only share broad themes like v5 regressions, loading/import problems, or FP8/MoE work. I found no soft pair that looks like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44556 is the most representative broad user-facing regression report in this set, centered on v5 checkpoint/model reload breakage after upgrade.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 best captures the cluster\u2019s dominant pattern of v5 loading regressions and is the broadest representative issue among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test failures, but one is a missing set_seed flake and the other is a stale device-override test; different bugs and code paths." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Test flakiness in Sam HQ vs broken auto_mappings references to removed configs; unrelated symptoms and fixes." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both involve loading regressions in v5, but one is tokenizer loading and the other is checkpoint/model reload after upgrade; not the same concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "OOM under int4 quantization is a memory/regression issue, while 44556 is a model reload failure; different failure modes." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are separate feature gaps in different code paths." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "One is about decorating cache/layer update with no_grad, the other about a dummy Conv2d in Sam3PixelDecoder; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env CLI and AttentionInterface.register behavior change are different subsystems and different bugs." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different modules; not the same export regression." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen3.5 MoE loading, but one is missing tensor-parallel plan metadata and the other is a from_pretrained regression; not one bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a data-processing slowdown are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on training failure vs tokenizer loading regression; no shared underlying bug." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad decoration and generation kwargs after sync_gpus are different code paths." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and missing deepstack_visual_indexes are different model/config issues." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hangs and documentation confusion about forward args are not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Unexpected API requests with local_files_only and FP8 save_pretrained MoE are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 model-loading regressions, but they affect different model families and likely different root causes." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "A network-call bug and an unrelated placeholder issue title; no duplicate evidence." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting failure vs tensor-parallel training bug are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy issues and a missing image-processor method AttributeError are different problems." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PretrainedConfig type-checking regressions are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is unrelated to the other issue." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and save_pretrained pipeline save failure are different bugs." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied with model_init and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but for different models and different loading failures." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "ImportError for is_offline_mode and a broken env command are separate issues." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression vs tensor parallel training bug; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env CLI and PretrainedConfig type checking are different concerns." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Env command breakage and Qwen2_5_VL import failure are distinct issues." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion about forward parameters and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful overlap; these are unrelated issue reports." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and an unrelated title do not match." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both involve FP8/MoE, but one is save_pretrained support and the other is inference support; not the same concrete fix." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Kwargs propagation in RoFormer methods and attention-interface usage in RoFormer attention are related at a high level but not clearly the same bug or mergeable into one PR." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing import symbols from different modules; same broad class only." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling vs an unrelated issue title; no duplicate evidence." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and pipeline docs mentioning return_all_scores are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Model_init/Liger Kernel application and FP8 inference on B200 are different bugs in different areas." + } + ] + }, + "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": 19, + "review_unit_index": 51, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "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:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:36296|issue:43526", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44230|issue:46095", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:45278|issue:45850", + "issue:41669|issue:46218", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:44297|issue:45230", + "issue:43352|issue:44393", + "issue:44295|issue:45230", + "issue:44704|issue:44908", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43976|issue:46218", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44655|issue:44861" + ], + "prepared_review_unit_hash": "dc230821d4727b7d599488f9483925b7d8532ea976057125d87ba0d6c4c1743f", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39433, + "estimated_input_tokens": 9859, + "estimated_eval_tokens": 19974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose grab bag of unrelated Transformers issues, many around v5 regressions, imports, caching, or model-specific bugs. None of the soft pairs look like the same concrete underlying bug or change, so all should be rejected. If one issue must act as an umbrella, 45850 is the broadest, but it is too generic to be a strong canonical duplicate target.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella for the many v5 breakage reports, but it is still too vague to represent a single concrete bug.", + "canonical_pr_reason": null, + "best_issue_reason": "45850 is the most general cluster anchor, covering broad v5 regression complaints better than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Different problems: tensor-parallel training vs BEiT fast processor label handling." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache-missing during chunked prefill is unrelated to a typo in cache strategy docs/code." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash vs a broad complaint about many models breaking; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Concrete processor save bug vs an unspecified generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failure and TensorFlow/tensorboard backend error are different code paths." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3 MOE, but one is a general bug and the other is missing tensor-parallel plan support." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request is unrelated to a DeepSeek weight-conversion question." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output errors are unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading complaints and unsafe sys.modules access are related only at a very broad import level." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken `transformers env` command is not the same as checkpoint reload failures after upgrade." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is bbox output failure and the other is an infinite loop on a specific image." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import * performance regression is not the same as missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not a general v5 breakage umbrella." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Checkpoint reload incompatibility and remote-code meta-init incompatibility are different failure modes." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad token field regression is a specific model config issue, not the same as broad v5 breakage." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same underlying problem as a broad v5 regression report." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad upgrade regressions, but one is import errors and the other is generic model breakage; too vague to merge." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time slowdown from import * is not the same as failing to import a specific model class." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning is unrelated to Liger Kernel not being applied with `model_init`." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import-time slowdown and lazy loading correctness are different issues." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save is a specific serialization bug, not a generic bug report." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 unsupported for Nemotron is unrelated to Qwen3-VL bbox hallucinations/errors." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is a concrete runtime bug, not an unspecified report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Missing kwargs to cached_file and scheduler kwargs loss are different APIs and code paths." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "`transformers env` breakage is unrelated to scheduler argument handling." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility regression is unrelated to Qwen3-VL output errors." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug and PretrainedConfig type-checking breakage are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * slowdown is not the same as a missing top-level HybridCache export." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance issue are different defects." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance regression is unrelated to a testing_utils bug." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python support regression is not the same as generic v5 model breakage." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5 failures: bbox output errors vs from_pretrained error on MOE." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and tied-weight-key AttributeError are different model/config internals." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility and missing model import are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still mentioning pipeline() and scheduler kwargs loss are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion for forward args is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application under `model_init` and flash_attention_3 training degeneration are different issues." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading malfunction are not the same bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weight-key list crash 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": 19, + "review_unit_index": 52, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:45230|issue:45310", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44861|issue:45290", + "issue:44556|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031" + ], + "prepared_review_unit_hash": "6bcd7392b6ab2a1f94f209e15c79d8c8a918a94b731d86000e9bc5d4eb668e53", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39344, + "estimated_input_tokens": 9836, + "estimated_eval_tokens": 19928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: mostly unrelated bug reports spanning model loading, tokenizers, processors, training, and tooling. None of the soft pairs look like the same concrete underlying issue, so I would not merge any of them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "No clear canonical duplicate target exists because the items are mostly unrelated and describe different failure modes across different subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the most concrete and actionable standalone bug report here: it names a specific version regression and a specific model loading failure path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Both are bug reports, but one is generic and the other is a specific Qwen3.5 MoE from_pretrained regression; not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different model areas and different symptoms; no shared code-path evidence." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading vs scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "CLI/env command breakage and a model import failure are different issues." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek gating logic and a tensor transpose/dtype bug are not the same change." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp math and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp calculation and scheduler kwargs handling are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and a VRAM leak in dataloader threads are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion and a tokenizer/model loading regression are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint load performance and forward-doc confusion are not the same issue." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Distinct models and distinct implementation bugs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multi-threaded use and RoPE implementation are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are different requests." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage report and a specific Qwen3.5 import error are not the same concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests and timestamp calculation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings guidance and a VRAM leak have no shared code-path." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing save_pretrained files are different processor bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp computation and memory leakage are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and audio positional encoding are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split indexing behavior and audio positional encoding do not match." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA layernorm epsilon precision and audio positional encoding are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and different root causes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "FA2 unsupported for NemotronH and a missing Qwen3_5 module are different failures." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5 behavior, but one is a general behavior difference and the other is a decoder type issue; not enough to call them the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and an unrelated placeholder issue title are not duplicates." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and unrelated placeholder issue are not the same." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression and unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Placeholder issue title and broad v5 breakage report are not the same concrete issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key AttributeError and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload regression and unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id and tied-weight-key list handling are unrelated model/config bugs." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx and tied-weight-key AttributeError are different problems." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and an import error from configuration_utils are not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE and missing processor save files are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training jobs and slow from_pretrained checkpoint loading are different issues." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading speed and tensor-parallel training behavior are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but one is FP8 inference support and the other is a from_pretrained regression; different concrete problems." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention interface usage are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek shared-expert gating are different model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint and regex warning spam 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": 19, + "review_unit_index": 53, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-447", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "a28ca2ee7048e446ccf98df4895af43e0459a4cd4418401a9b5c1e289977df85", + "component_budget": { + "node_count": 447, + "item_count": 447, + "soft_pair_count": 1652, + "serialized_chars": 855326, + "estimated_input_tokens": 213832, + "estimated_eval_tokens": 427920 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 6638, + "estimated_input_tokens": 1660, + "estimated_eval_tokens": 3576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks like a false positive: the issues span unrelated models and bug types (norm layer question, missing ignore_value usage, kwargs plumbing, type hint, typo, tokenizer warning, and RoFormer attention interface). None of the soft pairs appear to describe the same underlying bug or fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Different components and failure modes: Mask2Former ignore_value handling vs loss-function kwargs propagation." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "General kwargs plumbing bug is unrelated to RoFormer attention not using the attention interface." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss argument usage is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different models and code paths; no shared underlying bug." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss handling is unrelated to a typo in a quantization attribute name." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to a loss function is unrelated to an incorrect type hint in ModernBERTConfig." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A type-hint issue and a typo issue are distinct, with no evidence they affect the same code path." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Both mention norm-related terms, but one is about Llama4TextL2Norm behavior and the other about a ModernBERTConfig type hint." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different subsystems and bug classes; no plausible duplicate relationship." + } + ] + }, + "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": 19, + "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": "0cb08786b6f7da8efbfbe946b0f81df138208477e71b5fa455c398d8c1fccc66", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates; they cover unrelated topics: tokenizer truncation behavior, ReduceLROnPlateau-like scheduler functionality, and Wav2Vec2 word timestamp extraction.", + "confidence": 0.96, + "canonical_issue_reason": "#10519 is the most concrete and self-contained request in the set, centered on a specific truncation behavior change; the other two are unrelated topics.", + "canonical_pr_reason": null, + "best_issue_reason": "#10519 is the best standalone representative because it describes a clear, actionable feature request with a specific code-path implication.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Only a superficial overlap on 'beginning/end'; one is about tokenizer truncation direction, the other about audio word time offsets in Wav2Vec2." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Different functionality and subsystem entirely: truncation options versus ReduceLROnPlateau-like scheduling." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared bug or change; scheduler behavior is unrelated to Wav2Vec2 timestamp extraction." + } + ] + }, + "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": 19, + "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": "2b09c12164fee42b55afda30126f7f0250d339e9ce26ce3fa927909599d2ba12", + "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 are not duplicates. They cover three different problems: Tapas tokenization mismatch, private-model download/auth error messaging, and a model-loading failure for bert-base-uncased. The shared wording is only superficial.", + "confidence": 0.96, + "canonical_issue_reason": "None of the issues forms a clear duplicate hub for the others; if forced to pick one, #16618 is the broadest/generalized model-loading report, but it is not actually the same bug as the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the most general user-facing failure report in the set, but it still describes a different underlying issue than the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization differences versus TensorFlow code are unrelated to a bert-base-uncased loading failure; different code paths and bug types." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model download/auth error messaging is a different problem from failing to load bert-base-uncased; same broad area, but 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": 4, + "component_count": 19, + "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": "18b96decdc1cf4e5a0a10ce0e7c2dd0cff1fff88ae5c6cdb730df64c45a8483d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community feature-request issues about different capabilities (Flash Attention 2 vs GGUF). They share broad wording about supporting more architectures, but they do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Both are broad community contribution requests, but one is for Flash Attention 2 support and the other is for GGUF support; they concern different features and code paths, so they are not duplicates." + } + ] + }, + "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": 19, + "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-26413-2", + "nodes": [ + "issue:26413", + "issue:31501" + ], + "soft_pairs": [ + "issue:26413|issue:31501" + ], + "prepared_review_unit_hash": "b2e3fa47d5e8f351944d829177584b39ddb03cda5a5f0b199b0473f5735bbd50", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1593, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1593, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are only loosely similar. One reports a specific `resume_from_checkpoint` failure with a concrete exception, while the other is a broad \"training doesn't start\" symptom for FineWeb SLM training. There isn\u2019t enough evidence they describe the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "issue:26413 is the more canonical issue because it names a precise failure mode and error message, making it a better anchor for the underlying bug than the broader training-startup complaint in issue:31501.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:26413 is the best representative of the cluster because it is the most specific, actionable description of the problem; issue:31501 is too generic to serve as a reliable dedupe target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both are training-related, but one is a specific checkpoint-resume exception and the other is a vague startup failure. They do not clearly look like 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": 6, + "component_count": 19, + "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-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "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:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "a76745bcf716dddc497d26d5262b2249cf7194675bacb171484da5e8e78d88c1", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13527, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13527, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of separate i18n translation requests for different languages. The only strong duplicate-looking subsets are the identical placeholder-title issues ([i18n-]...) and the identical Thai-titled pair; the language-specific issues should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "If a representative is needed, issue:43834 is the best canonical for the identical placeholder-title subgroup because it is the earliest of the near-exact matches; it does not subsume the language-specific translation requests.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the best overall issue representative because it matches the identical placeholder-title subgroup and is the clearest canonical anchor among the issue-like duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation request context; the similarity is only from the shared i18n template." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs generic placeholder template; not the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish translation issue vs a generic placeholder issue; too broad to merge." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different languages (Turkish vs Romanian), so these are separate translation issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different languages (Turkish vs Spanish); same theme, different issue." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request vs generic placeholder template; not the same concrete issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation issue and a generic placeholder issue are not the same request." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish translation request vs generic placeholder template; no direct duplicate evidence." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request vs generic placeholder issue; different underlying targets." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request vs generic placeholder issue; not a same-target duplicate." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation issue and a generic placeholder issue are not the same underlying request." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different issue content; the Romanian translation request is unrelated to the Thai-titled item." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different issue content; the Romanian translation request is unrelated to the Thai-titled item." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title/body pattern; these look like the same issue repeated." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder-title translation issue; no meaningful difference in the visible content." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical placeholder-title issues with the same underlying template text." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder translation template vs a different Thai-titled issue; not clearly the same request." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder translation template vs a different Thai-titled issue; not clearly the same request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different visible issue text; similarity is generic, not evidence of the same request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different visible issue text; similarity is generic, not evidence of the same request." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "These two are effectively identical in title and length, so they look like the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet evidence: it distinguishes the exact-title placeholder subgroup and the exact Thai-titled pair, and it avoids overclaiming duplicates for the language-tagged issues. The soft-edge rejections are conservative given the available titles/body sizes and only soft-similarity evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 19, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "8b3842ffed9ab7b4f0fec520791a061805a90878142cbb1875329640ee2584c0", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21659, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21659, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are broadly similar model-request issues, but they are not duplicates: each asks to add a different model or modality (text, audio, ASR/TTS, OCR, vision-language, detector, sparse transformer).", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the cluster spans distinct model additions and not one underlying bug/change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative for duplicate triage because the requests target different models and code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families (EuroBERT vs DEIMv2); only the generic 'add model' intent overlaps." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBERT text-model support request vs Qwen3-TTS audio support; unrelated code paths." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBERT config addition and RF-DETR model addition are separate model integrations." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR detector vs DEIMv2; same broad subsystem, but not the same model or change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Object detection model request vs LFM2.5 Audio; different modality and implementation." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR integration is not the same as adding a sparse transformer architecture." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "Detector model request vs Qwen3-ASR support; different target models and paths." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated additions despite similar request phrasing." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT text-model addition and Qwen3-ASR audio support are different changes." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT integration is not the same concrete change as sparse-transformer support." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model additions with different implementations." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model families; similar naming is not enough." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; different model and modality." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and circuit-sparsity are different additions, not one fixable PR." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 vs ModernVBERT are separate model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 support and Voxtral TTS support target different code paths and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model integrations." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different models and features." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and generic BERT-like RoPE support overlap conceptually, but not as one concrete duplicate change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support is a text-architecture change, not Voxtral TTS support." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "TTS vs ASR are related only by family name; they are distinct model/support requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models and likely different implementations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Audio TTS support and sparse-transformer support are different code-path changes." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are both audio-related but not the same model or PR." + }, + { + "left": "issue:43837", + "right": "issue:44205", + "accept": false, + "reason": "Qwen3-ASR and SAM3-LiteText are different model requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer support and EUPE encoder support are different architecture additions." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE vision-language encoder support are unrelated changes." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and sparse-transformer support are distinct implementation tasks." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio-model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are not the same model or code path." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 support are different modality/model requests." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language related, but they are different model additions and not one mergeable PR." + } + ] + }, + "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": 19, + "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": "66dd281a37cedeb26342cf59e43071496e3582a1ed1ee153377658c2e91d6d31", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one is a generic block decoding request, the other is a request for DeepSeek v3.2 support. They do not describe the same bug or feature implementation.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43037 is more specific and actionable, with a clear model/version target ('DeepSeek v3.2 support').", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43037 is the better global representative because it names a concrete compatibility request rather than a broad feature phrase.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "The titles and available metadata point to different requests: decoding behavior vs. model support. No shared code path or explicit linkage suggests 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": 9, + "component_count": 19, + "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": "c3bd680aff46b7eef87a5672e003e27312b37e4e3963b1922aae71170528db8c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both about Trainer behavior with custom trainers, but they describe different problems: one is about `remove_unused_column` customizability, the other about estimating FLOPs for custom trainers. They are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the topics overlap in Trainer extensibility, but the underlying problems are different and should be tracked separately.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the cluster, 43598 is slightly more concrete and self-contained around a specific Trainer behavior, but it still does not subsume 43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying bugs/features: `remove_unused_column` customization versus FLOPs estimation for custom trainers. Shared Trainer context 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": 19, + "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": "d3f270cb26b9943d98d905d9923325e9cbff164237f5bc7566fc1d6039091a7c", + "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 separate feature requests: one asks for Qwen3-Omni registration on AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They target different 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 about adding model registration for Qwen3-Omni, whereas issue:44405 is a narrower, distinct request for a different task head and model config.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43684 is the best representative issue for the cluster because it covers the more general registration gap and is closer to the apparent shared theme, even though the two issues are not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different Qwen variants and different auto classes/tasks; 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": 11, + "component_count": 19, + "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": "a55946b6308d30e02323eaa4c3c7abcde202d28dc0cc9c5664d6ba6ed72b6766", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three \"huggingface\" issues likely form one duplicate cluster, with issue 43845 as the best representative. Issue 43835 looks unrelated. I would only accept the 43845\u219443846 soft edge; the 43859 pairs are too weakly supported given the time gap and lack of additional evidence.", + "confidence": 0.8, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface\" reports and has no stronger distinguishing evidence than the others.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best issue candidate because it matches the repeated title cluster and predates the other similar reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and no shared targets/files or other content evidence; not enough to treat it as the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no shared targets/files; does not look like the same underlying report." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and no shared targets/files; no clear indication of the same bug." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Exact same title and adjacent creation times make these look like duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same title, but the time gap is much larger and there is no content/link/file evidence tying them together." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same title, but the 13-hour gap and lack of supporting evidence make this too weak to accept as a duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical issue choice is grounded, but the soft-edge verdicts are not consistently conservative. In particular, the accepted pairs involving issue:43859 overstate the evidence by citing \u201cclose creation times\u201d even though 43859 is about 13 hours later than 43845/43846. With only matching titles and no content/link/file evidence, those edges should be treated more cautiously or left unaccepted." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 19, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "a0665adce8eff19c56a854915ddf47421755faa42e64a206056c68b4ea14a429", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items look like unrelated low-signal/spam issues rather than duplicates of one concrete bug or request. No soft pair should be merged.", + "confidence": 0.86, + "canonical_issue_reason": "No clear canonical issue exists; #44418 is only the most descriptive title, but the set appears to be unrelated spam/placeholder reports.", + "canonical_pr_reason": null, + "best_issue_reason": "#44418 is the best placeholder canonical only because its title is more specific than the others; it still does not clearly represent the same underlying problem as the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam placeholders with no shared concrete bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same as above: no evidence they describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Titles are unrelated spam/documentation placeholders, not the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "One is a spam placeholder and the other is a different quoted-string title; no shared bug or change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation-suggestion spam and generic spam placeholder are not the same underlying report." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No concrete overlap beyond being low-information issues." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical-looking spam titles, but no body or explicit details tying them to the same underlying bug/change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Generic spam placeholder versus a different quoted title; insufficient to treat as duplicates." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No shared concrete problem; only superficial similarity from low-quality titles." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 19, + "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": "e85cd0dede3ea2e939603810c805f9cc1ff04e5a7cbe62670e59d0fb5cb1bc0e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have identical titles and very similar bodies, so a duplicate relationship is plausible, but the evidence is limited to soft similarity with no explicit cross-links. #45145 is the better canonical issue because it was opened earlier and has one inbound reference.", + "confidence": 0.74, + "canonical_issue_reason": "#45145 is earlier and has 1 inbound reference versus 0 for #45151, so it is the better canonical issue if these are duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue representative because it was created earlier and has the only inbound reference in the pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The match is suggestive, with identical titles and similar bodies, but there are no explicit links or shared targets/files. That is not enough to confidently merge them as the same issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the duplicate-issue conclusion is plausible, but the writeup is not fully conservative. In particular, `best_issue_reason` says #45145 has 'slightly more discussion context,' yet the packet shows 0 discussion_activity for #45145 and 1 for #45151. Also, the soft-edge acceptance is stronger than the evidence warrants because the pair is supported only by soft similarity with no explicit links. The canonical-issue choice (#45145 for earlier creation and inbound references) is grounded, but the overall confidence and duplicate verdict should be toned down." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 19, + "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": 15, + "component_count": 19, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "52db19df4d65de3f54ea26ac28c3c9b754315a3451af4f47c48fbf8d4f4b4a9a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate 4-bit inference bugs in different code paths: one is a Gemma4/audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig regression where llm_int8_skip_modules drops the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical duplicate here: 45672 is a Gemma4-specific dtype/torch.finfo failure in audio modules, while 45674 is a BitsAndBytesConfig skip-module regression affecting lm_head exclusion. Different root causes and fixes.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the cluster, 45674 is the slightly better standalone representative because it describes a broader config regression, but it is not a safe duplicate of 45672.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Same broad 4-bit inference area, but the failure modes differ: Gemma4 audio uint8/torch.finfo vs. llm_int8_skip_modules clearing lm_head exclusion. 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": 16, + "component_count": 19, + "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": "5b19e1c83bf6b4dfa790895b3cee889d32416b29d04cb33efe949e62ec3890de", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two empty closed issues with different personal-name titles and no substantive content, so they do not look like duplicates of a real bug report.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative; both are empty personal-name posts with no bug context or shared technical problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and dates, no body or technical context, and no evidence they describe the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 19, + "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": "36d6218967995c8ea595c68c0e38cf763100e8eb3d1644f9e26accd348eae84b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated name/date entries and do not appear to describe the same underlying bug or request.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Shared surname/date formatting is not enough; these are distinct person-name issues with no code, symptoms, or tracking links indicating the same underlying problem." + } + ] + }, + "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": 19, + "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": "34041f06ff79617c0f9a5b9b46b19307f2b6ae7415b257617f166d7eb284a2aa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated feature requests: one asks for a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. The soft similarity is too weak to treat them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests and code paths: model-class support for Qwen3_5 token classification vs. FP8 training support. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 19, + "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": "c946245fed8e0f477e06b786dbcd52a85e3c2c1f46ac71bd15396f7ea7d2b0f8", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "45869 is separate from the rest. 45870/45871 and 45872/45873 look very similar, but the packet only shows metadata and body length, so I would not call either pair a confirmed duplicate. The cross-links are thematic rather than evidence of one shared underlying request.", + "confidence": 0.72, + "canonical_issue_reason": "If a single issue must represent the cluster, 45870 is the best candidate because it has the clearest overlap with 45871 and slightly more activity, but this is only a tentative representative choice, not a confirmed duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest overall representative issue in this packet: it has the most visible activity among the similar issues and the closest match to another same-title issue, while 45869 is clearly separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different request types: a financial dataset bundle versus a DataForge example. Related domain only, not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different request types: a financial dataset bundle versus a DataForge example. Similar theme only, not a duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": false, + "reason": "Same title and body size strongly suggest a near-duplicate, but the full bodies are not shown here, so I cannot safely confirm them as the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are financial/time-series themed, but one is an example and the other is a scraping-service request. Not the same concrete issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Both are financial/time-series themed, but one is an example and the other is a scraping-service request. Not the same concrete issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different requests: an example issue versus a scraping-service request. Similar topic, not a confirmed duplicate." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different requests: an example issue versus a scraping-service request. Similar topic, not a confirmed duplicate." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": false, + "reason": "Same title and body size suggest a near-duplicate, but without the full bodies I would not mark this as a confirmed duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the evidence in the packet. We can conservatively say 45869 is separate and that 45870/45871 and 45872/45873 look very similar, but the packet does not show the full bodies, so calling them \"exact duplicate\" pairs is overstated. Also, all pair entries are marked deterministic_accept=false, so the two true accepts should be softened or left unaccepted." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-16", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46344", + "pull_request:46367" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "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:46344", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46367", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:46048|pull_request:46367", + "pull_request:44827|pull_request:46048", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "5d259541d321071d43eebb812035177fe40b6adba4190b8e6bd909d98d2edd5a", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 22, + "serialized_chars": 43090, + "estimated_input_tokens": 10773, + "estimated_eval_tokens": 21802 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 22, + "serialized_chars": 43090, + "estimated_input_tokens": 10773, + "estimated_eval_tokens": 21802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated PRs spanning model additions, docs, tests, and separate bug fixes. The only clear duplicate pair is the two `fixed_cross_entropy` PRs, which patch the same function for the same issue.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43251` is the better canonical PR because it explicitly targets issue 43240, has the fuller fix context, and is the clearer representative of the duplicate `fixed_cross_entropy` change.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43251` is the strongest global representative among the provided items because it is the only clearly duplicated bug fix, is directly issue-linked, and is more complete than the near-identical alternative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different areas: VideoPrism model addition vs. ExecuTorch dynamic-shape export test. Shared theme is only broad framework support, not the same change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method addition vs. export test; unrelated code paths and no same underlying bug." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer helpers and a new MobileLLM model are separate feature additions." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness updates across models vs. adding MobileLLM; not the same fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both modify `fixed_cross_entropy` in the same file to pass supported kwargs to `nn.functional.cross_entropy`; same underlying bug/fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix vs. new MobileLLM model; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different changes: cross-entropy kwargs vs. Mistral4 test/model adjustments. Not mergeable as one bug fix." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export test and Mistral4 test/model work are distinct test-focused changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export test vs. model addition; no shared concrete bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Model addition vs. class config resolution ordering fix; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model implementation vs. Falcon output-collection refactor; separate code paths." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor and a model-creation skill are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor vs. Mistral4 test fixes; different models and issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs. `layrnorm`/`layernorm` rename across CLIP-like models; different bug classes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes vs. model-creation skill; not the same change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Model-specific test fixes vs. generic subclass config-resolution fix; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test/model work vs. adding a TDT loss kernel; different subsystems and purposes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes vs. chat response parsing updates; not the same underlying bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46344", + "accept": false, + "reason": "Mistral4 test fixes and VitPose graph-break fix address different models and failures." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46367", + "accept": false, + "reason": "Mistral4 test fixes vs. finegrained FP8 kernel name changes; unrelated." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46367", + "accept": false, + "reason": "TDT loss kernel integration vs. finegrained FP8 kernel integration; same general kernel area but clearly different features and code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair (43251/43254) is a plausible single-bugfix duplicate based on the shared file, shared issue target, and near-identical cross-entropy kwargs change. The other rejections are conservative and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-3", + "nodes": [ + "pull_request:40546", + "pull_request:42781", + "pull_request:46331" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781", + "pull_request:42781|pull_request:46331" + ], + "prepared_review_unit_hash": "4a16c01e94ca48d35bbd3db57e18c61f36cc42b1a0e81037fbff66f85e85d3fe", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10381, + "estimated_input_tokens": 2596, + "estimated_eval_tokens": 5448 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10381, + "estimated_input_tokens": 2596, + "estimated_eval_tokens": 5448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three distinct pull requests: a base VibeVoice implementation, a VibeVoice Realtime extension, and an unrelated Parakeet-RNNT model addition. The two VibeVoice PRs share files because the latter builds on the same family, but they are not the same concrete change; Parakeet-RNNT is a separate model altogether.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the best representative of the cluster: it is the original, non-draft core VibeVoice implementation with substantial review activity. PR 42781 is a draft follow-up for VibeVoice Realtime, and PR 46331 targets a different model family (Parakeet-RNNT).", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the strongest single PR to anchor the cluster because it is the foundational VibeVoice change and has the broadest completed implementation footprint. The other PRs are either an incremental variant or unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Related model family, but not the same change: 40546 adds core VibeVoice support while 42781 adds VibeVoice Realtime with additional tokenizer/feature-extractor/generation work. They could not be safely merged as one duplicate PR." + }, + { + "left": "pull_request:42781", + "right": "pull_request:46331", + "accept": false, + "reason": "Different underlying models and code paths. Shared auto-registration files are incidental; VibeVoice Realtime and Parakeet-RNNT are separate additions, 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": 3, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "04a498d021a3395be73d4fd2c0fa982d3472d0efba58e6cb735073f6b3a86b75", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one adds covariate-based forecasting support to TimesFM, while the other adds DINOv3 image-classification support. They touch different models, code paths, and user-facing features.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes and model families: TimesFM covariate forecasting vs DINOv3 image classification. They do not fix the same bug or implement the same feature, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "0da2a0d8b4c41db733ec56200d4b34d8db3b68f70c18725fb2deb4d15589f054", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs all add different new models and documentation, but they do not fix the same underlying bug or implement the same change. They share generic model-registration scaffolding, yet each targets a distinct model family and code path.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: DeepSeek OCR, Isaac, and Kimi2-6 are separate model-addition pull requests with different model-specific files, APIs, and tests, not the same change.", + "best_issue_reason": null, + "best_pr_reason": "No best PR as a duplicate representative; if forced, 45630 is the broadest model-addition PR, but it is still unrelated to the others beyond shared boilerplate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions (DeepSeek OCR vs Isaac) with distinct model directories and implementations; shared auto/registration files are boilerplate, not evidence of the same code-path change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6) touching separate model families and files; they are not plausibly mergeable into one PR for the same underlying fix or feature." + } + ] + }, + "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": 32, + "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": "85d660f4857e0281237db082dfd4a633f98aa26eaa697e022061f5f8c9586692", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both update GitHub Actions workflow dependencies, but they target different underlying changes: one is a Node 24 compatibility sweep for core actions, the other upgrades build/publish-related actions (notably docker/build-push-action) and other latest versions. They overlap in workflows but are not the same fix/change set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative because it has the clearest project-wide theme and broader workflow-action compatibility focus, making it the more central/recognizable upgrade PR in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best single representative because its title and diff describe the broader GitHub Actions compatibility upgrade, while PR 42976 is a narrower action-version bump centered on docker/build-push-action and related workflow updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are GitHub Actions upgrade PRs, but they change different action families and different concrete code paths; they would not plausibly be merged as one PR without conflating separate upgrade goals." + } + ] + }, + "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": 32, + "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-42978-5", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46411" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:42978|pull_request:46411", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43448|pull_request:46411", + "pull_request:43451|pull_request:45490", + "pull_request:43451|pull_request:46411", + "pull_request:45490|pull_request:46411" + ], + "prepared_review_unit_hash": "a89dbd507d82fab88d5ef1be64afcc1462c44301781f187d4b7c3f91e2c08669", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 17822, + "estimated_input_tokens": 4456, + "estimated_eval_tokens": 9168 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 17822, + "estimated_input_tokens": 4456, + "estimated_eval_tokens": 9168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all separate model-addition changes (ViT NEPA, Molmo, Molmo2, CTSM, MiniMax M2.7) with overlapping framework plumbing, but they do not fix the same underlying bug or implement the same feature.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the cluster is heterogeneous, and the PRs target different models and code paths rather than duplicating one another.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 (Molmo2) is the most substantial and review-heavy of the set, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and feature sets: ViT NEPA vs Molmo. Shared auto/docs plumbing is incidental, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are unrelated model additions with different architectures and files; only generic framework registration overlaps." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families (ViT NEPA vs CTSM); overlapping docs/auto-registration does not indicate the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46411", + "accept": false, + "reason": "ViT NEPA model addition is unrelated to MiniMax M2.7 code import; they do not share a concrete bug or fix path." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct models with separate configs, processors, and tests; not mergeable as one PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are different model implementations; shared auto/docs updates are broad subsystem overlap only." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46411", + "accept": false, + "reason": "Molmo and MiniMax M2.7 are unrelated model additions; no common concrete bug or code-path fix." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are separate model additions with different model code and tests; similarity is only in registration/docs scaffolding." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46411", + "accept": false, + "reason": "Molmo2 and MiniMax M2.7 do not address the same model or bug; they are distinct changes." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46411", + "accept": false, + "reason": "CTSM and MiniMax M2.7 are unrelated model-introduction PRs with no shared concrete fix path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 32, + "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-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46380" + ], + "prepared_review_unit_hash": "3fa9bd718c9ce7c71132158665b23fd1a26e86b18a35eec77b76a270744b0515", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11145, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are pull requests, but they appear to address different problems. PR 46380 is the strongest substantive fix; 44815 is a separate FP8 dequant/loading fix; 43291 is a Whisper tokenizer test/fix; and 43665 looks like a noisy/bogus test-only change rather than a real bug fix.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "46380 is the most clearly grounded bug fix: it patches generation config validation for dict-valued watermarking_config and includes broad regression coverage, indicating a real shared code-path issue.", + "best_issue_reason": null, + "best_pr_reason": "46380 is the best overall PR because it fixes a concrete runtime/config validation bug in a central path and has the strongest evidence of a legitimate, mergeable change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different code paths and likely unrelated. 43291 changes Whisper tokenizer decoding; 43665 only injects failing assertions into CLIP/ViT tests, which does not indicate the same underlying bug or fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Unrelated fixes: Whisper decoding vs FP8 dequant/loading logic. No shared concrete bug or mergeable single change is evident." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Both touch Whisper-related code, but the changes target different issues: tokenizer timestamp decoding vs generation watermarking validation / broader generation behavior. Not the same underlying bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Completely different artifacts: bogus test assertions in CLIP/ViT vs FP8 quantization/loading code. No shared bug/change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "43665 is test noise across CLIP/ViT, while 46380 is a real generation/config fix. They do not look like the same underlying issue." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Both are infrastructure-level fixes, but they address distinct problems: FP8 dequantization/padding vs generation watermarking validation and related model tests. Too broad to merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "79d10f7777ddf2a71ddbd7b0ccf843ef815362ae03cacc08dac6d003b56d7eca", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates: one is a repo-bot / packaging test PR centered on setup.py and Vit tests, while the other is a workflow/CI diff PR touching GitHub Actions and testing utilities. The only overlap is an incidental shared test file.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different underlying changes and code paths: 43488 modifies setup/versioning and a Vit test, while 43532 rewires CI/workflow files and test infrastructure. Shared test filename alone is not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 32, + "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": "c1456f77295952bcbb531bdfe0d43a239075d1c1861224a882b7b9a98fe45382", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct open PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some documentation and pipeline scaffolding, but they target different code paths, models, and tests, so they should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two PRs implement different pipeline features rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduplication; 43613 is broader, but it is still a separate feature from 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipelines and underlying model/test coverage (concept segmentation vs visual segmentation). Shared docs/scaffolding are not enough to treat them as the same fix or merge them into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 32, + "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": "f48c1e7514e33f01db1491ae53841b741d248bb0c5d6662c03c5f34ada6fac2b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests both touch `src/transformers/trainer.py` and both add overridable trainer internals, but they fix different behaviors: one addresses gradient-accumulation loss scaling, the other column filtering from model signatures. They are related in theme but not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are distinct trainer enhancements affecting different code paths and should not be treated as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the more substantive and self-contained change, introducing `_loss_is_scaled_for_ga` to control training-step loss scaling for custom trainers.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both are trainer-extension PRs, but they address different problems: gradient accumulation loss scaling vs. signature-based column filtering. Same file and theme are not enough to merge them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 32, + "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": "8682019cf3c156e074ebed5dfd82d430c5f51ea86c05fbadebc34df0785937b1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "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 touch the same file and related typing/import areas, but they do not look like the same underlying bug fix. PR 43656 is a broader annotations/runtime typing cleanup, while PR 43842 is a narrower pydantic-guarded `TypeAdapter` import/type-hint fix; they read more like adjacent follow-ups than one mergeable change.", + "confidence": 0.67, + "canonical_issue_reason": null, + "canonical_pr_reason": "43842 is the more targeted PR: it directly addresses the `TypeAdapter` NameError path with a minimal, concrete change and an explicit issue link.", + "best_issue_reason": null, + "best_pr_reason": "43842 is the best representative of the cluster because it is the narrower, more specific fix for the CLI `TypeAdapter` failure mode.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Related, but not clearly the same bug: 43656 is a broader typing/annotations cleanup, while 43842 specifically guards `TypeAdapter` for missing pydantic. The shared file name alone is not enough to treat them as one mergeable PR." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair is related, but the verdict is too strong for the evidence. The packet only shows shared file/name similarity and different explicit issue links, with a soft-similarity pairing and no direct indication they address the exact same bug. PR 43656 appears to be a broader annotations/runtime typing cleanup, while PR 43842 is a narrower pydantic-guarded TypeAdapter fix. It\u2019s safer to treat them as adjacent follow-ups rather than confidently mergeable as one bugfix PR." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 32, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "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" + ], + "prepared_review_unit_hash": "63a601a68db8d2b49688b7193ca4e6c570f18e374c25d68058d31ba034cb0cb1", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84894, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75091, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of model-specific refactors for the shared output-tracing migration (#43979), not true duplicates across different architectures. The only clear duplicate groups are the GPT-J/CodeGen subgroup and the GPT-Neo subgroup; the rest should stay separate.", + "confidence": 0.71, + "canonical_issue_reason": null, + "canonical_pr_reason": "44722 is the strongest representative of the GPT-J/CodeGen output-tracing subgroup: it directly implements the standardized decorator path, overlaps heavily with the GPT-J-only follow-up, and appears to be the most consolidated version of that concrete change.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the best single PR in this cluster because it cleanly captures one concrete code-path refactor with strong overlap to other near-duplicate GPT-J/CodeGen patches, while the rest of the cluster spans different model families and should not be merged together.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (FNet/CVT vs GPT-J); same tracking issue and similar refactor pattern are not enough to make this the same concrete change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Unrelated model implementations (FNet/CVT vs DeBERTa) that happen to use the same output-tracing migration pattern." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same code path, with the same decorator/capture_outputs migration and overlapping file changes." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RegNet/RT-DETR refactor versus EfficientNet refactor; same broad migration theme, but not the same concrete bug/change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model-specific migrations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet; only the shared issue target is common." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated implementations; this is only a shared refactor style." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen output tracing versus MGP-STR output tracing; different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate model implementations, so these are not the same underlying fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both PRs refactor GPT-Neo output tracing on the same model/code path and are plausible duplicates/iterations of the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo is a different model than GPT-J/CodeGen; shared output-tracing infrastructure alone is insufficient." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; same infrastructure goal, different concrete model change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor versus GPT-J/CodeGen refactor; unrelated code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different models with different forward paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet versus GPT-J; not the same bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model migrations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are distinct code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert; same migration theme, different concrete model behavior." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; they share a migration approach but not the same underlying change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo versus GPT-J; different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; not the same concrete fix." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 versus MGP-STR; same refactor style, different code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J versus MGP-STR; different underlying behavior." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated models." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet versus GPT-J/CodeGen; not the same concrete bug/change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different model code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are different model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer refactor is unrelated to GPT-J/CodeGen." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are not the same underlying change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different model paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated; only the migration pattern is shared." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are different model families." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert are unrelated refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet/ResNet-family output tracing versus VisualBERT; different code paths." + }, + { + "left": "pull_request:44076", + "right": "pull_request:44101", + "accept": false, + "reason": "ImageGPT and Flaubert/XLM are unrelated model changes." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet/ResNet-family refactor versus SegFormer; not the same concrete change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet/ResNet-family refactor versus MPNet; same migration theme, different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are different concrete code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa are separate model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing migration with strong file and implementation overlap; 44722 looks like the consolidated version." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch the GPT-J output-tracing code path and implement the same decorator-based refactor, making them plausible duplicates/iterations." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J versus SpeechT5; no shared concrete code-path problem." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and ResNet/RegNet/RT-DETR are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are unrelated model implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and remains conservative about cross-model pairs. The only accepted soft-edge groups are the ones that plausibly look like same-model iterations (GPT-J/CodeGen and GPT-Neo), and the rejected pairs are mostly justified by distinct model families or code paths. Canonical PR choice 44722 is also supported by the evidence as the most consolidated GPT-J/CodeGen representative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 32, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "5ec88645481037ed7f5715ceb8c61bc7f6d8d66550fd825a32e48308aae79900", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84894, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs all follow the same general theme\u2014migrating model outputs to a standardized capture/output-tracing pattern\u2014but they are model-specific refactors, not duplicate fixes for the same underlying bug or change. I would not collapse any of the soft edges.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out as a duplicate representative: each PR targets a different model/code path, so they are separate changes rather than one shared fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best standalone representative of the theme because it has an explicit issue target and a focused, model-specific implementation, but it still is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but for different models (FocalNet vs ImageGPT) and different code paths; not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor pattern, but VisualBert and TextNet are separate model implementations with distinct forward paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both modernize output handling, but MPNet and VisualBert are different model-specific refactors, not one fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models and different implementation details; they share a theme but not the same concrete code-path change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are separate model refactors; the shared output-tracing motif is too broad to treat as duplicate." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different model code paths; SpeechT5 also has an explicit issue target, indicating a separate task rather than a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 32, + "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: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": "26e513d78dadfa31d9f522b1890a39c9863d1506911007fa15a0fb55a87457f5", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39780, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39780, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of model-specific output-tracing refactors, not duplicates of one concrete bug or feature change. The PRs mostly share a migration pattern (`can_return_tuple`, output capturing, signature cleanup), but they target different model implementations and code paths.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the best representative of the cluster theme: it applies the output-tracing refactor within a closely related model family and introduces the recording/capture plumbing, making it more central than the smaller one-file variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is a strong standalone exemplar of this refactor pattern because it is self-contained, concrete, and spans two tightly related model files without being just a trivial signature tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths (`timm_backbone` vs `upernet`); same refactor style only, not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models and outputs (`timm_backbone` vs `vision_text_dual_encoder`); too broad a similarity to treat as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "`timm_backbone` and `univnet` are unrelated implementations; they share only the generic output-tracing migration pattern." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different families (`timm_backbone` vs `mamba/falcon_mamba`); not the same concrete bug or fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` touch unrelated forward paths; similar refactor intent is not enough." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "`timm_backbone` vs `rwkv` are separate model implementations with different output plumbing." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are unrelated model paths; the overlap is only the output-tracing refactor pattern." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model subsystems (`mobilenet_v1` vs `upernet`); not one shared code-path bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` are separate models; no evidence of a shared concrete defect." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different encoder-decoder and CNN model code paths; same migration theme only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated implementations; not mergeable as one fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are different model families; similarity is limited to output tracing cleanup." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths (`vision_text_dual_encoder` vs `upernet`); no shared underlying bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "These touch unrelated forward implementations; the commonality is only the refactor pattern." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "`vision_text_dual_encoder` and `depth_anything` are separate model stacks; not the same concrete change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are different domains and code paths; no duplicate bug evidence." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families (`univnet` vs `mamba/falcon_mamba`); too generic to merge." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "`univnet` and `depth_anything` are unrelated implementations; same cleanup motif only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` are separate model code paths; no evidence they fix the same issue." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and APIs; they share only a broad refactor intent." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba/falcon_mamba` and `codegen` are unrelated model implementations; not the same fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different code paths and model types (`timm_backbone` vs `codegen`); only the output-tracing migration is shared." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are unrelated models; not a single underlying bug/change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` differ in both architecture and output handling; no mergeable duplicate here." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are different code paths; same refactor theme is insufficient." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are unrelated model families; not the same concrete bug or change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different target models (`depth_anything` vs `speech_encoder_decoder`); no shared code-path fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` are separate implementations; the overlap is only generic output tracing." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` are unrelated model families; not the same underlying issue." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` affect different model stacks; no evidence of one bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are not the same code path; this is only a shared refactor style." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are different wrappers with different forward behavior; not a duplicate." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` and `superpoint` are unrelated models; no shared concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families (`vision_encoder_decoder` vs `dpr`); same theme, not same bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are separate implementations with distinct output paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` and `rwkv` are unrelated code paths; not mergeable as one fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models (`speech_encoder_decoder` vs `dpr`); no evidence of the same underlying defect." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated model implementations; similarity is only superficial." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` and `dpr` target different code paths and outputs; not the same concrete change." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are distinct models; no shared bug or jointly mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 32, + "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": "984a57d985df5ddca7592da89d5bbe7ce863180c52fe417ebe77962dad9c05f8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are model add-ons, but they implement different models with different code paths: PenguinVL vs Voxtral TTS. The overlap is mostly standard Transformers onboarding boilerplate (docs, auto registries), so they should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the cleaner representative because it is explicitly tied to issue 45027 and is scoped to a single concrete model integration.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the strongest standalone candidate: it has an explicit issue target and a self-contained Voxtral TTS implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different functionality: PenguinVL image/vision support vs Voxtral TTS text-to-speech. Shared registry/doc changes are boilerplate and do not indicate 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": 17, + "component_count": 32, + "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-44979-4", + "nodes": [ + "pull_request:44979", + "pull_request:45363", + "pull_request:45666", + "pull_request:46339" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363", + "pull_request:45363|pull_request:46339", + "pull_request:45666|pull_request:46339" + ], + "prepared_review_unit_hash": "0eb83fd3424fbfd299ecbd60a0bf2db46eef355c91fb25f37fe077a80068f0a2", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9636, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9636, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three closely related PRs evolving the same kernel-fusion feature, plus one earlier foundational API PR. The latest PR is the best representative for the n-to-1 KernelConfig fusion line, while the standalone Module Fusion API PR is related but not the same change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46339 is the most complete and latest iteration of the n-to-1 KernelConfig fusion work, and it touches the same core files as the earlier fusion PRs while presenting the most finalized scope.", + "best_issue_reason": null, + "best_pr_reason": "#46339 is the best single PR to represent this cluster because it is the newest, broadest refinement of the same kernel-fusion feature and subsumes the earlier KernelConfig-based fusion work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related feature area, but #44979 is a general module-fusion API while #45363 is a specific n-to-1 KernelConfig implementation; they are not the same underlying change and would not merge cleanly as one PR." + }, + { + "left": "pull_request:45363", + "right": "pull_request:46339", + "accept": true, + "reason": "Both PRs implement the same concrete n-to-1 KernelConfig kernel-fusion path and share the same core loading/integration files; #46339 looks like a later refinement of the same change set." + }, + { + "left": "pull_request:45666", + "right": "pull_request:46339", + "accept": true, + "reason": "These are clearly iterations of the same kernel-fusion feature, with overlapping filenames and nearly identical scope around n-to-1 fusion via KernelConfig; they could plausibly be consolidated into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays within the packet evidence, and the soft-edge decisions are conservative enough: #44979 is reasonably kept separate from the KernelConfig fusion line, while #45363/#45666/#46339 share the same n-to-1 fusion feature area, overlapping files, and sequential titles that support treating them as iterations of one change set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 32, + "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": "b7147f8b13daa6087db61daacf5da094e7301dfbde30ba6aa19502086701ca6c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same Mistral regex patch AttributeError in `src/transformers/tokenization_utils_tokenizers.py`; the second PR is a superset with added tests and the same explicit issue target.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the better canonical PR: it addresses the same concrete `_patch_mistral_regex` AttributeError as #45086, but is more complete because it also adds test coverage and reflects the later, more polished fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the strongest representative of the cluster because it fixes the same bug as #45086 while including tests and the same code-path change, making it the most complete version of the fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug in `_patch_mistral_regex`/Mistral regex patching, same changed code path, and the second PR is essentially the same fix with tests added, so they plausibly could be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 32, + "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": "0e0bc715c84611ff7db5987a1a4cca186bb336686ea02e4fdb12c1abbd742ea7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs overlap on NemotronH core files and auto-model wiring, but they are not the same change: #45115 is a narrow refactor/conversion-mapping update, while #45569 is a broader architecture split introducing dedicated NemotronHDense/NemotronHSparse models, docs, and tests.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45569 is the better canonical PR for the cluster because it is the broader, more complete NemotronH-family change and includes the new dense/sparse model split plus supporting docs/tests; #45115 is a narrower precursor-style refactor.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the best representative PR because it covers the larger, final user-visible implementation and supersedes the narrower refactor scope in #45115.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Not the same concrete change: #45115 focuses on conversion mapping and inheritance/refactor for NemotronH, while #45569 introduces dedicated NemotronHDense/NemotronHSparse modules, docs, and tests. Shared files are only the common integration points, not evidence of a mergeable single fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 32, + "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": "f7028965b892fdd92b632db9070a269811d51312a012379d6b3f5026f7bc685c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5464, + "estimated_input_tokens": 1366, + "estimated_eval_tokens": 2988 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5464, + "estimated_input_tokens": 1366, + "estimated_eval_tokens": 2988 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct PRs: one adds per-layer heterogeneous config support, the other adds broader heterogeneous model/runtime support that builds on it. They overlap in shared config helpers, but they are not the same concrete change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader and more complete change, covering heterogeneous model support across cache/modeling/masking code paths in addition to config plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best standalone candidate because it subsumes the config work and extends it into the actual model/runtime behavior, making it the more representative end-state change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "#45333 is a narrower config-only prerequisite/subset, while #45332 is a broader heterogeneous model-support PR that happens to include similar config plumbing. They do not look like the same underlying change and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 32, + "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": "a9a8d2b64d3c58da6af22cc8ede0fa69b396aa0709ad15dfe5cb3b02c4eddd5b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are type-checking related, but they address different changes: one is a broad mypy/typing cleanup sweep, the other adds specific typing protocols and helpers for runtime code paths. They are not the same underlying fix and should not be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the better canonical PR because it makes a focused, concrete typing-infrastructure change in central modules, whereas #45415 is a broad type-checking sweep across many files with mostly cleanup/configuration work.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the best representative of the cluster because it targets a specific code-path typing problem and introduces reusable typing abstractions; #45415 is broader and more mechanical.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "They overlap on type-checking themes and some files, but #45415 is a wide typing cleanup across many modules while #45425 adds specific typing protocols and annotations for modeling_utils/related code paths. Different scope and not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 32, + "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-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "723012905e0c02dbaf3acd405edf64db0c9755d417f87565adf4817b8c7b928d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs, but they address different cached-forward bugs in different model families: one for Qwen3.5/Olmo hybrid linear attention, the other for Mamba2 use_cache with seq_len > 1. The soft similarity is only at the pattern level, not the underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the clearest canonical representative: it targets one concrete Mamba2 cache-path defect, has an explicit tracking issue, and the diff is narrowly scoped to the seq_len > 1 cached-forward behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the best overall fit because it is the most focused and self-contained fix for a single code path, whereas #45513 spans multiple model files and appears to cover a broader family of attention/cache adjustments.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Both concern cached forward paths, but they fix different models and different mechanisms (Qwen3.5/Olmo hybrid GDN linear attention vs. Mamba2 use_cache). The shared theme is too broad to treat as the same underlying bug or mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 32, + "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": "39924d2a17961bb40f4dbdb706cfdc9a11f30aeb19b5c582ac5c1b021db1d329", + "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": "Two open PRs both touch expert-parallel loading, but they fix different concrete bugs: one is about EP + DeepSpeed ZeRO-3 / accelerate launch serialization and config handling, the other is about EP + FSDP2 preserving sharded expert parameters during loading. They are related in subsystem, not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better canonical representative for this cluster because it contains the more direct loading/sharding fix in the actual code path where expert parameters were being overwritten, and its bug statement is concrete and self-contained.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone candidate: it targets a specific failure mode (rank-0 broadcast overwriting expert weights) with code changes in the loading pipeline, whereas #45548 is a separate accelerate/ZeRO-3 configuration/loading adjustment.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Reject: both concern EP loading, but #45548 fixes distributed_config serialization/has_ep for accelerate+ZeRO-3, while #45662 fixes expert parameters being overwritten during FSDP2 loading. Different code paths and failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 32, + "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": "186260e80639210f5eacb5d4b234ca36f3fb22c9576fc17c8e68d2e8b7dc67cd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same captured_info/xdist collision problem under the same tracking issue; PR 45645 is the broader, more complete fix and subsumes the core testing_utils change in 45639.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe output-file fix in testing_utils plus the CI workflow adjustment needed to consume multiple captured_info files, so it represents the fuller end-to-end change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative of the cluster: it fixes the underlying xdist collision and also preserves CI debug log collection, whereas 45639 is a narrower subset of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accepted: both target the same captured_info xdist collision issue and share the same core testing_utils/tests fix; 45645 simply extends it with workflow/log-handling changes, so they are the same underlying change family." + } + ] + }, + "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": 32, + "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-45670-3", + "nodes": [ + "pull_request:45670", + "pull_request:46320", + "pull_request:46401" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320", + "pull_request:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "3069d642e7ba0f9ed9fb5ffc4a9046e94cf0f3f363ebdefb33aedcb5bf9b63fb", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7029, + "estimated_input_tokens": 1758, + "estimated_eval_tokens": 3772 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7029, + "estimated_input_tokens": 1758, + "estimated_eval_tokens": 3772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not true duplicates. One is an AutoModel registration tweak for GLM ASR, while the other two add attn_implementation dispatch support for different model families. The RecurrentGemma and BLIP-2 PRs are thematically similar but touch different code paths and would not realistically be merged into one PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46401 is the strongest representative of the cluster: it makes a concrete SDPA dispatch change across the BLIP-2/InstructBLIP family and includes the relevant model/test updates. The others are either unrelated (GLM ASR auto-mapping) or a separate model-family implementation of a similar pattern (RecurrentGemma).", + "best_issue_reason": null, + "best_pr_reason": "PR #46401 is the best standalone PR because it has the clearest, concrete code-path fix with accompanying tests across affected implementations. PR #46320 is similar in theme but for a different model family, and #45670 is unrelated to the attn dispatch work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different underlying changes: GLM ASR auto-class registration vs. RecurrentGemma attention-dispatch support. They do not fix the same code path and would not be merged as one PR." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both are about attn_implementation dispatch, but they target different model families and different implementations. This is a pattern match, not the same concrete bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 32, + "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-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "22833d5708f97d3ea4e31633e01e793a056bc98774a93608fb555df4abbe5035", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7187, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7187, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated open PRs: one implements mlinter rule TRF003 across model forward signatures, the other adds modeling rule TRF018 for image/video processor boolean flags. They overlap only in broad transformer model file coverage, not in the underlying change or bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45720 is the more concrete code-change PR, while #46259 is primarily a rule/docs expansion with a different target area.", + "best_issue_reason": null, + "best_pr_reason": "PR #45720 is the best representative of the cluster because it contains the actual behavioral implementation across model files; #46259 is a separate lint-rule addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different lint rules and different code paths: TRF003 changes model forward signatures/return handling, while TRF018 checks processor boolean flag consumption. Shared subsystem/files are not enough to treat them as the same 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": 27, + "component_count": 32, + "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": 28, + "component_count": 32, + "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": "4f72dd278fe838412cc400c7d30806c57073a645e8c1405b41aecf3ab23f47a8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated do-not-merge PRs: one is a broad testing/telemetry workflow and model-file change set, the other is a ViT test-migration PR that injects failing assertions. They should not be treated 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": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "They do not fix the same concrete problem or code path. PR 45932 touches workflow secrets and multiple model implementations, while PR 46100 only edits a ViT test file to add intentional failures. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 32, + "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-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "d1b8d484d4ef4cc515377ac44df33eeccdc68eb3bc327c1897ce3290544373e0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are related to SDPA attention dispatch support, but they target different model families and code paths, so they should not be deduplicated into one change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46196 is the broadest representative of this rollout, covering multiple model families and corresponding tests/docs, so it best captures the cluster theme.", + "best_issue_reason": null, + "best_pr_reason": "PR #46196 is the most comprehensive and representative SDPA-dispatch implementation in the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both are SDPA dispatch support PRs, but one is for CTRL and the other for T5; they touch different model implementations and are not the same concrete fix." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "These cover different model families and code paths (CTRL vs wav2vec2_conformer/bert and SeamlessM4T/v2), so they are not mergeable as one PR." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 SDPA dispatch is a separate model-specific change from the multi-model wav2vec2/SeamlessM4T dispatch work." + } + ] + }, + "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": 32, + "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": "4c0d1603df0357fe93ee282237c4ee328004f9a3451a06f75427ef2239976fa8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both large distributed-integration PRs, but they are not the same change: one is a focused EP/Trainer integration patch, while the other is a broad distributed branch base touching FSDP, tensor parallel, integrations, and multiple models. Shared filenames alone aren\u2019t enough to treat them as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46269 is the broader, more central distributed-branch base with wider architectural scope and many touched subsystems, making it the better canonical anchor for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the more concrete and narrowly defined change set, centered on EP + Trainer integration, so it is the cleaner standalone PR if a specific implementation example is needed.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Different underlying work: #46126 adds RouterParallel/EP routing and Trainer integration, while #46269 is a broad distributed branch base with FSDP CI and many unrelated distributed/model updates. They do not look mergeable into one PR without collapsing distinct feature streams." + } + ] + }, + "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": 32, + "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-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "4a11209dd233e92ac470c6931e5f867f438ea44869ec38a8b6c51bf9bfb23d29", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs with a similar theme of avoiding direct file-open source inspection, but they target different modules and different code paths: one in import_utils for package self-source resolution, the other in modeling_utils for attention-implementation detection. They are not the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR stands out as a duplicate of the other; they fix different functions in different files, so neither can serve as a cluster-wide canonical for the pair.", + "best_issue_reason": null, + "best_pr_reason": "PR #46207 is the stronger standalone candidate because it targets a concrete behavior in _can_set_attn_implementation and includes tests, making the change easier to validate than the more internal helper refactor in PR #46152.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both avoid open() for source reading, but they affect different subsystems and distinct code paths with no shared concrete bug or mergeable unified patch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 32, + "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-46337-4", + "nodes": [ + "pull_request:46337", + "pull_request:46362", + "pull_request:46366", + "pull_request:46368" + ], + "soft_pairs": [ + "pull_request:46337|pull_request:46368", + "pull_request:46337|pull_request:46362", + "pull_request:46362|pull_request:46368", + "pull_request:46362|pull_request:46366" + ], + "prepared_review_unit_hash": "b504d55d0c83dfc1ab3fa49402a5b81a4271d917d34f388f9fccdd8cc3aa735a", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 8226, + "estimated_input_tokens": 2057, + "estimated_eval_tokens": 4370 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 8226, + "estimated_input_tokens": 2057, + "estimated_eval_tokens": 4370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated test-only fixes across different models; the two quant-cache skips look similar superficially but target different model-specific cache implementations, so they should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "46362 is the clearest representative of the cluster\u2019s one recurring theme: a minimal, explicit skip for an incompatible quant-cache test in a specific model test file.", + "best_issue_reason": null, + "best_pr_reason": "46362 is the most self-contained and easy-to-review change: it directly documents and skips one incompatible test without introducing broader test-environment behavior changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46337", + "right": "pull_request:46368", + "accept": false, + "reason": "Different models and different fixes: cohere2_moe adjusts test configuration for accelerate splitting, while nemotron_h only skips a quant-cache test. Same broad test area, but not the same underlying bug." + }, + { + "left": "pull_request:46337", + "right": "pull_request:46362", + "accept": false, + "reason": "These address unrelated test issues in different model families; one changes MoE test sizing, the other skips a DeepSeek V4 quant-cache test." + }, + { + "left": "pull_request:46362", + "right": "pull_request:46368", + "accept": false, + "reason": "Both skip a similarly named test, but the failures are model-specific and stem from different cache implementations. They are not the same concrete code-path problem and would not be merged into one PR." + }, + { + "left": "pull_request:46362", + "right": "pull_request:46366", + "accept": false, + "reason": "DeepSeek V4 quant-cache skipping and XPU/distributed-worker support are different code paths with different goals; they are not duplicate fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260604T120021Z/analysis-runs/hybrid-model-20260604t120021z/manifest.json b/snapshots/20260604T120021Z/analysis-runs/hybrid-model-20260604t120021z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0625d0d3f9a158abb1a4ddcf9b0fa83c79857c7d --- /dev/null +++ b/snapshots/20260604T120021Z/analysis-runs/hybrid-model-20260604t120021z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260604t120021z", + "artifacts": { + "hybrid": "snapshots/20260604T120021Z/analysis-runs/hybrid-model-20260604t120021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260604T120021Z/analysis-runs/hybrid-model-20260604t120021z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-04T12:10:14Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260604T120021Z", + "variant": "hybrid" +} diff --git a/snapshots/20260604T120021Z/manifest.json b/snapshots/20260604T120021Z/manifest.json index cb487b0d243147f715dfe9021800cb90af2c2410..1e756b06428d104b43ae3a33b847f37ae3440a23 100644 --- a/snapshots/20260604T120021Z/manifest.json +++ b/snapshots/20260604T120021Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1323 }, "extracted_at": "2026-06-04T12:00:21Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260604t120021z", + "runs": { + "hybrid-model-20260604t120021z": { + "analysis_id": "hybrid-model-20260604t120021z", + "artifacts": { + "hybrid": "snapshots/20260604T120021Z/analysis-runs/hybrid-model-20260604t120021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260604T120021Z/analysis-runs/hybrid-model-20260604t120021z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260604T120021Z/analysis-runs/hybrid-model-20260604t120021z/manifest.json", + "model": null, + "published_at": "2026-06-04T12:10:14Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260604T120021Z", "watermark": {