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"patch_similarity": 0.038, + "patch_similarity": 0.199, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 47280, - "right_pr_number": 47310, - "code_similarity": 0.116, - "size_similarity": 0.565, + "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": 0.017, + "patch_similarity": 0.247, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 47281, - "right_pr_number": 47310, - "code_similarity": 0.026, - "size_similarity": 0.114, + "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": 0.019, + "patch_similarity": 0.255, "shared_filenames": [], "shared_file_areas": [] } @@ -11064,17 +2871,17 @@ }, { "cluster_id": "cluster-46894-5", - "summary": "Cluster of 2 issues and 3 PRs centered on issue #46894.", + "summary": "Cluster of 1 issues and 4 PRs centered on issue #46894.", "status": "open", "confidence": 0.8, "canonical_issue_number": 46894, - "canonical_pr_number": 46895, + "canonical_pr_number": 46903, "issue_numbers": [ - 46894, - 46897 + 46894 ], "pr_numbers": [ 46895, + 46903, 46958, 47090 ], @@ -11084,6 +2891,51 @@ "soft_similarity" ], "pr_comparisons": [ + { + "left_pr_number": 46895, + "right_pr_number": 46903, + "code_similarity": 0.533, + "size_similarity": 0.404, + "file_overlap": 0.333, + "area_overlap": 0.933, + "patch_similarity": 0.17, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 637, + 650 + ] + ], + "right_ranges": [ + [ + 637, + 651 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 513 + ] + ], + "right_ranges": [ + [ + 500, + 514 + ] + ] + } + ] + }, { "left_pr_number": 46895, "right_pr_number": 46958, @@ -11213,14 +3065,112 @@ 41 ], [ - 176, - 214 + 176, + 214 + ] + ], + "right_ranges": [ + [ + 175, + 222 + ] + ] + } + ] + }, + { + "left_pr_number": 46903, + "right_pr_number": 46958, + "code_similarity": 0.325, + "size_similarity": 0.369, + "file_overlap": 0.333, + "area_overlap": 0.364, + "patch_similarity": 0.156, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 637, + 651 + ] + ], + "right_ranges": [ + [ + 22, + 28 + ], + [ + 638, + 645 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 514 + ] + ], + "right_ranges": [ + [ + 16, + 22 + ], + [ + 501, + 508 + ] + ] + } + ] + }, + { + "left_pr_number": 46903, + "right_pr_number": 47090, + "code_similarity": 0.519, + "size_similarity": 0.433, + "file_overlap": 0.333, + "area_overlap": 0.867, + "patch_similarity": 0.192, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "left_ranges": [ + [ + 637, + 651 + ] + ], + "right_ranges": [ + [ + 637, + 649 + ] + ] + }, + { + "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "left_ranges": [ + [ + 500, + 514 ] ], "right_ranges": [ [ - 175, - 222 + 500, + 512 ] ] } @@ -11301,6 +3251,61 @@ } ] }, + { + "cluster_id": "cluster-47332-4", + "summary": "Cluster of 2 issues and 2 PRs centered on issue #47333.", + "status": "open", + "confidence": 0.6, + "canonical_issue_number": 47333, + "canonical_pr_number": 47336, + "issue_numbers": [ + 47332, + 47333 + ], + "pr_numbers": [ + 47336, + 47346 + ], + "evidence_types": [ + "closing_reference", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47336, + "right_pr_number": 47346, + "code_similarity": 0.625, + "size_similarity": 0.667, + "file_overlap": 1.0, + "area_overlap": 0.294, + "patch_similarity": 0.591, + "shared_filenames": [ + "src/transformers/modeling_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/modeling_utils.py", + "left_ranges": [ + [ + 3559, + 3566 + ], + [ + 3664, + 3670 + ] + ], + "right_ranges": [ + [ + 3666, + 3672 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-47138-4", "summary": "Cluster of 2 issues and 2 PRs centered on issue #47138.", @@ -11423,10 +3428,10 @@ { "left_pr_number": 46696, "right_pr_number": 47215, - "code_similarity": 0.138, + "code_similarity": 0.15, "size_similarity": 0.022, "file_overlap": 0.2, - "area_overlap": 0.191, + "area_overlap": 0.227, "patch_similarity": 0.043, "shared_filenames": [ "src/transformers/modeling_flash_attention_utils.py" @@ -11436,8 +3441,8 @@ "filename": "src/transformers/modeling_flash_attention_utils.py", "left_ranges": [ [ - 667, - 692 + 669, + 694 ] ], "right_ranges": [ @@ -11471,7 +3476,7 @@ "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", "status": "open", - "confidence": 0.55, + "confidence": 0.75, "canonical_issue_number": 43240, "canonical_pr_number": 43251, "issue_numbers": [ @@ -11482,7 +3487,8 @@ 43254 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target" ], "pr_comparisons": [ { @@ -12217,79 +4223,197 @@ ] }, { - "cluster_id": "cluster-43488-3", + "cluster_id": "cluster-47122-3", "summary": "Cluster of 3 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 43532, + "canonical_pr_number": 47150, "issue_numbers": [], "pr_numbers": [ - 43488, - 43532, - 46747 + 47122, + 47150, + 47224 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 43488, - "right_pr_number": 43532, - "code_similarity": 0.086, - "size_similarity": 0.229, - "file_overlap": 0.125, + "left_pr_number": 47122, + "right_pr_number": 47150, + "code_similarity": 0.085, + "size_similarity": 0.423, + "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.019, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47122, + "right_pr_number": 47224, + "code_similarity": 0.474, + "size_similarity": 0.302, + "file_overlap": 0.4, + "area_overlap": 0.818, + "patch_similarity": 0.051, "shared_filenames": [ - "tests/models/vit/test_modeling_vit.py" + "src/transformers/models/edgetam/modeling_edgetam.py", + "src/transformers/models/edgetam/modular_edgetam.py" ], "shared_file_areas": [ { - "filename": "tests/models/vit/test_modeling_vit.py", + "filename": "src/transformers/models/edgetam/modeling_edgetam.py", "left_ranges": [ [ - 46, - 57 + 464, + 472 ] ], "right_ranges": [ [ - 216, - 226 - ], + 464, + 474 + ] + ] + }, + { + "filename": "src/transformers/models/edgetam/modular_edgetam.py", + "left_ranges": [ + [ + 210, + 218 + ] + ], + "right_ranges": [ [ - 310, - 316 + 210, + 220 ] ] } ] }, { - "left_pr_number": 43488, - "right_pr_number": 46747, - "code_similarity": 0.059, - "size_similarity": 0.293, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - }, + "left_pr_number": 47150, + "right_pr_number": 47224, + "code_similarity": 0.442, + "size_similarity": 0.128, + "file_overlap": 0.2, + "area_overlap": 1.0, + "patch_similarity": 0.04, + "shared_filenames": [ + "src/transformers/models/whisper/generation_whisper.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/whisper/generation_whisper.py", + "left_ranges": [ + [ + 1937, + 1943 + ] + ], + "right_ranges": [ + [ + 1937, + 1943 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-47298-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47323, + "issue_numbers": [], + "pr_numbers": [ + 47298, + 47323 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ { - "left_pr_number": 43532, - "right_pr_number": 46747, - "code_similarity": 0.014, - "size_similarity": 0.067, + "left_pr_number": 47298, + "right_pr_number": 47323, + "code_similarity": 0.135, + "size_similarity": 0.625, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.004, + "patch_similarity": 0.067, "shared_filenames": [], "shared_file_areas": [] } ] }, + { + "cluster_id": "cluster-47123-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47123, + "issue_numbers": [], + "pr_numbers": [ + 47123, + 47280 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47123, + "right_pr_number": 47280, + "code_similarity": 0.547, + "size_similarity": 0.522, + "file_overlap": 1.0, + "area_overlap": 0.368, + "patch_similarity": 0.093, + "shared_filenames": [ + "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py" + ], + "shared_file_areas": [ + { + "filename": "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py", + "left_ranges": [ + [ + 14, + 20 + ], + [ + 487, + 493 + ] + ], + "right_ranges": [ + [ + 14, + 21 + ], + [ + 481, + 499 + ], + [ + 520, + 530 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -12567,14 +4691,6 @@ } ], "duplicate_issues": [ - { - "cluster_id": "cluster-46894-5", - "canonical_issue_number": 46894, - "duplicate_issue_numbers": [ - 46897 - ], - "reason": "Issues in cluster-46894-5 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." - }, { "cluster_id": "cluster-47138-4", "canonical_issue_number": 47138, @@ -12582,48 +4698,17 @@ 47139 ], "reason": "Issues in cluster-47138-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47332-4", + "canonical_issue_number": 47333, + "duplicate_issue_numbers": [ + 47332 + ], + "reason": "Issues in cluster-47332-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." } ], "duplicate_prs": [ - { - "cluster_id": "cluster-40546-32", - "canonical_pr_number": 47322, - "duplicate_pr_numbers": [ - 40546, - 43451, - 46376, - 46509, - 46658, - 46836, - 46912, - 47003, - 47077, - 47096, - 47143, - 47163, - 47166, - 47173, - 47175, - 47181, - 47184, - 47210, - 47216, - 47243, - 47253, - 47291, - 47292, - 47298, - 47301, - 47304, - 47306, - 47323, - 47336, - 47344, - 47345 - ], - "target_issue_number": null, - "reason": "PRs in cluster-40546-32 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-41211-3", "canonical_pr_number": 44339, @@ -12640,17 +4725,29 @@ 43254 ], "target_issue_number": 43240, - "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference evidence." + "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-43488-3", - "canonical_pr_number": 43532, + "cluster_id": "cluster-43451-16", + "canonical_pr_number": 47322, "duplicate_pr_numbers": [ - 43488, - 46747 + 43451, + 46376, + 46658, + 47143, + 47163, + 47175, + 47181, + 47210, + 47243, + 47301, + 47304, + 47306, + 47344, + 47350 ], - "target_issue_number": null, - "reason": "PRs in cluster-43488-3 are treated as duplicates because they share soft_similarity evidence." + "target_issue_number": 47321, + "reason": "PRs in cluster-43451-16 are treated as duplicates because they converge on issue #47321 with closing_reference, soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -12678,24 +4775,6 @@ "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-43998-11", - "canonical_pr_number": 44025, - "duplicate_pr_numbers": [ - 43998, - 44000, - 44001, - 44002, - 44004, - 44026, - 44027, - 44028, - 44029, - 44030 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43998-11 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -12770,8 +4849,9 @@ }, { "cluster_id": "cluster-46894-5", - "canonical_pr_number": 46895, + "canonical_pr_number": 46903, "duplicate_pr_numbers": [ + 46895, 46958, 47090 ], @@ -12779,19 +4859,23 @@ "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-47122-8", + "cluster_id": "cluster-47122-3", "canonical_pr_number": 47150, "duplicate_pr_numbers": [ 47122, - 47123, - 47124, - 47266, - 47280, - 47281, - 47310 + 47224 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47122-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47123-2", + "canonical_pr_number": 47123, + "duplicate_pr_numbers": [ + 47280 ], "target_issue_number": null, - "reason": "PRs in cluster-47122-8 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-47123-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47138-4", @@ -12801,18 +4885,36 @@ ], "target_issue_number": 47138, "reason": "PRs in cluster-47138-4 are treated as duplicates because they converge on issue #47138 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47298-2", + "canonical_pr_number": 47323, + "duplicate_pr_numbers": [ + 47298 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47298-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47332-4", + "canonical_pr_number": 47336, + "duplicate_pr_numbers": [ + 47346 + ], + "target_issue_number": 47333, + "reason": "PRs in cluster-47332-4 are treated as duplicates because they converge on issue #47333 with closing_reference, soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-46894-5", - "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 1 discussion comments plus 10 inbound references.", - "score": 162.0 + "cluster_id": "cluster-43451-16", + "issue_number": 47321, + "reason": "Issue #47321 is the strongest global issue candidate because it is open, belongs to a cluster with 16 artifacts, and carries 1 discussion comments plus 2 inbound references.", + "score": 264.0 }, "best_pr": { - "cluster_id": "cluster-40546-32", + "cluster_id": "cluster-43451-16", "pr_number": 47322, - "reason": "PR #47322 is the strongest global PR candidate because it is open, belongs to a cluster with 32 artifacts, links to 1 issues, and carries 2 review/discussion events.", - "score": 448.986 + "reason": "PR #47322 is the strongest global PR candidate because it is open, belongs to a cluster with 16 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 288.986 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 76d94c070e5d7c44683524708636de169c064e37..e5f265e116b117adad973e482b46d1f261096b7f 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": "20260715T180032Z", - "generated_at": "2026-07-15T18:13:35Z", + "snapshot_id": "20260716T000031Z", + "generated_at": "2026-07-16T00:20:10Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,15 +13,16 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:24643", "issue:30277", "issue:34634", "issue:34928", + "issue:35308", "issue:35545", "issue:36010", "issue:36331", @@ -35,7 +36,6 @@ "issue:43596", "issue:43638", "issue:43716", - "issue:43827", "issue:43828", "issue:43975", "issue:44292", @@ -97,20 +97,21 @@ "issue:43975|issue:44457", "issue:44292|issue:44457", "issue:44841|issue:46661", + "issue:34928|issue:35308", "issue:24643|issue:30277", "issue:43716|issue:46869", "issue:34928|issue:44805", "issue:45685|issue:46869", - "issue:43638|issue:45161", - "issue:34928|issue:36331", "issue:45859|issue:45902", + "issue:34928|issue:36331", + "issue:43638|issue:45161", "issue:43596|issue:45161", "issue:43716|issue:45507", - "issue:44292|issue:45237", "issue:45874|issue:46294", + "issue:44292|issue:45237", "issue:39290|issue:45081", - "issue:45800|issue:46515", "issue:45823|issue:45874", + "issue:45800|issue:46515", "issue:43425|issue:44292", "issue:34928|issue:41720", "issue:43828|issue:45161", @@ -122,277 +123,306 @@ "issue:43716|issue:44292", "issue:44918|issue:45161", "issue:43039|issue:44918", - "issue:41762|issue:43638", - "issue:43827|issue:44512", - "issue:43828|issue:45685", - "issue:43039|issue:43828", - "issue:30277|issue:36331", - "issue:34928|issue:36010", - "issue:45237|issue:46015", - "issue:43039|issue:44805" + "issue:41762|issue:43638" ], - "prepared_review_unit_hash": "69388bc66474e0a5db257e442ac90d6c3bf00e6189815c9a05647e65bb64bce0", + "prepared_review_unit_hash": "7e0ffce262a445961548bb62ad805083ec239c12895c92eb0e8af75d3cf470f7", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 62, - "serialized_chars": 46282, - "estimated_input_tokens": 11571, - "estimated_eval_tokens": 23398 + "soft_pair_count": 56, + "serialized_chars": 44514, + "estimated_input_tokens": 11129, + "estimated_eval_tokens": 22514 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The strongest evidence supports a few duplicate issue groups: the Bert/DeepSpeed ZeRO-3 empty-index crashes, the Qwen3_5Moe rotary-embedding/offload bug, and the torch 2.4.1 incompatibility reports. The docs-only items are only broadly similar at the v5-cleanup level; different removed references are not enough to merge them as the same underlying change.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43596 is the clearest canonical issue for the Bert/ZeRO-3 pair because it states the concrete empty-index crash on BertModel with ZeRO-3; issue:43638 is the same failure mode but narrowed to a non-pretrained Bert model.", + "summary": "This cluster is mostly a grab bag of unrelated issue reports; the only clear duplicate pair is the two DeepSpeed ZeRO-3 BertModel index-out-of-bounds reports. Everything else is at best broad thematic similarity, not the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43596 is the best canonical issue because it most cleanly states the shared DeepSpeed ZeRO-3/BertModel failure mode, and it matches the only true duplicate in the cluster (issue:43638).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best global issue representative because it is the most specific, actionable report in the strongest duplicate pair.", + "best_issue_reason": "issue:43596 is the strongest representative of the actual duplicate pair and is phrased more generally than issue:43638.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: a Qwen3.5 config attribute error vs a streaming chat/completions API bug." + "reason": "Different bugs: Qwen3.5 config attribute error vs chat/completions streaming failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Both mention runtime problems, but they are different bugs: GPT-OSS on AMD GPUs vs an MPS histogram/int issue." + "reason": "Both are GPU/MoE-related, but one is AMD GPU incompatibility and the other is an MPS histogram op limitation; not the same bug." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model and code path: Mistral-3 image-preprocessor dtype mismatch vs GPT-OSS AMD GPU failure." + "reason": "Different models and failures: Mistral-3 dtype mismatch vs GPT-OSS running on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Broad dtype/device symptoms only; the underlying model and failing path are different." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS AMD GPU failure." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "A GPU failure in GPT-OSS is not the same underlying bug as a broken Nemotron example." + "reason": "Different models and symptoms: AMD GPU failure vs broken Nemotron example." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different issues: GPT-OSS GPU failure vs GraniteMoEHybrid calling an invalid method." + "reason": "GPT-OSS AMD GPU issue is not the same as GraniteMoEHybrid calling an invalid method." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch during Jamba training is unrelated to ModernBERT ONNX export." + "reason": "Both involve runtime/model loading problems, but collectives mismatch and ONNX export error are different code paths." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export failure and FineGrainedFP8 failure are distinct code paths." + "reason": "Different models and failures: ModernBERT ONNX export vs Qwen3Moe FineGrainedFP8Config." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ModernBERT export and Qwen3 auto-device-map CUDA assert are unrelated failures." + "reason": "ONNX export error and CUDA assert during auto device mapping are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash vs outdated RAG docs; same repo area, different problems." + "reason": "Both are documentation/task-related, but one is a table-question-answering crash and the other is outdated RAG examples." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Export failure and GenerationMixin import failure are separate issues." - }, - { - "left": "issue:43827", - "right": "issue:44512", - "accept": false, - "reason": "Both are docs cleanup items, but they reference different removed v5 features and look like separate changes." + "reason": "ONNX export error is unrelated to the GenerationMixin import error." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "One is about removed pipeline tasks, the other about the removed transformers run command; broad v5-docs-cleanup similarity is not enough." + "reason": "Both are docs cleanup for v5 removals, but they target different removed surfaces and are not the same concrete change." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Qwen3.5 embedding/trainer failure and resume-training remote-code issue are not the same bug." + "reason": "Different issues: Qwen3.5 embeddings unpacking under TRL vs resuming training with local model and trust_remote_code." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume training with remote code and YOLO multi-GPU device-map auto are unrelated." + "reason": "Local training resume/trust_remote_code is unrelated to YOLO multi-GPU device_map auto failure." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Generic mask/tensor shape mismatch vs Gemma4 PLE device mismatch; different failures." + "reason": "Both mention tensor/device mismatches, but one is a mask/index shape error and the other is Gemma4 PLE device placement during forward." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Bert ZeRO-3 loading crash and generic mask-shape mismatch are distinct bugs." + "reason": "Both are IndexError-style reports, but one is ZeRO-3/BertModel empty shard handling and the other is a mask-vs-tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Bert ZeRO-3 crash and remote-code resume-training issue are unrelated." + "reason": "ZeRO-3 BertModel index error is unrelated to training resume with remote code." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different symptoms and code paths: Bert ZeRO-3 index error vs generic mask shape mismatch." + "reason": "Same broad IndexError class, but different root causes: ZeRO-3 empty shard vs mask/tensor shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/tensor mismatch is unrelated to Qwen3.5 video feature/token mismatch." + "reason": "Mask shape mismatch is unrelated to Qwen3.5 video token/feature mismatch in chat template handling." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Generic mask mismatch and GPT-OSS tensor-parallel-only failure are different bugs." + "reason": "Different failures: generic shape mismatch vs GPT-OSS MoE tensor-parallel behavior." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume-training remote-code issue and Nemotron example breakage are unrelated." + "reason": "Training resume issue and Nemotron example breakage are unrelated." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Qwen3.5 video StopIteration and remote-code resume-training are unrelated." + "reason": "Qwen3-vl video StopIteration is unrelated to training resume with trust_remote_code." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT export failures are unrelated." + "reason": "BarkProcessor voice_preset bug and ModernBERT ONNX export error do not share the same code path." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Jamba collective mismatch is not the same as the Bert ZeRO-3 index-0 crash." + "reason": "Both involve distributed/DeepSpeed failures, but one is a collective mismatch and the other is a zero-size index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying bug: DeepSpeed ZeRO-3 with BertModel hits index 0 out of bounds on an empty/zero-sized shard during init/load." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross_entropy being called and GPT-OSS tensor-parallel failure are different issues." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression in DeepSeek Coder is unrelated to LoRA merge/save/load output mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen3-8B NVFP4 runtime error and LoRA merge/save mismatch are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to remote-code model_class config_class import/attribute error." + }, + { + "left": "issue:34928", + "right": "issue:35308", + "accept": false, + "reason": "FSDP activation checkpointing recomputation mismatch and IterableDataset multi-GPU length crash are different training bugs." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and Jamba Zero3 collective mismatch are different failures." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different models and symptoms: Mistral-3 dtype mismatch vs YOLO multi-GPU device-map failure." + "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device_map auto failure are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and the mask shape mismatch are separate bugs." + "reason": "Activation checkpointing/FSDP mismatch is unrelated to the mask-vs-index tensor shape error." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram/int limitation and YOLO multi-GPU failure are unrelated." + "reason": "MPS histogram op limitation is unrelated to YOLO multi-GPU device_map auto failure." }, { - "left": "issue:43638", - "right": "issue:45161", + "left": "issue:45859", + "right": "issue:45902", "accept": false, - "reason": "Bert ZeRO-3 loading crash and GPT-OSS tensor-parallel issue are different bugs." + "reason": "Both involve Qwen3_5MoeTextRotaryEmbedding, but one is CPU offload incompatibility and the other is uninitialized memory after materialization." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing/FSDP mismatch and custom compute_loss signature break are unrelated." + "reason": "FSDP activation checkpointing mismatch and CustomTrainer.compute_loss signature break are unrelated." }, { - "left": "issue:45859", - "right": "issue:45902", - "accept": true, - "reason": "Both point to the same Qwen3_5MoeTextRotaryEmbedding offload/materialization bug affecting rotary-frequency handling." + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BertModel ZeRO-3 index error is unrelated to GPT-OSS tensor-parallel issues." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 index error and GPT-OSS tensor-parallel-only failure are not the same issue." + "reason": "Different models and failure modes: BertModel ZeRO-3 index error vs GPT-OSS MoE TP bug." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid-method failure are unrelated." + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method call are different bugs." }, { - "left": "issue:44292", - "right": "issue:45237", + "left": "issue:45874", + "right": "issue:46294", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and GPT-OSS AMD GPU failure are different model-specific bugs." + "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video token mismatch are unrelated multimodal issues." }, { - "left": "issue:45874", - "right": "issue:46294", + "left": "issue:44292", + "right": "issue:45237", "accept": false, - "reason": "Reverse-embedding lookup cost and Qwen3.5 video token mismatch are unrelated." + "reason": "Qwen3-8B NVFP4 runtime error and GPT-OSS AMD GPU failure are different model/runtime problems." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 missing sliding_window_pattern and mistral regex patch crash are unrelated." - }, - { - "left": "issue:45800", - "right": "issue:46515", - "accept": true, - "reason": "Same torch 2.4.1 compatibility problem; 46515 is a shorter duplicate report." + "reason": "Gemma3 sliding_window_pattern/vLLM error is unrelated to Mistral tokenizer regex patch crash." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 PLE device mismatch and reverse-embedding lookup regression are different forward-path bugs." + "reason": "Gemma4 device_map forward mismatch and Gemma4 inputs_embeds reverse lookup are different concrete bugs." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "Both are torch version incompatibilities, but they refer to different torch/transformers version pairs and should not be merged." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "General torch incompatibility and Qwen-3-8B-NVFP4 runtime failure are not the same bug." + "reason": "Torch 2.10 incompatibility is too broad and unrelated to the Qwen3-8B NVFP4 runtime error." }, { "left": "issue:34928", @@ -404,112 +434,70 @@ "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch and GPT-OSS tensor-parallel-only issue are unrelated." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS only-TP failure." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral grouped_mm tracing failure and Mistral-3 image dtype mismatch are distinct bugs." + "reason": "Mixtral grouped_mm torch dynamo tracing error and Mistral-3 dtype mismatch are different code paths." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Phi-tiny-MoE autocast mismatch and Qwen-3-8B-NVFP4 runtime failure are different failures." + "reason": "Different models and failures: autocast dtype mismatch vs NVFP4 runtime error." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Mistral-3 dtype mismatch and MPS histogram/int limitation are unrelated." + "reason": "Mistral-3 dtype mismatch is unrelated to the MPS histogram op limitation." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "GraniteMoEHybrid invalid-method call and MPS histogram/int issue are unrelated." + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram op limitation are not the same bug." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and Qwen3.5 embedding unpacking with TRL SFT trainer are different bugs." + "reason": "Qwen3-8B NVFP4 runtime error and Qwen3.5 embedding unpacking under TRL are different issues." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Different models and symptoms: Mistral-3 dtype mismatch vs Qwen-3-8B-NVFP4 runtime error." + "reason": "Mistral-3 dtype mismatch and Qwen3-8B NVFP4 runtime error are unrelated." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL SFT embedding unpacking issue and GPT-OSS tensor-parallel issue are unrelated." + "reason": "TRL embedding unpacking bug is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross_entropy use and Qwen3.5 embedding unpacking are unrelated." + "reason": "Liger Kernel cross_entropy being called and TRL Qwen3.5 embedding unpacking are unrelated." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Both are ZeRO-3 index-0 crashes, but on different model families and not clearly the same root cause." - }, - { - "left": "issue:43827", - "right": "issue:44512", - "accept": false, - "reason": "Docs-only similarity is too broad; pipeline-task references and run-command references are different cleanup items." - }, - { - "left": "issue:43828", - "right": "issue:45685", - "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch and MPS histogram/int issue are different bugs." - }, - { - "left": "issue:43039", - "right": "issue:43828", - "accept": false, - "reason": "Liger Kernel cross_entropy issue and Phi-tiny-MoE autocast mismatch are unrelated." - }, - { - "left": "issue:30277", - "right": "issue:36331", - "accept": false, - "reason": "DeepSpeed collective mismatch and custom compute_loss keyword break are not the same issue." - }, - { - "left": "issue:34928", - "right": "issue:36010", - "accept": false, - "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import failure are unrelated." - }, - { - "left": "issue:45237", - "right": "issue:46015", - "accept": false, - "reason": "GPT-OSS GPU failure and outdated RAG docs are unrelated." - }, - { - "left": "issue:43039", - "right": "issue:44805", - "accept": false, - "reason": "Liger Kernel cross_entropy call and mask-shape mismatch are different code paths." + "reason": "Gemma3 ZeRO-3 index error and BertModel ZeRO-3 index error are similar in shape only, but appear to be different model-specific failures." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Mostly grounded, but one soft-edge accept is too confident: issue:44509 vs issue:44512 only share a broad v5-docs-cleanup theme, and the titles suggest different removed references (pipeline tasks vs transformers run command). That is not enough to call them the same duplicate with confidence. The canonical issue choice for the Bert/ZeRO-3 pair is fine, but the summary should stay more cautious about what is actually evidenced in the packet." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft-edge pairs. The canonical choice of issue:43596 over issue:43638 is reasonable, and the duplicate verdict on that pair is well supported by the shared ZeRO-3/BertModel index-out-of-bounds failure mode. No soft-edge acceptance appears overstated." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -522,25 +510,30 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ + "issue:30277", + "issue:34928", + "issue:35308", "issue:36010", + "issue:36331", "issue:39290", "issue:41093", "issue:41720", "issue:41762", + "issue:42617", "issue:43039", "issue:43296", - "issue:43404", "issue:43425", "issue:43531", "issue:43541", "issue:43596", "issue:43638", "issue:43792", + "issue:43827", "issue:43828", "issue:43854", "issue:43866", @@ -551,16 +544,12 @@ "issue:44512", "issue:44560", "issue:44589", + "issue:44805", "issue:44841", "issue:44863", "issue:45020", "issue:45070", - "issue:45084", "issue:45237", - "issue:45362", - "issue:45399", - "issue:45464", - "issue:45507", "issue:45685", "issue:45800", "issue:45812", @@ -571,18 +560,23 @@ "issue:46294", "issue:46304", "issue:46402", - "issue:46661", "issue:46772", - "issue:46869", "issue:47228" ], "soft_pairs": [ + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805", "issue:45800|issue:46304", "issue:43296|issue:46304", "issue:43866|issue:46402", "issue:39290|issue:41720", - "issue:41762|issue:43596", "issue:43901|issue:44512", + "issue:41762|issue:43596", "issue:45237|issue:45901", "issue:44589|issue:46304", "issue:43039|issue:44560", @@ -592,6 +586,7 @@ "issue:43866|issue:46772", "issue:44863|issue:46015", "issue:45020|issue:46304", + "issue:35308|issue:42617", "issue:45812|issue:45920", "issue:43866|issue:44863", "issue:44292|issue:46015", @@ -602,303 +597,246 @@ "issue:43854|issue:43866", "issue:43425|issue:45070", "issue:43541|issue:47228", - "issue:43975|issue:45901", - "issue:45362|issue:45464", - "issue:43596|issue:45800", - "issue:43792|issue:45070", - "issue:43541|issue:46869", - "issue:44292|issue:45901", - "issue:39290|issue:45823", - "issue:36010|issue:39290", - "issue:45464|issue:45685", - "issue:43541|issue:45685", - "issue:43541|issue:43828", - "issue:44841|issue:45084", - "issue:45507|issue:46869", - "issue:43404|issue:43866", - "issue:41093|issue:41762", - "issue:45399|issue:46661" + "issue:43975|issue:45901" ], - "prepared_review_unit_hash": "cd1f534c5fafb469b5c2e1a9583841f93f5ff880c8c7b2fe16c3e39ecc5d1d92", + "prepared_review_unit_hash": "9c8edd4a81e2cd5fc97ee3299e5db8732d92687bdeb6e1f579f23a5dbd910a65", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 41, - "serialized_chars": 39736, - "estimated_input_tokens": 9934, - "estimated_eval_tokens": 20124 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37220, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated model-loading/runtime regressions. The only strong duplicate pair is the v5 AutoTokenizer wrong-token-ID regression across Granite and other model families.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45920 is the better canonical issue because it describes the broader regression across multiple model families, while issue:45812 is a narrower Granite-specific instance of the same tokenizer bug.", + "summary": "Most soft pairs are only superficially similar. I\u2019d merge two issue duplicates: the ZeRO-3 index-out-of-bounds loading/init reports, and the AutoTokenizer wrong-token-ID regression reports. No PRs are present.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45920 is the best canonical issue: it is the broadest, most general report of the silent AutoTokenizer token-ID regression across multiple model families, and it subsumes the narrower Granite-only report in issue:45812.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest cluster representative: broad impact, clear symptom, and the most general statement of the underlying regression.", + "best_issue_reason": "issue:45920 is the strongest overall representative of a real duplicate cluster because it describes the same tokenizer regression with the widest scope and clearest user impact.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they cover different removals/sections and do not describe the same change." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different failures: torch.autocast dtype mismatch vs MPS histogram op not implemented for int." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated code paths: Liger Kernel cross-entropy invocation vs autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Different problems: distributed collective mismatch vs CustomTrainer API change for compute_loss." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP recompute mismatch is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Different topics entirely: AMD GPU runtime failure vs outdated RAG documentation." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Both mention tensor shape issues, but one is about Liger Kernel cross_entropy and the other is a mask/index length mismatch." + }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are version-compatibility complaints, but one is about torch 2.4.1 vs transformers 5.8.0 and the other is a USE_DISTRIBUTED=0 break in 5.9.0; different concrete failures and code paths." + "reason": "Both are version-compatibility complaints, but they affect different code paths and fixes." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different problems: PaddleOCR-VL load failure in vLLM 0.11.0 versus a PyTorch distributed-support regression in transformers 5.9.0." + "reason": "PaddleOCR-VL/vLLM model load failure is unrelated to USE_DISTRIBUTED=0 support breakage." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Both are model-loading issues, but one is a corrupted Ovis2 checkpoint and the other is a missing-weight load issue for Sam3Model; not the same bug." + "reason": "Corrupted checkpoint vs missing text-encoder weights are different root causes." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different model and failure mode: Gemma3 missing sliding_window_pattern under vLLM versus Qwen3 auto device mapping causing cudaErrorAssert." - }, - { - "left": "issue:41762", - "right": "issue:43596", - "accept": false, - "reason": "Both hit an index-out-of-bounds during ZeRO-3, but they involve different models and scenarios; too broad to treat as the same concrete bug." + "reason": "Different model families and symptoms: missing Gemma3 config attribute vs Qwen3 auto device-map assert." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Separate documentation issues with different outdated text and no shared code-path bug." + "reason": "Both are docs complaints, but about different deprecated APIs and different documentation pages." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same underlying ZeRO-3 zero-sized-tensor index-out-of-bounds failure during model init/loading." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Unrelated failures: AMD GPU support for GPT-OSS-20B versus a table-question-answering crash." + "reason": "Unrelated: AMD GPU model run failure vs table-question-answering task crash." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Different runtime problems: missing Float8 storage versus distributed-support breakage in transformers 5.9.0." + "reason": "Storage lookup for Float8 tensors is unrelated to the distributed-support regression." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Different symptoms and subsystems: Liger Kernel cross_entropy dispatch versus a Qwen3-vl video StopIteration error." + "reason": "Different problems: Liger Kernel cross-entropy path vs Qwen3.5 video chat-template mismatch." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to Gemma4 PLE device-mapping mismatch." + "reason": "Different model-specific failures: processor handling vs Gemma4 PLE device placement." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Different code paths: device-map forward-device mismatch versus chat-template video feature/token mismatch." + "reason": "Both involve device/template handling, but the model families and concrete failure modes differ." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization regression versus documentation about RAG examples; not duplicates." + "reason": "Different areas: detokenization regression vs RAG docs cleanup." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and DiffusionGemma ModelOpt compatibility are unrelated." + "reason": "Checkpoint corruption and NVFP4 compatibility are not the same issue." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading bug is unrelated to RAG docs cleanup." + "reason": "Model-loading failure vs docs problem; no shared bug." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Both mention recent versions breaking things, but one is remote_code model compatibility and the other is a PyTorch distributed build issue; different underlying causes." + "reason": "Remote-code breakage is a different regression from torch USE_DISTRIBUTED=0 support." + }, + { + "left": "issue:35308", + "right": "issue:42617", + "accept": false, + "reason": "Both are training/runtime problems, but one is IterableDataset length skew and the other is a 3D parallel script failure." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying regression: AutoTokenizer returning wrong token IDs in v5, with issue:45920 simply broader across more affected model families." + "reason": "Same silent AutoTokenizer wrong-token-ID regression; 45920 is the broader multi-model report." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures: corrupted checkpoint versus NemotronH checkpoint compatibility." + "reason": "Corrupted checkpoint and failing to load NemotronH checkpoints are different root causes." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG documentation updates." + "reason": "NVFP4 model execution error is unrelated to documentation updates." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "Bitsandbytes/Int8Params incompatibility is a separate dependency issue from the transformers 5.9.0 distributed-support regression." + "reason": "bitsandbytes Int8Params incompatibility is not the same as the USE_DISTRIBUTED=0 breakage." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but they are different model families and different failure descriptions; no clear shared bug." + "reason": "Both mention sliding-window behavior, but they involve different models and distinct failure modes." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexError reports with ZeRO-3, but they involve different models and loading/training contexts; not strong enough to merge." + "reason": "These are both IndexErrors, but one is a mask/tensor length mismatch and the other is a ZeRO-3 zero-sized tensor init failure." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper load failure and table-question-answering crash are unrelated." + "reason": "Whisper loading failure and table-question-answering crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "PaddleOCR-VL unit-test load failure and corrupted Ovis2 checkpoint are different model-specific issues." + "reason": "Unit-test loading failure for GLM-4.7-Flash is not the same as a corrupted Ovis2 checkpoint." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 incompatibility and a pydantic PretrainedConfig regression are separate compatibility problems." + "reason": "General torch incompatibility and pydantic PretrainedConfig breakage are distinct regressions." }, { "left": "issue:43541", "right": "issue:47228", "accept": false, - "reason": "Both are compile/tracing regressions, but they affect different models and ops; not the same concrete code-path problem." + "reason": "Both involve Mixtral/Sam3 performance or compilation issues, but they are different models and failure mechanisms." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Tokenizer detokenization regression is unrelated to the table-question-answering crash." - }, - { - "left": "issue:45362", - "right": "issue:45464", - "accept": false, - "reason": "Both involve Qwen3.5, but one is a transformers chat crash and the other is a streaming chat/completions API failure; different behaviors and likely different fixes." - }, - { - "left": "issue:43596", - "right": "issue:45800", - "accept": false, - "reason": "Different ZeRO-3/index errors and different models; too broad to call the same bug." - }, - { - "left": "issue:43792", - "right": "issue:45070", - "accept": false, - "reason": "Whisper load failure is unrelated to the PretrainedConfig pydantic regression." - }, - { - "left": "issue:43541", - "right": "issue:46869", - "accept": false, - "reason": "Mixtral torch dynamo grouped_mm failure and YOLO multi-GPU device-map failure are unrelated." - }, - { - "left": "issue:44292", - "right": "issue:45901", - "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to table-question-answering crashes." - }, - { - "left": "issue:39290", - "right": "issue:45823", - "accept": false, - "reason": "Different models and different failure modes: Gemma3 config attribute error versus Gemma4 device mismatch." - }, - { - "left": "issue:36010", - "right": "issue:39290", - "accept": false, - "reason": "Both are import/config-related, but the GenerationMixin import error and the Gemma3TextConfig missing attribute are unrelated." - }, - { - "left": "issue:45464", - "right": "issue:45685", - "accept": false, - "reason": "Chat/completions streaming failure and MPS histogram Int error are unrelated." - }, - { - "left": "issue:43541", - "right": "issue:45685", - "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the MPS histogram not implemented error." - }, - { - "left": "issue:43541", - "right": "issue:43828", - "accept": false, - "reason": "Different model/runtime issues: grouped_mm tracing failure versus autocast dtype mismatch." - }, - { - "left": "issue:44841", - "right": "issue:45084", - "accept": false, - "reason": "Processor failure for Voxtral and a non-template-nodes compile error are unrelated." - }, - { - "left": "issue:45507", - "right": "issue:46869", - "accept": false, - "reason": "Invalid-method call in GraniteMoEHybrid and YOLO multi-GPU device-map failure are unrelated." - }, - { - "left": "issue:43404", - "right": "issue:43866", - "accept": false, - "reason": "lm_head weight tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." - }, - { - "left": "issue:41093", - "right": "issue:41762", - "accept": false, - "reason": "Both are index-shape errors, but they occur in different model-loading scenarios and do not clearly share the same root cause." - }, - { - "left": "issue:45399", - "right": "issue:46661", - "accept": false, - "reason": "Flash-attn2 fallback blocking and remote-code model_class/config_class failures are distinct compatibility issues." + "reason": "Detokenization regression and table-question-answering crash do not match." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet: it identifies only the clearly supported duplicate pair (issue:45812 / issue:45920) and treats the rest as likely unrelated or at least not safely mergeable. The soft-edge rejections are generally conservative and do not overclaim duplicates based on title-level similarity alone." + "feedback": "Grounded overall. The canonical issue choice and the two accepted duplicate pairs are consistent with the packet, and the other soft-edge rejections are conservatively framed from the titles. No PRs are present in the packet." }, "evaluator_used": true, "retried": false, @@ -914,54 +852,54 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ + "issue:36010", "issue:39186", - "issue:40990", + "issue:39290", "issue:41093", - "issue:42915", + "issue:41762", "issue:43054", "issue:43296", "issue:43366", "issue:43404", "issue:43531", + "issue:43541", "issue:43572", "issue:43596", "issue:43645", "issue:43716", + "issue:43792", "issue:43828", + "issue:43866", "issue:43872", - "issue:43873", "issue:43994", "issue:44291", - "issue:44360", + "issue:44292", "issue:44387", "issue:44479", - "issue:44492", - "issue:44512", - "issue:44530", "issue:44805", + "issue:44841", "issue:44918", - "issue:44960", "issue:45005", "issue:45020", "issue:45070", - "issue:45183", + "issue:45084", + "issue:45362", "issue:45399", "issue:45464", "issue:45507", - "issue:45632", - "issue:45698", + "issue:45685", "issue:45759", "issue:45800", "issue:45823", + "issue:45901", "issue:45902", "issue:46165", "issue:46294", - "issue:46463", "issue:46468", "issue:46640", "issue:46661", @@ -969,286 +907,321 @@ "issue:47228" ], "soft_pairs": [ + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:36010|issue:39290", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:45399|issue:46661", + "issue:41093|issue:41762", "issue:43572|issue:45070", "issue:45800|issue:45823", - "issue:43296|issue:43366", "issue:43872|issue:47228", "issue:44805|issue:44918", + "issue:43296|issue:43366", "issue:43716|issue:47228", "issue:43828|issue:45464", "issue:43366|issue:45464", "issue:44291|issue:45070", - "issue:43531|issue:45070", "issue:44387|issue:45005", + "issue:43531|issue:45070", "issue:46869|issue:47228", - "issue:41093|issue:43596", "issue:45507|issue:47228", "issue:43716|issue:46294", "issue:45020|issue:45800", + "issue:41093|issue:43596", "issue:44479|issue:46294", "issue:43054|issue:43994", "issue:46468|issue:46869", - "issue:43596|issue:46165", "issue:46640|issue:46661", "issue:45759|issue:45902", - "issue:39186|issue:44918", + "issue:43596|issue:46165", "issue:43716|issue:44918", - "issue:43645|issue:45399", - "issue:40990|issue:44960", - "issue:45632|issue:45698", - "issue:42915|issue:45399", - "issue:43404|issue:45005", - "issue:44360|issue:44512", - "issue:44492|issue:44512", - "issue:43873|issue:45005", - "issue:44530|issue:45005", - "issue:44918|issue:45507", - "issue:45183|issue:46463" + "issue:39186|issue:44918", + "issue:43645|issue:45399" ], - "prepared_review_unit_hash": "346d25c9d9ca3545f2cccbd906d8e86c115be8926488d8dad7737b7be8cfea4a", + "prepared_review_unit_hash": "c6dcd00be05fe8a1ac155268ca9daf522c0478ea268c88a464abf64b22a8c414", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38041, - "estimated_input_tokens": 9511, - "estimated_eval_tokens": 19278 + "soft_pair_count": 40, + "serialized_chars": 39564, + "estimated_input_tokens": 9891, + "estimated_eval_tokens": 20038 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a loose bundle of unrelated Transformers issues. Only two small duplicate families look credible: Qwen video-input regression reports, and the generic input-validation error-message bug with a T5-specific instance. No single global canonical issue stands out.", - "confidence": 0.73, - "canonical_issue_reason": "No single canonical issue cleanly covers the whole set; the items split into several unrelated bugs, with only a couple of true duplicate pairs.", + "summary": "The set is mostly heterogeneous, with no single underlying bug tying most items together. Only two soft duplicate families look strong enough to merge: the Qwen video-input regression pair and the SigLIP2 bad-output pair. Everything else is too model-, version-, or subsystem-specific to treat as the same change/bug.", + "confidence": 0.76, + "canonical_issue_reason": "issue:44479 is the clearest broad regression report in this set and matches the strongest duplicate family here: Qwen video-input/template/token mismatches across multiple variants, including 46294.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45183 is the strongest umbrella candidate: it describes a generic validation-code-path bug across models and can absorb the T5-specific report as a concrete instance.", + "best_issue_reason": "issue:44479 is the best representative issue overall because it describes the broader v5.3.0 video-input regression rather than a single narrow symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43572", + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Same model family, but different surfaces and likely different code paths: chat crash vs streaming chat/completions failure." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "One is a ZeRO-3/BertModel index error; the other is a broad torch/transformers compatibility report." + }, + { + "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Same v5-era config surface, but different concrete problems: missing pad_token_idx vs pydantic PretrainedConfig field handling." + "reason": "Whisper runtime failure and a pydantic/config-field regression are unrelated bugs." }, { - "left": "issue:45800", + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Different subsystems and failure modes: torch dynamo/grouped_mm tracing vs YOLO multi-GPU device mapping." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "The `_is_hf_initialized` init_empty_weights TypeError is a distinct loading bug from table-question-answering crashes." + }, + { + "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Both are recent regressions, but one is torch/transformers incompatibility and the other is a device-mismatch forward bug." + "reason": "Different models and failures: missing Gemma3 sliding-window config vs Gemma4 PLE device mismatch." }, { - "left": "issue:43296", - "right": "issue:43366", + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and a Gemma3 config attribute error are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming/API failure and an MPS histogram-not-implemented error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral tracing failure and an MPS integer histogram backend error are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype-related at a high level, but one is torch dynamo grouped_mm tracing and the other is autocast mismatch; not the same bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and a template-node compilation TypeError do not point to the same code path." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied-weight bug in Mistral3ForConditionalGeneration is unrelated to a corrupted checkpoint report." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU device-map failures are separate issues." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn2 fallback gating and remote-code config_class lookup are different initialization paths." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is a ZeRO-3 zero-size tensor access on a different model." + }, + { + "left": "issue:43572", + "right": "issue:45070", "accept": false, - "reason": "Different models and failure modes: PaddleOCR-VL load failure vs GGUF gpt-oss architecture support." + "reason": "StableLmConfig pad_token_idx regression and pydantic field breakage are not the same bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 device mismatch are unrelated." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "Both are regression reports, but the concrete bugs differ: bitsandbytes init-arg incompatibility vs Sam3 bf16 compilation regression." + "reason": "bitsandbytes `_is_hf_initialized` incompatibility and Sam3 bf16 compilation regression are different failure modes." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both mention mask/index shape errors, but the model/training paths differ enough that this is not clearly the same bug." + "reason": "Both mention shape/index problems, but the reported paths are different: generic mask mismatch vs TRL SFT unpacking embeddings." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated model-support issues." }, { "left": "issue:43716", "right": "issue:47228", "accept": false, - "reason": "Unrelated failures: image-preprocessor dtype mismatch vs bf16 compilation regression." + "reason": "Image-preprocessor dtype mismatch and bf16 compilation regression are different code paths." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different symptoms and code paths: autocast dtype mismatch vs streaming chat/completions failure." + "reason": "Autocast dtype mismatch and Qwen3.5 streaming API failure are unrelated." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "One is GGUF architecture support, the other is a streaming inference failure on Qwen3.5." + "reason": "GGUF gpt-oss support request and Qwen streaming failure are not the same bug." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Both involve v5 changes, but 44291 is specifically the unexpected _is_hf_initialized constructor arg." - }, - { - "left": "issue:43531", - "right": "issue:45070", - "accept": false, - "reason": "Sliding-window behavior on Qwen3-MoE is a different bug from the config/pydantic regression." + "reason": "The `_is_hf_initialized` TypeError during init_empty_weights is distinct from the pydantic PretrainedConfig issue." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Quantization memory/OOM behavior and tied-weights translation issues are different code paths." + "reason": "Int4 quantization memory regression and translation-model tied-weights bugs are separate." }, { - "left": "issue:46869", - "right": "issue:47228", + "left": "issue:43531", + "right": "issue:45070", "accept": false, - "reason": "Different subsystems: multi-GPU device_map handling vs bf16 compilation." + "reason": "Qwen3-MoE sliding_window handling and pydantic config-field breakage are unrelated." }, { - "left": "issue:41093", - "right": "issue:43596", + "left": "issue:46869", + "right": "issue:47228", "accept": false, - "reason": "Both are IndexErrors, but the specific tensor shapes and initialization contexts do not match closely enough." + "reason": "YOLO multi-GPU device mapping and Sam3 bf16 compilation are different subsystems." }, { "left": "issue:45507", "right": "issue:47228", "accept": false, - "reason": "GraniteMoEHybrid invalid-method call is unrelated to the Sam3 compilation regression." + "reason": "GraniteMoEHybrid invalid-method bug and Sam3 compilation regression are unrelated." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both touch multimodal input handling, but one is image dtype mismatch and the other is video token/feature alignment." + "reason": "Both involve multimodal models, but one is a dtype mismatch and the other is a video token/template mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage and torch version incompatibility are broad but distinct failure causes." + "reason": "Remote-code model breakage and torch 2.4.1 compatibility are different problems." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but the masking mismatch and ZeRO-3 zero-size access are not the same underlying failure." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Yes \u2014 both report Qwen video-input failures from video feature/token mismatch in the same chat-template/preprocessing path." + "reason": "Both are Qwen/Qwen3.5 video-input regressions centered on video features vs video token/template mismatch; a single fix could plausibly cover both." }, { "left": "issue:43054", "right": "issue:43994", - "accept": false, - "reason": "Both involve Siglip2, but one is embedding quality and the other is nonsensical pipeline output; not clearly the same root bug." + "accept": true, + "reason": "Both concern broken SigLIP2 outputs in the same model family, consistent with one underlying model/config bug." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." - }, - { - "left": "issue:43596", - "right": "issue:46165", - "accept": false, - "reason": "Different initialization/training scenarios and different errors; trust_remote_code is not enough to make these duplicates." + "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map issues are unrelated." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue and remote-code config_class AttributeError are separate problems." + "reason": "Flash Attention 2 issue and remote-code config_class lookup failure are distinct." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Both concern Qwen 3.5/3.6 multimodal internals, but one is config unwrapping and the other is uninitialized rotary embedding memory." + "reason": "Composite Qwen config unwrapping and uninitialized inv_freq after meta-to-empty materialization are different bugs." }, { - "left": "issue:39186", - "right": "issue:44918", + "left": "issue:43596", + "right": "issue:46165", "accept": false, - "reason": "Different generations of the same error shape, but not enough evidence of the same concrete bug." + "reason": "ZeRO-3/BertModel loading error and remote-code resume-training issue do not match." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Image dtype mismatch and Qwen3.5/TRl embedding unpacking are distinct issues." - }, - { - "left": "issue:43645", - "right": "issue:45399", - "accept": false, - "reason": "Notebook custom-model initialization and flash-attn2 fallback logic are unrelated." - }, - { - "left": "issue:40990", - "right": "issue:44960", - "accept": false, - "reason": "Perplexity regression on gpt-oss and a generic GLM5 issue are not the same bug." + "reason": "Different failures: multimodal dtype mismatch vs TRL SFT embedding unpacking." }, { - "left": "issue:45632", - "right": "issue:45698", + "left": "issue:39186", + "right": "issue:44918", "accept": false, - "reason": "Both involve trust_remote_code/custom modules, but one is a cache-path collision and the other is loading the wrong module after save/load." + "reason": "FSDP weight-dimension runtime error and Qwen3.5 embedding unpacking failure are unrelated." }, { - "left": "issue:42915", + "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE FP8 failure and flash-attn2 fallback gating are different code paths." - }, - { - "left": "issue:43404", - "right": "issue:45005", - "accept": false, - "reason": "Tied weights in Mistral3 and translation-model tied-weight issues are not the same concrete defect." - }, - { - "left": "issue:44360", - "right": "issue:44512", - "accept": false, - "reason": "A DSA indexer discussion is unrelated to docs mentioning a removed run command." - }, - { - "left": "issue:44492", - "right": "issue:44512", - "accept": false, - "reason": "Cache-strategy typo and docs command removal are clearly separate." - }, - { - "left": "issue:43873", - "right": "issue:45005", - "accept": false, - "reason": "Quantization/offloading behavior is broader and unrelated to tied-weights translation bugs." - }, - { - "left": "issue:44530", - "right": "issue:45005", - "accept": false, - "reason": "PagedAttentionCache linear_attention crash is a different model/cache bug from tied-weights handling." - }, - { - "left": "issue:44918", - "right": "issue:45507", - "accept": false, - "reason": "Qwen3.5 input-embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." - }, - { - "left": "issue:45183", - "right": "issue:46463", - "accept": true, - "reason": "Yes \u2014 46463 looks like the T5-specific manifestation of the broader XOR input-validation error-message bug in 45183." + "reason": "Custom-model notebook initialization breakage and flash-attn2 fallback gating are different paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is conservative and grounded in the packet. The only accepted soft-edge pairs are well supported by the titles and issue descriptions: the Qwen video-input regression family and the generic input-validation/error-message bug with a T5-specific instance. The rejected pairs are mostly separated by model, subsystem, or failure mode, and the summary correctly avoids claiming a single canonical issue for the whole set." + "feedback": "The analysis is grounded in the packet and stays appropriately conservative overall. The two accepted soft pairs are plausible same-bug families: issue:44479 and issue:46294 both concern Qwen video-input/template/token regressions, and issue:43054 and issue:43994 both concern SigLIP2 output quality in the same model family. The rest of the rejects are generally justified by different models, subsystems, or failure modes. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -1267,47 +1240,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ - "issue:24643", - "issue:28530", + "issue:33666", + "issue:35308", "issue:36331", "issue:38175", "issue:39692", + "issue:40990", "issue:41762", "issue:42915", - "issue:42947", "issue:43054", + "issue:43404", "issue:43493", - "issue:43643", "issue:43644", "issue:43828", - "issue:43856", "issue:43872", + "issue:43873", "issue:43950", "issue:43975", "issue:44292", - "issue:44387", - "issue:44403", - "issue:44451", - "issue:44488", + "issue:44360", + "issue:44492", + "issue:44512", + "issue:44530", "issue:44534", "issue:44589", "issue:44863", - "issue:44910", + "issue:44918", "issue:44928", - "issue:44991", + "issue:44960", "issue:45005", - "issue:45020", - "issue:45237", + "issue:45183", "issue:45399", - "issue:45663", + "issue:45507", + "issue:45632", + "issue:45698", "issue:45701", - "issue:45859", "issue:45902", "issue:45920", "issue:45987", "issue:46032", + "issue:46463", "issue:46489", "issue:46491", "issue:46858", @@ -1318,14 +1292,27 @@ "issue:47333" ], "soft_pairs": [ + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:43873|issue:45005", + "issue:35308|issue:36331", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463", "issue:43975|issue:44292", "issue:44863|issue:45005", + "issue:35308|issue:42915", "issue:46489|issue:46491", "issue:39692|issue:43054", "issue:43950|issue:44534", "issue:36331|issue:41762", "issue:46032|issue:47246", "issue:43644|issue:43950", + "issue:33666|issue:35308", "issue:43872|issue:44589", "issue:46899|issue:46932", "issue:45920|issue:46489", @@ -1335,227 +1322,228 @@ "issue:43828|issue:44928", "issue:45987|issue:46858", "issue:43950|issue:45902", - "issue:43054|issue:43493", - "issue:44910|issue:45859", - "issue:45663|issue:45902", - "issue:42947|issue:44387", - "issue:44403|issue:44451", - "issue:24643|issue:28530", - "issue:43975|issue:45237", - "issue:44403|issue:44488", - "issue:43643|issue:45020", - "issue:41762|issue:42915", - "issue:42947|issue:43856", - "issue:44991|issue:45399" + "issue:43054|issue:43493" ], - "prepared_review_unit_hash": "75bbacff51baf47dc8727b604af453212b28a9de8341da278ef4f8409334772f", + "prepared_review_unit_hash": "7e086155754a0cf9171a582c18b39bd87d4b43e1c35ede7d1fce63cfe0e96e4a", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36112, - "estimated_input_tokens": 9028, - "estimated_eval_tokens": 18312 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37106, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues, with a few clear duplicate pairs around non-persistent buffer corruption, cache seq-length typing, Gemma4 quantized embedders, disk-offloaded Qwen3 saving, and a likely shared Mamba2 recurrence bug.", - "confidence": 0.86, - "canonical_issue_reason": "Issue #43950 is the clearest representative of the non-persistent-buffer regression: it states the core bug directly, names the from_pretrained path, and matches another strong duplicate candidate.", + "summary": "The cluster is mostly heterogeneous, but there are a few clear duplicate subgroups: non-persistent buffer corruption in v5, Gemma4 quantized embedder dtype casting, disk-offloaded Qwen3 save failures, and the cache.get_seq_length return-type bug. Most other pairs are related only at a broad subsystem level and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "#43950 is the most complete representative of the non-persistent-buffer v5 regression, and it matches the closely related reports in #43644 and #44534.", "canonical_pr_reason": null, - "best_issue_reason": "#43950 is the best global representative because it describes a concrete, reproducible regression with a clear code path and also anchors another near-exact duplicate.", + "best_issue_reason": "#43950 is the strongest issue to keep as the canonical representative: clear symptom, clear regression framing, and broad enough wording to cover the matching duplicate reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43950", - "right": "issue:44534", - "accept": true, - "reason": "Same underlying regression: both describe v5 corrupting/filling non-persistent buffers during model loading." + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Both are model-quality complaints, but they concern different models and failure modes; not the same underlying bug." }, { - "left": "issue:46899", - "right": "issue:46932", - "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 is explicitly a fix for the same problem." + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom/remote code loading, but one is a cache-path collision and the other is wrong module selection after save/load; distinct bugs." }, { - "left": "issue:45987", - "right": "issue:46858", - "accept": true, - "reason": "Same cache API bug: get_seq_length() returns the wrong type/shape and breaks downstream arithmetic." + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they target different model families and different regressions." }, { - "left": "issue:47332", - "right": "issue:47333", - "accept": true, - "reason": "Both report the same disk-offloaded save failure on Qwen3 models; only the model variant differs." + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "One is a FineGrainedFP8 failure, the other is a flash-attn fallback gating issue; related area, different bug." }, { - "left": "issue:46032", - "right": "issue:47246", - "accept": true, - "reason": "Both point to the same Mamba2 recurrence/use_cache correctness problem, with NemotronH missing the shared fix." + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/ReLU discussion vs docs mentioning a removed command; unrelated." }, { - "left": "issue:43644", - "right": "issue:43950", - "accept": true, - "reason": "These are the same non-persistent-buffer corruption regression, described from slightly different angles." + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is not the same as a removed docs command." }, { - "left": "issue:43975", - "right": "issue:44292", + "left": "issue:43873", + "right": "issue:45005", "accept": false, - "reason": "Different model families and failure modes; both are tokenizer/load issues but not the same bug." + "reason": "Quantization/offloading behavior vs tied-weights regression; different code paths." }, { - "left": "issue:44863", - "right": "issue:45005", + "left": "issue:35308", + "right": "issue:36331", "accept": false, - "reason": "Different problems: NemotronH checkpoint loading vs tied-weights behavior in translation models." + "reason": "Both are training-related, but one is a multi-GPU IterableDataset crash and the other is a Trainer API signature change." }, { - "left": "issue:46489", - "right": "issue:46491", + "left": "issue:44530", + "right": "issue:45005", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and appear to have different root causes." + "reason": "PagedAttentionCache/Qwen3.5 linear_attention crash is unrelated to tied-weight handling." }, { - "left": "issue:39692", - "right": "issue:43054", + "left": "issue:44918", + "right": "issue:45507", "accept": false, - "reason": "Docs example errors vs model quality/embedding degradation are not the same underlying issue." + "reason": "Different models and failures: TRL SFT input embedding unpacking vs GraniteMoEHybrid invalid method." }, { - "left": "issue:36331", - "right": "issue:41762", + "left": "issue:45183", + "right": "issue:46463", "accept": false, - "reason": "Different Trainer/DeepSpeed failures with unrelated stack traces and code paths." + "reason": "T5 decoder validation error-message bug is not clearly the same concrete issue as the broader XOR validation problem." }, { - "left": "issue:43872", - "right": "issue:44589", + "left": "issue:43975", + "right": "issue:44292", "accept": false, - "reason": "Different incompatibilities: bitsandbytes Int8Params kwarg mismatch vs missing Float8 storage object." + "reason": "Different tokenizer/model failures; no evidence they share the same root cause." }, { - "left": "issue:45920", - "right": "issue:46489", + "left": "issue:44863", + "right": "issue:45005", "accept": false, - "reason": "Broad tokenizer regression across many models vs a specific DeepSeek-Coder v1 tokenizer bug." + "reason": "Checkpoint loading failure for NemotronH is unrelated to tied-weight translation-model regressions." }, { - "left": "issue:43054", - "right": "issue:45701", + "left": "issue:35308", + "right": "issue:42915", "accept": false, - "reason": "Model embedding quality issue vs a tokenizer-version behavior change; not the same bug." + "reason": "Both are training/runtime issues, but the concrete bugs are unrelated." }, { - "left": "issue:38175", - "right": "issue:43054", + "left": "issue:46489", + "right": "issue:46491", "accept": false, - "reason": "Unexpected zero probabilities is not the same as worse text embeddings, even though both involve SigLIP2." + "reason": "Both are tokenizer regressions, but for different models and different failure symptoms." }, { - "left": "issue:43828", - "right": "issue:44928", + "left": "issue:39692", + "right": "issue:43054", "accept": false, - "reason": "Different numerical failures: autocast dtype mismatch vs RLHF NaNs from 3D position_ids and SDPA fallback." + "reason": "SigLIP2 doc-example errors and SigLIP2 text-embedding quality are different bugs." }, { "left": "issue:43950", - "right": "issue:45902", - "accept": false, - "reason": "Both involve buffers/state materialization, but the bugs and code paths are different." + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same v5 regression where non-persistent buffers are corrupted or filled with junk." }, { - "left": "issue:43054", - "right": "issue:43493", + "left": "issue:36331", + "right": "issue:41762", "accept": false, - "reason": "Embedding quality discrepancy vs HF/JAX implementation mismatch are related only at a broad model-family level." + "reason": "Trainer compute_loss signature mismatch is unrelated to DeepSpeed ZeRO-3 loading failure." }, { - "left": "issue:44910", - "right": "issue:45859", + "left": "issue:46032", + "right": "issue:47246", "accept": false, - "reason": "Flash-Attention packed-sequence crash and CPU-offload incompatibility are separate issues." + "reason": "Both mention Mamba-family mixers, but one is a silent use_cache correctness bug and the other is a slow-path inter-chunk recurrence issue." }, { - "left": "issue:45663", - "right": "issue:45902", - "accept": false, - "reason": "FSDP2 shared_kv_states KeyError is unrelated to inv_freq uninitialized-memory materialization." + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying v5 non-persistent-buffer corruption regression, with #43950 giving the clearest repro framing." }, { - "left": "issue:42947", - "right": "issue:44387", + "left": "issue:33666", + "right": "issue:35308", "accept": false, - "reason": "Gradient checkpointing ineffectiveness and int4 quantization memory growth are different problems." + "reason": "Different training topics; multi-GPU Qwen2-VL support vs IterableDataset length crash." }, { - "left": "issue:44403", - "right": "issue:44451", + "left": "issue:43872", + "right": "issue:44589", "accept": false, - "reason": "Unnecessary loading noise is not the same as a concrete model load failure." + "reason": "bitsandbytes constructor incompatibility and Float8 storage lookup failure are different compatibility bugs." }, { - "left": "issue:24643", - "right": "issue:28530", - "accept": false, - "reason": "DeepSpeed weight-dimension training error and early-stopping metric configuration are unrelated." + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "#46932 is explicitly the same Gemma4 quantized vision/audio embedder dtype-cast bug described in #46899." }, { - "left": "issue:43975", - "right": "issue:45237", + "left": "issue:45920", + "right": "issue:46489", "accept": false, - "reason": "Tokenizer detokenization bug and AMD GPU execution failure are unrelated." + "reason": "Both are tokenizer regressions, but the titles point to different models and not the same concrete failure." }, { - "left": "issue:44403", - "right": "issue:44488", + "left": "issue:43054", + "right": "issue:45701", "accept": false, - "reason": "Noise on load and inability to load a specific model are not the same issue." + "reason": "SigLIP2 embedding quality and version-dependent tokenization changes are unrelated." }, { - "left": "issue:43643", - "right": "issue:45020", + "left": "issue:38175", + "right": "issue:43054", "accept": false, - "reason": "Remote-code config field loss is too specific to merge with a broad 'models using remote_code break' tracking issue." + "reason": "Unexpected zero probabilities and worse text embeddings on SigLIP2 are not clearly the same bug." }, { - "left": "issue:41762", - "right": "issue:42915", + "left": "issue:47332", + "right": "issue:47333", + "accept": true, + "reason": "Both report the same offloading save failure for disk-offloaded Qwen3 models." + }, + { + "left": "issue:43828", + "right": "issue:44928", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FP8 failure are unrelated." + "reason": "Different model/runtime failures: dtype mismatch under autocast vs RLHF NaN explosion from 3D position_ids." }, { - "left": "issue:42947", - "right": "issue:43856", + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache.get_seq_length contract bug; one reports a 1-element tensor return, the other a device-tensor return that breaks static-cache arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:45902", "accept": false, - "reason": "LoRA gradient checkpointing and Qwen3 MoE memory usage are different training behaviors." + "reason": "Both involve non-persistent buffers, but #45902 is a specific Qwen3_5Moe materialization issue and not clearly the same concrete bug as the broad v5 corruption regression." }, { - "left": "issue:44991", - "right": "issue:45399", + "left": "issue:43054", + "right": "issue:43493", "accept": false, - "reason": "Tokenizer loading failure and flash-attn fallback blockage are unrelated." + "reason": "SigLIP2 poor embeddings vs HF/JAX discrepancy are related only at the model family level, not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet overall, and the accepted soft-edge pairs are mostly conservative. The non-persistent-buffer, Gemma4 dtype-cast, cache seq-length, disk-offload save, and Mamba2 recurrence groupings are all supported by the titles/metadata provided." + "feedback": "Grounded and conservative overall. The accepted duplicate pairs are directly supported by the issue titles, and the summary appropriately limits the stronger claims to a few clear subgroups while keeping the rest separate." }, "evaluator_used": true, "retried": false, @@ -1571,52 +1559,53 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:24643", - "issue:30064", - "issue:36331", - "issue:41093", + "issue:28530", "issue:41553", + "issue:41762", "issue:42491", + "issue:42915", "issue:42947", - "issue:43257", "issue:43404", + "issue:43643", "issue:43782", - "issue:43792", "issue:43824", "issue:43827", "issue:43828", - "issue:43854", + "issue:43856", "issue:43872", "issue:43881", "issue:43883", - "issue:43940", "issue:43950", - "issue:44220", + "issue:43975", "issue:44368", - "issue:44479", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", "issue:44509", - "issue:44560", "issue:44661", - "issue:44805", - "issue:44863", + "issue:44910", "issue:44960", + "issue:44991", "issue:45020", "issue:45081", - "issue:45305", - "issue:45313", + "issue:45237", "issue:45356", "issue:45399", "issue:45488", + "issue:45663", "issue:45685", "issue:45715", "issue:45759", "issue:45823", - "issue:45923", + "issue:45859", + "issue:45902", "issue:46315", "issue:46489", "issue:46661", @@ -1625,10 +1614,21 @@ "issue:46897" ], "soft_pairs": [ + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:42947|issue:43856", + "issue:44991|issue:45399", "issue:41553|issue:43883", "issue:43824|issue:43872", - "issue:45081|issue:45399", "issue:45685|issue:45823", + "issue:45081|issue:45399", "issue:43782|issue:44960", "issue:45020|issue:45823", "issue:44661|issue:45020", @@ -1640,233 +1640,215 @@ "issue:43872|issue:46869", "issue:45759|issue:46661", "issue:45488|issue:46489", - "issue:43827|issue:44509", "issue:45020|issue:46661", + "issue:43827|issue:44509", "issue:43404|issue:43950", "issue:43881|issue:43883", - "issue:46894|issue:46897", - "issue:43792|issue:44220", - "issue:43257|issue:45305", - "issue:36331|issue:41093", - "issue:42947|issue:45923", - "issue:43940|issue:45313", - "issue:43854|issue:44863", - "issue:44479|issue:44560", - "issue:24643|issue:30064", - "issue:41093|issue:44805" + "issue:46894|issue:46897" ], - "prepared_review_unit_hash": "478a669f9d8104fcc0520d49dd720865f649bfe7cddf025d680c7f8d503daced", + "prepared_review_unit_hash": "1110acb28ce0a01c870d2995fdf4faad0f12db9cbe64cbbbc94c53e1cff1775b", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36287, - "estimated_input_tokens": 9072, - "estimated_eval_tokens": 18400 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37496, + "estimated_input_tokens": 9374, + "estimated_eval_tokens": 19004 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated bugs, with only a few clear duplicate pairs. The strongest duplicates are the docs pipeline-removal reports, the training-loss double-shift reports, and the repeated mask-shape IndexError reports.", - "confidence": 0.84, - "canonical_issue_reason": "issue:46894 is the clearest representative of a concrete, repeated bug pattern (training-loss double-shift) and has a near-duplicate in issue:46897.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "issue:46894 is the most actionable and specific issue among the matched duplicates, with a clear shared failure mode and likely single fix path.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "This cluster is largely heterogeneous: most items are distinct model-loading, tokenizer, quantization, device-map, or training-behavior bugs that only overlap at a broad subsystem level. I found no soft edge that clearly represents the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:44910", + "right": "issue:45859", "accept": false, - "reason": "Different failures: tokenizer error messaging for Voxtral vs missing all_tied_weights_keys on Molmo." + "reason": "Both involve Qwen3.5/MoE-ish runtime failures, but one is a FlashAttention packed-sequence/position_ids crash and the other is a CPU-offload rotary-embedding compatibility issue." }, { - "left": "issue:43824", - "right": "issue:43872", + "left": "issue:45663", + "right": "issue:45902", "accept": false, - "reason": "Unrelated problems: missing Qwen2.5-VL import vs bitsandbytes Int8Params compatibility." + "reason": "Different model families and different failure modes: Gemma-4 FSDP2 shared_kv_states rebuilding vs Qwen3_5Moe inv_freq materialization from meta tensors." }, { - "left": "issue:45081", - "right": "issue:45399", + "left": "issue:42947", + "right": "issue:44387", "accept": false, - "reason": "Both involve loading/fallback paths, but the concrete bugs differ: Mistral regex patch crash vs flash-attn fallback gating." + "reason": "Both mention memory, but one is ineffective gradient checkpointing under PEFT LoRA and the other is int4 quantization increasing reserved CUDA memory; not the same bug." }, { - "left": "issue:45685", - "right": "issue:45823", + "left": "issue:44403", + "right": "issue:44451", "accept": false, - "reason": "Different code paths: MPS histogram on Int vs Gemma4 PLE device placement during forward." + "reason": "One is about noisy load-time logging, the other is a concrete failure loading ScandiBERT." }, { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:24643", + "right": "issue:28530", "accept": false, - "reason": "Different model/load failures with no clear shared root cause: Qwen3VL weight_only error vs GLM5 issue." + "reason": "Completely unrelated training DeepSpeed weight-shape error vs early-stopping/metric_for_best_model validation issue." }, { - "left": "issue:45020", - "right": "issue:45823", + "left": "issue:43975", + "right": "issue:45237", "accept": false, - "reason": "Too broad: remote_code breakage from recent versions vs a specific Gemma4 device_map bug." + "reason": "Tokenizer detokenization regression for DeepSeek-Coder is unrelated to GPT-OSS-20B failing on AMD GPUs." }, { - "left": "issue:44661", - "right": "issue:45020", + "left": "issue:44403", + "right": "issue:44488", "accept": false, - "reason": "One is a tokenizer-mapping helper failure; the other is a broad remote_code regression. Same area, not the same bug." + "reason": "Both are model-loading reports, but one is about unnecessary noise and the other is a real load failure for a different model." }, { - "left": "issue:43828", - "right": "issue:45823", + "left": "issue:43643", + "right": "issue:45020", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as Gemma4 device placement mismatch." + "reason": "Both touch remote-code flows, but one is missing fields in AutoConfig.from_pretrained and the other is a broader recent-version remote_code loading breakage." }, { - "left": "issue:41553", - "right": "issue:43881", + "left": "issue:41762", + "right": "issue:42915", "accept": false, - "reason": "Both are model-loading complaints, but they affect different models and different failure mechanisms." + "reason": "Different models, different configs, different crashes: Gemma3 ZeRO-3 index error vs Qwen3Moe FineGrainedFP8Config failure." }, { - "left": "issue:45020", - "right": "issue:45356", + "left": "issue:42947", + "right": "issue:43856", "accept": false, - "reason": "Generic remote_code regressions vs a specific Kimi-K2.5 tokenizer regression; no concrete shared fix." + "reason": "Both are MoE/memory-related, but one is LoRA checkpointing inefficiency and the other is general Qwen3 MoE training memory usage." }, { - "left": "issue:42491", - "right": "issue:44368", + "left": "issue:44991", + "right": "issue:45399", "accept": false, - "reason": "Different problems: hf4.x/hf5.x LoRA compatibility vs a warning about tie_word_embeddings in Qwen3.5 LoRA tuning." + "reason": "Tokenizer loading for EMBEDDIA/est-roberta is unrelated to the flash-attn2 fallback gating problem." }, { - "left": "issue:45715", - "right": "issue:46315", + "left": "issue:41553", + "right": "issue:43883", "accept": false, - "reason": "Both are tokenizer performance issues, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; not the same bug." + "reason": "Different models and bugs: bad AutoTokenizer error message for Voxtral vs missing all_tied_weights_keys on MolmoForCausalLM." }, { - "left": "issue:43872", - "right": "issue:46869", + "left": "issue:43824", + "right": "issue:43872", "accept": false, - "reason": "bitsandbytes parameter init issue is unrelated to YOLO multi-GPU device_map behavior." + "reason": "One is a missing Qwen2_5_VL import, the other is a bitsandbytes Int8Params constructor incompatibility." }, { - "left": "issue:45759", - "right": "issue:46661", + "left": "issue:45685", + "right": "issue:45823", "accept": false, - "reason": "Different AutoModel config bugs: text_config unwrapping vs remote-code model_class.config_class missing." + "reason": "MPS histogram implementation error on MoE ints is unrelated to Gemma4 device-map mismatch during forward." }, { - "left": "issue:45488", - "right": "issue:46489", + "left": "issue:45081", + "right": "issue:45399", "accept": false, - "reason": "Both touch DeepSeek tokenization, but one is a tokenizer.json pre-tokenizer override regression and the other is a separate v5 output regression tied to a PR gap." + "reason": "Tokenizer regex patch crash and flash-attn2 fallback gating are different code paths and different symptoms." }, { - "left": "issue:43827", - "right": "issue:44509", - "accept": true, - "reason": "Same documentation regression: both report lingering references to removed pipeline tasks in v5 docs." + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error is unrelated to a generic GLM5 issue report." }, { "left": "issue:45020", - "right": "issue:46661", + "right": "issue:45823", "accept": false, - "reason": "Different remote-code failures: broad breakage in recent versions vs missing config_class on from_pretrained." + "reason": "Remote-code loading regressions are not the same as Gemma4 PLE device placement bugs." }, { - "left": "issue:43404", - "right": "issue:43950", + "left": "issue:44661", + "right": "issue:45020", "accept": false, - "reason": "Different core bugs: untied lm_head in Mistral3 vs silent corruption of non-persistent buffers on from_pretrained." + "reason": "add-new-model-like failing inside TOKENIZER_MAPPING_NAMES is a specific registry bug, not the broader remote_code breakage." }, { - "left": "issue:43881", - "right": "issue:43883", + "left": "issue:43828", + "right": "issue:45823", "accept": false, - "reason": "Both are model load failures, but the symptoms and likely causes differ substantially." - }, - { - "left": "issue:46894", - "right": "issue:46897", - "accept": true, - "reason": "Both describe the same training-loss double-shift bug pattern affecting different models, and could plausibly be fixed in one change." + "reason": "dtype mismatch under autocast and Gemma4 device mismatch are both placement-type bugs, but they are not the same failure path." }, { - "left": "issue:43792", - "right": "issue:44220", + "left": "issue:41553", + "right": "issue:43881", "accept": false, - "reason": "Different audio-related failures: Whisper loading/running vs _torch_extract_fbank_features()." + "reason": "Different model load failures with no shared underlying code path evident." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:45020", + "right": "issue:45356", "accept": false, - "reason": "Both involve DeepSpeed, but one is missing MoE weight conversion on load and the other is gradient averaging with model_accepts_loss_kwargs=True." + "reason": "Kimi-K2.5 tokenizer codec/fix_mistral_regex regression is a tokenizer-specific issue, not the same as broad remote_code breakage." }, { - "left": "issue:36331", - "right": "issue:41093", + "left": "issue:42491", + "right": "issue:44368", "accept": false, - "reason": "Different API/runtime errors: unexpected num_items_in_batch in compute_loss vs a mask/tensor shape mismatch." + "reason": "Qwen3_moe HF4.x-to-HF5.x LoRA incompatibility and a tie_word_embeddings warning during Qwen3.5-27B fine-tuning are not the same bug." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:45715", + "right": "issue:46315", "accept": false, - "reason": "Gradient checkpointing is the theme, but one is ineffective LoRA checkpointing and the other is a missing supports_gradient_checkpointing flag." + "reason": "Both are tokenizer performance regressions, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; different hot paths." }, { - "left": "issue:43940", - "right": "issue:45313", + "left": "issue:43872", + "right": "issue:46869", "accept": false, - "reason": "Both are ZeRO-3 weight-loading issues in Qwen3-family models, but the model scope and reported failure mode differ too much to treat as the same bug." + "reason": "bitsandbytes constructor incompatibility is unrelated to YOLO multi-GPU device_map auto failure." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:45759", + "right": "issue:46661", "accept": false, - "reason": "Different model-loading failures: GLM-4.7 unit-test load issue vs NemotronH checkpoint loading." + "reason": "Both involve model class/config handling, but one is unwrapping text_config for composite Qwen multimodal configs and the other is remote-code model_class missing config_class." }, { - "left": "issue:44479", - "right": "issue:44560", + "left": "issue:45488", + "right": "issue:46489", "accept": false, - "reason": "Both are video-related regressions, but one is a broad v5.3.0 regression across multiple Qwen models and the other is a specific StopIteration in Qwen3-vl-embedding." + "reason": "Both affect DeepSeek-family tokenization, but the root causes differ: tokenizer pre-tokenizer override vs a gap in a prior DeepSeek-Coder fix." }, { - "left": "issue:24643", - "right": "issue:30064", + "left": "issue:43881", + "right": "issue:43883", "accept": false, - "reason": "Completely different issues: DeepSpeed training weight shape error vs image processor segmentation-map handling." + "reason": "Separate model-loading failures with no concrete shared bug." }, { - "left": "issue:41093", - "right": "issue:44805", - "accept": true, - "reason": "Same IndexError pattern with the same mask/tensor shape mismatch; likely the same underlying off-by-one or length-misalignment bug." + "left": "issue:46894", + "right": "issue:46897", + "accept": false, + "reason": "They share the phrase 'training-loss double-shift bug' but target different model implementations; not enough evidence they are the same fixable code path." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: no PRs are present, and the identified strong pairs (43827/44509, 46894/46897, 41093/44805) are well supported by the titles and similarity signals. The rejected soft-edge verdicts are generally conservative and do not overclaim 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 }, @@ -1878,67 +1860,77 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ - "issue:36010", - "issue:38175", + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", "issue:41553", "issue:42617", "issue:42915", "issue:42947", + "issue:43257", "issue:43366", "issue:43531", - "issue:43550", "issue:43596", "issue:43638", "issue:43645", "issue:43646", "issue:43716", + "issue:43792", "issue:43824", "issue:43828", + "issue:43854", + "issue:43940", "issue:43950", "issue:43957", - "issue:43994", "issue:44155", + "issue:44220", + "issue:44479", "issue:44488", "issue:44530", "issue:44560", "issue:44589", - "issue:44661", - "issue:44683", "issue:44805", "issue:44863", - "issue:44910", - "issue:44918", "issue:44928", "issue:44991", + "issue:45305", + "issue:45313", "issue:45325", "issue:45584", "issue:45588", "issue:45663", "issue:45685", - "issue:45812", "issue:45823", "issue:45834", "issue:45902", + "issue:45923", "issue:46402", "issue:46468", - "issue:46489", - "issue:46515", - "issue:46858", - "issue:47254" + "issue:46515" ], "soft_pairs": [ + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:41093|issue:44805", "issue:44928|issue:45588", "issue:43716|issue:46468", "issue:44863|issue:46402", - "issue:43366|issue:43828", "issue:44530|issue:44863", - "issue:43366|issue:43531", + "issue:43366|issue:43828", "issue:41553|issue:44991", + "issue:43366|issue:43531", "issue:43596|issue:46515", "issue:45325|issue:45902", "issue:43366|issue:44589", @@ -1951,246 +1943,223 @@ "issue:43950|issue:45834", "issue:41553|issue:44488", "issue:42617|issue:43366", - "issue:44560|issue:45685", "issue:43645|issue:43646", - "issue:44560|issue:44918", - "issue:44683|issue:46515", - "issue:36010|issue:42915", - "issue:44910|issue:46858", - "issue:43550|issue:44910", - "issue:42947|issue:47254", - "issue:45812|issue:46489", - "issue:45823|issue:46515", - "issue:44661|issue:45823", - "issue:44560|issue:44805", - "issue:38175|issue:43994" + "issue:44560|issue:45685" ], - "prepared_review_unit_hash": "1e0d77aaa094f291aee2155ff94c7ceb2599f1f12cdeb1818e46b5d569e5a027", + "prepared_review_unit_hash": "5865ab51db7d62415423aa3017973f6a358225187e166c38f0286e32a6802757", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36861, - "estimated_input_tokens": 9216, - "estimated_eval_tokens": 18688 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36768, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidates are distinct bugs affecting different models or code paths. The only clear duplicate pairs are the two custom-model-init Transformer 5.0 issues and the two SigLIP2 output-regression issues.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43646 is the broadest, clearest statement of the Transformers 5.0 custom model initialization regression; issue:43645 is the narrower notebook-specific variant.", + "summary": "Mostly a heterogeneous set of unrelated bug reports, with only a few likely duplicate pairs: custom model initialization in Transformers 5.0.0, a generic mask-shape IndexError, and a Qwen video-input regression. The rest look like separate model-specific or subsystem-specific failures.", + "confidence": 0.78, + "canonical_issue_reason": "No single issue cleanly represents the whole set. If one issue must be chosen as the canonical anchor, issue 43646 is the best fit because it states the broader Transformers 5.0.0 custom-model initialization regression that also covers the notebook-specific variant in 43645.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster: broad scope, clear failure mode, and minimal environment-specific noise.", + "best_issue_reason": "Issue 44479 is the strongest standalone report here: it clearly names the regression, affected version, and multiple affected Qwen VL variants, making it a good anchor for the merged video-input duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44928", - "right": "issue:45588", + "left": "issue:43792", + "right": "issue:44220", "accept": false, - "reason": "Both are runtime model bugs, but one is a Qwen3.5 SDPA/BF16 behavior issue and the other is a flash-attention AttributeError on sink-less models; different code paths." + "reason": "Different failure modes: one is a Whisper runtime issue, the other is a specific fbank feature extraction bug." }, { - "left": "issue:43716", - "right": "issue:46468", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "Different model families and failures: Mistral-3 image dtype mismatch vs broken Nemotron example." + "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is gradient averaging with loss kwargs; not the same bug." }, { - "left": "issue:44863", - "right": "issue:46402", + "left": "issue:36331", + "right": "issue:41093", "accept": false, - "reason": "NemotronH checkpoint-loading failure is unrelated to Sam3Model text-encoder weights not being loaded." + "reason": "Unexpected compute_loss kwarg vs tensor mask shape mismatch are unrelated error paths." }, { - "left": "issue:43366", - "right": "issue:43828", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "GGUF support for gpt-oss and Phi-tiny-MoE autocast dtype mismatch are unrelated issues." + "reason": "Both mention gradient checkpointing, but one is about LoRA checkpointing being ineffective and the other about a missing model flag." }, { - "left": "issue:44530", - "right": "issue:44863", + "left": "issue:43940", + "right": "issue:45313", "accept": false, - "reason": "PagedAttentionCache on Qwen3.5 and NemotronH checkpoint loading are different bugs." + "reason": "Both are ZeRO-3 loading failures, but they hit different Qwen model families and describe different load symptoms." }, { - "left": "issue:43366", - "right": "issue:43531", + "left": "issue:43854", + "right": "issue:44863", "accept": false, - "reason": "One is GGUF architecture support; the other is a sliding_window bug in Qwen3-MoE." + "reason": "Unrelated models and failures: GLM-4.7-Flash test load issue vs NemotronH checkpoint loading failure." }, { - "left": "issue:41553", - "right": "issue:44991", - "accept": false, - "reason": "Both concern tokenizers, but Voxtral AutoTokenizer error handling and est-roberta loading failure are different model-specific problems." + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Same underlying Qwen VL video-input regression in transformers 5.3.0; the StopIteration report looks like a specific manifestation of the broader video-input breakage." }, { - "left": "issue:43596", - "right": "issue:46515", + "left": "issue:24643", + "right": "issue:30064", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel index error is not the same as the torch 2.4.1 incompatibility report." + "reason": "DeepSpeed training weight-shape error vs image processor segmentation-map bug are unrelated." }, { - "left": "issue:45325", - "right": "issue:45902", - "accept": false, - "reason": "Qwen2.5-VL rope-index scaling and Qwen3_5Moe rotary embedding materialization are separate bugs." + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "The titles describe the same mask-shape IndexError pattern, indicating the same indexing bug with different reported sizes." }, { - "left": "issue:43366", - "right": "issue:44589", + "left": "issue:44928", + "right": "issue:45588", "accept": false, - "reason": "GGUF support for gpt-oss and missing Float8 storage type are unrelated." + "reason": "Gradient explosion in RLHF/position_ids vs a flash-attention auxiliary-state crash are distinct issues." }, { - "left": "issue:43638", - "right": "issue:46515", + "left": "issue:43716", + "right": "issue:46468", "accept": false, - "reason": "Non-pretrained BertModel ZeRO-3 init failure is not the same underlying issue as a torch version incompatibility." + "reason": "Different models and symptoms: image-preprocessor dtype mismatch vs broken official Nemotron example." }, { - "left": "issue:45663", - "right": "issue:45823", + "left": "issue:44863", + "right": "issue:46402", "accept": false, - "reason": "Gemma-4 FSDP2 shared_kv_states bug and Gemma4 PLE device mismatch involve different failure modes." + "reason": "Checkpoint loading failure for NemotronH is not the same as Sam3 text-encoder weights not loading." }, { - "left": "issue:44155", - "right": "issue:45584", + "left": "issue:44530", + "right": "issue:44863", "accept": false, - "reason": "AudioFlamingo3 batch leakage and Whisper empty-transcription failure are unrelated." + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are different code paths." }, { - "left": "issue:43716", - "right": "issue:44560", + "left": "issue:43366", + "right": "issue:43828", "accept": false, - "reason": "Mistral-3 image dtype mismatch and Qwen3-vl video StopIteration are different multimodal bugs." + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." }, { - "left": "issue:42915", - "right": "issue:43957", + "left": "issue:41553", + "right": "issue:44991", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and meta-device model loading breakage are different initialization paths." + "reason": "Bad AutoTokenizer error message for Voxtral vs tokenizer loading failure for est-roberta are separate tokenizer issues." }, { - "left": "issue:43824", - "right": "issue:43957", + "left": "issue:43366", + "right": "issue:43531", "accept": false, - "reason": "Missing Qwen2_5_VL import and meta-device loading regressions are unrelated." + "reason": "GGUF architecture support and sliding_window behavior on Qwen3-MoE are unrelated." }, { - "left": "issue:43950", - "right": "issue:45834", + "left": "issue:43596", + "right": "issue:46515", "accept": false, - "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR index error do not share the same root cause." + "reason": "Zero-3/BertModel initialization crash is not the same as a general torch 2.4.1 incompatibility report." }, { - "left": "issue:41553", - "right": "issue:44488", + "left": "issue:45325", + "right": "issue:45902", "accept": false, - "reason": "Both are loading-related, but Voxtral AutoTokenizer error messaging and sleng-bert loading failure are not the same bug." + "reason": "Qwen2.5-VL rope/position-id scaling and Qwen3_5Moe rotary embedding memory initialization are different bugs." }, { - "left": "issue:42617", - "right": "issue:43366", + "left": "issue:43366", + "right": "issue:44589", "accept": false, - "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are different requests/issues." + "reason": "gpt-oss GGUF support and Float8 storage lookup failure are unrelated." }, { - "left": "issue:44560", - "right": "issue:45685", + "left": "issue:43638", + "right": "issue:46515", "accept": false, - "reason": "Qwen3-vl video StopIteration and MPS Int histogram error are unrelated." - }, - { - "left": "issue:43645", - "right": "issue:43646", - "accept": true, - "reason": "Same underlying regression: Transformers 5.0 breaks custom model initialization; 43645 just narrows it to Jupyter notebooks." + "reason": "Non-pretrained Bert zero-3 index error does not match a generic torch-version incompatibility issue." }, { - "left": "issue:44560", - "right": "issue:44805", + "left": "issue:45663", + "right": "issue:45823", "accept": false, - "reason": "Different symptoms and likely different code paths: video StopIteration vs mask/tensor shape mismatch." + "reason": "Same model family, but one is an FSDP2 shared_kv_states bug and the other is a device_map forward mismatch." }, { - "left": "issue:44683", - "right": "issue:46515", + "left": "issue:44155", + "right": "issue:45584", "accept": false, - "reason": "Compiled flex_attention on torch >= 2.9 and torch 2.4.1 incompatibility are not the same issue." + "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription handling are different audio-generation bugs." }, { - "left": "issue:36010", - "right": "issue:42915", + "left": "issue:43716", + "right": "issue:44560", "accept": false, - "reason": "GenerationMixin import failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "Mistral-3 image dtype mismatch is unrelated to Qwen3-VL video StopIteration." }, { - "left": "issue:44910", - "right": "issue:46858", + "left": "issue:42915", + "right": "issue:43957", "accept": false, - "reason": "Qwen3.5 flash-attention illegal memory access from 3D position_ids is different from cache.get_seq_length() returning a device tensor." + "reason": "Qwen3MoE FineGrainedFP8 failure and meta-device loading regressions are separate model-loading problems." }, { - "left": "issue:43550", - "right": "issue:44910", + "left": "issue:43824", + "right": "issue:43957", "accept": false, - "reason": "Bamba-9B-v2 torch.compile/SDPA failure and Qwen3.5 flash-attention packed-sequence misinterpretation are different bugs." + "reason": "Missing Qwen2_5_VL import and meta-device loading failures are unrelated." }, { - "left": "issue:42947", - "right": "issue:47254", + "left": "issue:43950", + "right": "issue:45834", "accept": false, - "reason": "Gradient checkpointing being ineffective and a CheckpointError under PEFT+ZeRO-3 are related thematically but not the same concrete bug." + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-ocr indexing are different regressions." }, { - "left": "issue:45812", - "right": "issue:46489", + "left": "issue:41553", + "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer regressions, but Granite wrong token IDs and DeepSeek-Coder v1 output corruption are model-specific and not clearly the same root cause." + "reason": "Tokenizer error messaging for Voxtral is unrelated to loading cjvt/sleng-bert." }, { - "left": "issue:45823", - "right": "issue:46515", + "left": "issue:42617", + "right": "issue:43366", "accept": false, - "reason": "Gemma4 PLE device mismatch is unrelated to a broad torch version incompatibility report." + "reason": "3d_parallel.py runtime failure and gpt-oss GGUF support are unrelated." }, { - "left": "issue:44661", - "right": "issue:45823", - "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES model-addition failure and Gemma4 PLE device mismatch are different code paths." + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5.0.0 custom-model initialization regression; 43645 is just the Jupyter-notebook manifestation of 43646." }, { "left": "issue:44560", - "right": "issue:44805", + "right": "issue:45685", "accept": false, - "reason": "Duplicate of a previous pair in the list; still not the same bug." - }, - { - "left": "issue:38175", - "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 regression: zero probabilities / nonsensical outputs from the same model in AutoModel/pipeline use." + "reason": "Qwen3-VL video StopIteration and an MPS histogram unsupported-int error are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and the soft-edge calls are conservative. The two accepted duplicate pairs (43645/43646 and 38175/43994) are plausible from the titles, and the rest are reasonably separated by model, symptom, or code path. The summary does not overstate beyond the evidence provided." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The three accepted soft pairs are reasonably supported by the titles and metadata alone: 43645/43646 are clearly the same Transformers 5.0.0 custom-model initialization regression, 41093/44805 are the same mask-shape IndexError pattern, and 44479/44560 plausibly describe the same Qwen VL video-input regression. The remaining pair verdicts are cautious and do not overreach." }, "evaluator_used": true, "retried": false, @@ -2206,66 +2175,76 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ + "issue:36010", "issue:38175", "issue:39692", "issue:41720", "issue:42491", "issue:42915", - "issue:43257", + "issue:42947", "issue:43317", + "issue:43550", "issue:43596", "issue:43632", "issue:43638", "issue:43644", - "issue:43645", - "issue:43708", "issue:43720", - "issue:43854", - "issue:43856", - "issue:43873", - "issue:43931", "issue:43994", - "issue:44075", - "issue:44164", - "issue:44291", - "issue:44387", "issue:44451", "issue:44488", "issue:44534", + "issue:44560", "issue:44661", + "issue:44683", "issue:44756", "issue:44805", "issue:44863", "issue:44877", + "issue:44910", + "issue:44918", "issue:44960", "issue:44977", - "issue:44991", "issue:45030", "issue:45276", - "issue:45292", "issue:45313", - "issue:45335", "issue:45357", "issue:45507", "issue:45672", + "issue:45812", + "issue:45823", "issue:45834", "issue:46459", "issue:46468", + "issue:46489", "issue:46512", + "issue:46515", "issue:46846", - "issue:46899" + "issue:46858", + "issue:46899", + "issue:47254" ], "soft_pairs": [ + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:44910|issue:46858", + "issue:36010|issue:42915", + "issue:43550|issue:44910", + "issue:42947|issue:47254", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", "issue:44877|issue:45030", "issue:43638|issue:44661", "issue:43596|issue:44661", - "issue:44661|issue:44805", "issue:42491|issue:43720", + "issue:44661|issue:44805", "issue:45672|issue:46899", "issue:43632|issue:45834", "issue:43317|issue:44756", @@ -2279,233 +2258,222 @@ "issue:44863|issue:46846", "issue:45313|issue:45357", "issue:45507|issue:46468", - "issue:46459|issue:46512", - "issue:43644|issue:43645", - "issue:43257|issue:43854", - "issue:39692|issue:43994", - "issue:44488|issue:44991", - "issue:43856|issue:43873", - "issue:43854|issue:43931", - "issue:42491|issue:45335", - "issue:42491|issue:45292", - "issue:43708|issue:44075", - "issue:43856|issue:44387", - "issue:44164|issue:44291" + "issue:46459|issue:46512" ], - "prepared_review_unit_hash": "99736e3599102305f2fa4e8e6be9bcf6b96226e5b2f60811ae1b6a416949fe7a", + "prepared_review_unit_hash": "72641dbc982f70173355892882dacf39cefac6ee17da1b33a1519a8da889077b", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36597, - "estimated_input_tokens": 9150, - "estimated_eval_tokens": 18556 + "serialized_chars": 36056, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of Transformers v5 / model-loading regressions, with only a couple of clear duplicates; the strongest exact match is the non-persistent buffer junk regression, and the closest true duplicate pair is the Gemma4 4-bit multimodal quantization bug.", - "confidence": 0.62, - "canonical_issue_reason": "issue:43632 is the broadest root-cause regression in the set: a Transformers v5 initialization/loading flag break that is more central than the model-specific reports and plausibly underlies several nearby failures.", + "summary": "Mostly a heterogeneous set of transformer/model issues with a few clear duplicate pairs. Strongest matches are SigLIP2 report duplication, Gemma4 4-bit dtype-cast regression, and the non-persistent buffer junk regression in v5. Most other soft links are only broad topical similarity and should stay separate.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 44534 is the cleaner, broader statement of the non-persistent-buffer regression and subsumes 43644\u2019s narrower version-specific report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43632 is the best representative issue for this cluster because it captures the most general Transformers v5 loading regression rather than a single model-specific symptom.", + "best_issue_reason": "44534 is the best representative issue in this set because it states the underlying regression most generally and aligns with an exact duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen-related failures, but one is a video/StopIteration error and the other is an embedding unpacking failure in TRL; different code paths and symptoms." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "These are separate torch-compatibility reports with different versions and likely different breakages, not the same concrete bug." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "One is a Qwen3.5 flash-attention illegal-memory-access bug; the other is a static-cache/torch.compile slice-arithmetic issue on non-CUDA backends." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "An import error for GenerationMixin is unrelated to a Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both mention flash attention/compile, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Both touch PEFT/gradient checkpointing, but one is about checkpointing not taking effect and the other is a checkpoint error under ZeRO-3; not clearly the same bug." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different model families and likely different fixes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "A Gemma4 device-mapping forward mismatch is unrelated to a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different problems: a model-addition helper failing for tokenizer mappings versus Gemma4 device placement during forward." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "These are both index-like failures, but one is a Qwen video StopIteration issue and the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 base model and same underlying bad output behavior; the later report broadens the symptom from zero probabilities to nonsensical outputs in AutoModel/pipeline." + }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config/validation loading failures, but they affect different models and appear to be different breakages." + "reason": "Both are config-validation issues, but they affect different models and are not shown to share the same validation rule or path." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "One is a ZeRO-3/BERT index error; the other is a tokenizer mapping edge case. Different code paths and symptoms." + "reason": "ZeRO-3/Bert index error is unrelated to the tokenizer-mapping failure in add-new-model-like." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different failures: empty-tensor/index error under ZeRO-3 vs add-new-model-like tokenizer mapping logic." + "reason": "Different failures and different surfaces; no evidence they share the same root cause." }, { - "left": "issue:44661", - "right": "issue:44805", + "left": "issue:42491", + "right": "issue:43720", "accept": false, - "reason": "Tokenizer mapping failure and mask/tensor shape mismatch are unrelated bugs." + "reason": "Both involve loading/training regressions, but one is a Qwen3_moe LoRA compatibility break and the other is a BitNet packed-weight loading bug." }, { - "left": "issue:42491", - "right": "issue:43720", + "left": "issue:44661", + "right": "issue:44805", "accept": false, - "reason": "Both concern loading, but they are different models and different mechanisms (Qwen3 MoE LoRA compatibility vs BitNet packed-weight unpacking)." + "reason": "No concrete overlap beyond both being errors; the affected subsystems and failure modes differ." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Same Gemma4 multimodal 4-bit quantization bug: unsafe dtype handling in multimodal embedders/audio path." + "reason": "Same Gemma4 4-bit multimodal inference regression; the later issue is a broader description of the same unsafe dtype-cast problem." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "The `_is_hf_initialized` regression and the Kosmos2.5 OCR index error are different underlying bugs." + "reason": "An `_is_hf_initialized` regression is unrelated to a Kosmos2.5 long-OCR index error." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Dequantized offload loading and Strix Halo mmap OOM are unrelated issues." + "reason": "Different memory/loading problems in different contexts; no shared code-path bug is evident." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both are SigLIP2-related, but one is zero probabilities in the model and the other is docs/example + quantization failures." + "reason": "Same model family, but one is a runtime zero-probabilities bug and the other is a documentation example with model/processor mismatch and quantization failure." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Exact same regression: Transformers v5 fills non-persistent buffers with junk." + "reason": "These describe the same non-persistent-buffer junk regression in Transformers v5; 44534 is the broader duplicate of 43644." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Qwen3MoE FP8 config failure are distinct." + "reason": "Different Qwen-family failures with different triggers: auto device mapping/cudaErrorAssert versus FineGrainedFP8Config." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Different models and different failure modes; no shared code-path evidence." + "reason": "FineGrainedFP8Config failure is unrelated to Strix Halo mmap OOM." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility is unrelated to Gemma4 resize_token_embeddings behavior." + "reason": "LoRA compatibility on qwen3_moe is unrelated to Gemma4 resize_token_embeddings behavior." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and different failures: GLM5 unspecified issue vs Qwen3.5 flash-attention generation." + "reason": "Different model families and different generation/attention bugs; not the same issue." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Likely related loading regressions, but different model repos and insufficient evidence they share the same root cause." + "reason": "Both are loading failures, but the model names differ and there is not enough evidence they share one concrete root cause." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan missing entries are different bugs." + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan shape/OOM failures are unrelated." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "One is ZeRO-3 weight loading; the other is save_pretrained writing wrong visual encoder keys." + "reason": "One is a ZeRO-3 load failure for Qwen3.5 language_model weights; the other is an incorrect visual-encoder save_pretrained regression." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid method call and broken Nemotron example are unrelated." + "reason": "GraniteMoEHybrid invalid-method calls and the Nemotron example breakage are different problems." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype handling, but one is checkpoint loading ignoring dtype and the other is from_config leaving config.dtype stale." - }, - { - "left": "issue:43644", - "right": "issue:43645", - "accept": false, - "reason": "Non-persistent buffer junk and Jupyter custom-model initialization are different regressions." - }, - { - "left": "issue:43257", - "right": "issue:43854", - "accept": false, - "reason": "Qwen3 MoE accelerate+deepspeed conversion issue and GLM-4.7-Flash test loading failure are unrelated." - }, - { - "left": "issue:39692", - "right": "issue:43994", - "accept": false, - "reason": "Same model family, but one is a broken documentation example and the other is a model/pipeline output-quality bug." - }, - { - "left": "issue:44488", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer/model loading failures on different repos, but not enough evidence of the same underlying bug." - }, - { - "left": "issue:43856", - "right": "issue:43873", - "accept": false, - "reason": "Qwen3 MoE training memory inefficiency and quantization offload behavior are different issues." - }, - { - "left": "issue:43854", - "right": "issue:43931", - "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3-VL weight-shape mismatch are unrelated." - }, - { - "left": "issue:42491", - "right": "issue:45335", - "accept": false, - "reason": "Qwen3 MoE compatibility and t5gemma resize_token_embeddings behavior are different code paths." - }, - { - "left": "issue:42491", - "right": "issue:45292", - "accept": false, - "reason": "Different model families and different resize_token_embeddings symptom." - }, - { - "left": "issue:43708", - "right": "issue:44075", - "accept": false, - "reason": "Checkpoint resume/max_steps logic and SGD argument handling are unrelated." - }, - { - "left": "issue:43856", - "right": "issue:44387", - "accept": false, - "reason": "Memory inefficiency during Qwen3 MoE training is not the same as increased reserved memory under int4 quantization." - }, - { - "left": "issue:44164", - "right": "issue:44291", - "accept": false, - "reason": "Save/from_pretrained extra_state handling and init_empty_weights/_is_hf_initialized are different serialization/init bugs." + "reason": "Both concern dtype handling, but one is about loading composite checkpoints and the other about from_config leaving config.dtype stale; different code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The judgments are conservative and grounded in the packet titles. The two accepted pairs look like clear same-bug clusters, while the rejected pairs avoid overclaiming shared root cause. The summary is also cautious overall and does not overstate the evidence." + "feedback": "The summary is grounded in the packet, and the accepted soft-edge matches are stated conservatively enough. The canonical 44534/43644 duplicate is well supported, and the Gemma4 and SigLIP2 links are plausible from the issue titles without overreaching. The non-matches are also phrased cautiously." }, "evaluator_used": true, "retried": false, @@ -2519,25 +2487,31 @@ "component_count": 27, "review_unit_index": 8, "review_unit_count": 65, - "status": "reviewed", + "status": "error", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ - "issue:36010", - "issue:39404", "issue:39692", "issue:41720", + "issue:42491", "issue:42947", - "issue:43335", - "issue:43381", + "issue:43257", "issue:43404", "issue:43425", "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", "issue:43873", + "issue:43931", "issue:43957", + "issue:43994", + "issue:44075", "issue:44079", "issue:44155", "issue:44164", @@ -2545,15 +2519,12 @@ "issue:44292", "issue:44387", "issue:44402", - "issue:44479", "issue:44488", "issue:44756", - "issue:44863", - "issue:44877", "issue:44910", "issue:44912", - "issue:44928", "issue:44960", + "issue:44991", "issue:45276", "issue:45292", "issue:45335", @@ -2568,252 +2539,390 @@ "issue:45823", "issue:45859", "issue:46050", - "issue:46468", "issue:46829", "issue:46897", - "issue:46901", - "issue:47332" + "issue:46901" ], "soft_pairs": [ - "issue:44960|issue:46050", + "issue:43257|issue:43854", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:42491|issue:45335", + "issue:42491|issue:45292", + "issue:43708|issue:44075", + "issue:43856|issue:44387", "issue:45488|issue:45812", + "issue:44960|issue:46050", + "issue:44164|issue:44291", "issue:45276|issue:45335", "issue:46897|issue:46901", "issue:45362|issue:45406", - "issue:43425|issue:43957", "issue:44402|issue:44488", + "issue:43425|issue:43957", "issue:44291|issue:44756", - "issue:45663|issue:45759", "issue:41720|issue:44155", - "issue:44910|issue:45588", "issue:43404|issue:43454", + "issue:45663|issue:45759", + "issue:44910|issue:45588", "issue:39692|issue:44960", "issue:43873|issue:44387", "issue:42947|issue:45704", "issue:45663|issue:45859", "issue:44079|issue:46829", "issue:44292|issue:44912", - "issue:44155|issue:45823", + "issue:44155|issue:45823" + ], + "prepared_review_unit_hash": "99272209afa38d9ac12e0171a5f7c2532a03270db798b4bcee99ac7d065f125e", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36863, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 9, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:42796", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43957", + "issue:44164", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46665", + "issue:46869", + "issue:46894", + "issue:46901", + "issue:47228", + "issue:47332" + ], + "soft_pairs": [ "issue:36010|issue:39404", "issue:43957|issue:44756", "issue:43335|issue:45663", - "issue:44863|issue:46468", "issue:44387|issue:44756", + "issue:44863|issue:46468", "issue:44479|issue:44877", "issue:45276|issue:45292", "issue:43381|issue:44928", "issue:43957|issue:47332", - "issue:44164|issue:44756" + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:43425|issue:47228", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "issue:46894|issue:46901", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44530|issue:45084", + "issue:43425|issue:46869", + "issue:43611|issue:43645", + "issue:39404|issue:45701", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:39404|issue:46665" ], - "prepared_review_unit_hash": "ed6fc61a604814f03d7b7fefecd8636a4856cde69b72c83fb80142fb6249d366", + "prepared_review_unit_hash": "5892a80618f82cd4321f559d43e5c43967ba9a58973ad7436a0e47e523c529e3", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35941, - "estimated_input_tokens": 8986, - "estimated_eval_tokens": 18228 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "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": "Mostly a heterogeneous cluster of unrelated model/runtime bugs, with a couple of loose thematic overlaps (resize_token_embeddings, training-loss double-shift) but no clear duplicate set strong enough to merge.", - "confidence": 0.77, - "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous; the closest near-duplicate subgroup is the resize_token_embeddings pair around issue 45276.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions. The only clear duplicate-like mini-cluster is around `resize_token_embeddings` not updating model-specific output/decoder embeddings (45276/45292/45335).", + "confidence": 0.83, + "canonical_issue_reason": "issue:45292 is the broadest, most generic report in the resize_token_embeddings/output_embeddings family; 45276 and 45335 read as model-specific manifestations of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45276 is the best representative of the only tight duplicate-like subgroup here, since it has the clearest adjacent match (45292) and a concrete, well-scoped failure mode.", + "best_issue_reason": "issue:45292 best represents the shared embedding-resize regression because it is generic rather than model-specific and covers the common failure mode seen in the nearby reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44960", - "right": "issue:46050", - "accept": false, - "reason": "Both involve model/serialization trouble, but one is a GLM5 topic and the other is sinq quantization save/load breakage; different bug classes and code paths." - }, - { - "left": "issue:45488", - "right": "issue:45812", + "left": "issue:36010", + "right": "issue:39404", "accept": false, - "reason": "Both are tokenizer regressions, but one is LlamaTokenizer pre-tokenizer override and the other is Granite token-id mapping; same broad area, different root cause." + "reason": "Different failures: import path breakage vs Whisper pipeline `return_language` behavior." }, { - "left": "issue:45276", - "right": "issue:45335", + "left": "issue:43957", + "right": "issue:44756", "accept": false, - "reason": "Both mention resize_token_embeddings, but they affect different model families and different destinations (Gemma4 per-layer/output embeddings vs t5gemma decoder.embed_tokens)." + "reason": "Both involve loading/runtime issues, but one is `torch.device(\"meta\")` loading and the other is Strix Halo mmap/OOM; not the same bug." }, { - "left": "issue:46897", - "right": "issue:46901", + "left": "issue:43335", + "right": "issue:45663", "accept": false, - "reason": "Both describe a training-loss double-shift pattern, but they are model-specific reports without evidence of the same implementation or shared code path." + "reason": "Unrelated model/config bug vs Gemma4 FSDP training attention state bug." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "Different failures on different models: Qwen3.5 chat crash versus Gemma4Processor missing _tokenizer in serve." + "reason": "Different problems: int4 quantization memory regression vs mmap/OOM mitigation on a specific platform." }, { - "left": "issue:43425", - "right": "issue:43957", + "left": "issue:44863", + "right": "issue:46468", "accept": false, - "reason": "Both touch torch/version compatibility and loading, but one is a Torch 2.10 incompatibility report while the other is a meta-device loading regression on specific models." + "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is an example breakage; not enough evidence of the same concrete code path." }, { - "left": "issue:44402", - "right": "issue:44488", + "left": "issue:44479", + "right": "issue:44877", "accept": false, - "reason": "Both are model-loading/tokenizer complaints, but they concern different models and different failure modes (vocab bounds vs unable to load cjvt/sleng-bert)." + "reason": "Video-input regression and strict-config loading failure are separate issues." }, { - "left": "issue:44291", - "right": "issue:44756", - "accept": false, - "reason": "TypeError under init_empty_weights and mmap OOM on Strix Halo are unrelated bugs." + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` regression: both report resized embeddings not propagating to output embeddings, with 45276 being a Gemma4-specific instance." }, { - "left": "issue:45663", - "right": "issue:45759", + "left": "issue:43381", + "right": "issue:44928", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states and Qwen multimodal text_config unwrapping are distinct model architecture issues." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to RLHF NaN/SDPA fallback behavior." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:43957", + "right": "issue:47332", "accept": false, - "reason": "Qwen3 device-map CUDA assert and AudioFlamingo3 batched token leak are unrelated failures." + "reason": "Different loading/offloading problems (`meta` loading vs saving a disk-offloaded model)." }, { - "left": "issue:44910", - "right": "issue:45588", + "left": "issue:44164", + "right": "issue:44756", "accept": false, - "reason": "Both involve flash-attention-related crashes, but one is a Qwen3.5 3D position_ids packing bug and the other is an s_aux=None AttributeError on sink-less models." + "reason": "Save/from_pretrained `extra_state` handling is unrelated to Strix Halo mmap OOM." }, { - "left": "issue:43404", - "right": "issue:43454", + "left": "issue:42796", + "right": "issue:46326", "accept": false, - "reason": "Both are lm_head tying bugs, but they affect different model classes and likely different tie-init paths." + "reason": "Tokenizer BPE-marker handling and `continue_final_message` are different tokenizer bugs." }, { - "left": "issue:39692", - "right": "issue:44960", + "left": "issue:45588", + "right": "issue:45663", "accept": false, - "reason": "Documentation example errors for SigLIP2 are unrelated to the GLM5 issue." + "reason": "Flash-attention sinkless-model crash and Gemma4 shared_kv_states/FSDP2 bug are different code paths." }, { - "left": "issue:43873", - "right": "issue:44387", + "left": "issue:45684", + "right": "issue:45698", "accept": false, - "reason": "Both are quantization/memory reports, but one is offloading behavior and the other is increased reserved memory/OOM under int4; not the same bug." + "reason": "One is permissions propagation during save, the other is loading the wrong custom module after save; related area but different bugs." }, { - "left": "issue:42947", - "right": "issue:45704", + "left": "issue:43854", + "right": "issue:45216", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and an apex RMSNorm memory leak are unrelated." + "reason": "Different regressions: GLM-4.7 test loading vs Qwen3.5 save_pretrained corruption." }, { - "left": "issue:45663", - "right": "issue:45859", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "Gemma4 FSDP2 KeyError and Qwen3_5Moe CPU-offload rotary embedding incompatibility are distinct issues." + "reason": "Custom-model initialization in notebooks is unrelated to extra_state save/load handling." }, { - "left": "issue:44079", - "right": "issue:46829", - "accept": false, - "reason": "ModelOutput key assignment bug and VideoPrism hidden_states mispopulation are different code paths." + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same embedding-resize family: both say resized token embeddings do not reach model-specific output/decoder embeddings." }, { - "left": "issue:44292", - "right": "issue:44912", + "left": "issue:43425", + "right": "issue:47228", "accept": false, - "reason": "Both are quantized-model loading problems, but they concern different models and quantization formats, with no sign of a shared defect." + "reason": "General Torch 2.10 incompatibility is not the same as the Sam3 bf16 compilation regression." }, { - "left": "issue:44155", - "right": "issue:45823", + "left": "issue:43646", + "right": "issue:43708", "accept": false, - "reason": "AudioFlamingo3 token leak and Gemma4 PLE device mismatch are unrelated." + "reason": "Custom model initialization breakage vs Trainer checkpoint-resume `max_steps` miscalculation are unrelated." }, { - "left": "issue:36010", - "right": "issue:39404", + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language regression are unrelated." + "reason": "Tokenizer vocab-size mismatch and inability to load a specific model are different issues." }, { - "left": "issue:43957", + "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regressions and Strix Halo mmap OOM are different problems." + "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap/OOM." }, { - "left": "issue:43335", - "right": "issue:45663", + "left": "issue:46894", + "right": "issue:46901", "accept": false, - "reason": "SwitchTransformersConfig sparse-layer creation and Gemma4 FSDP2 attention state rebuilding are unrelated." + "reason": "Both mention training-loss double-shift, but they target different model implementations and do not clearly share one concrete code path." }, { - "left": "issue:44863", - "right": "issue:46468", + "left": "issue:43425", + "right": "issue:43828", "accept": false, - "reason": "Nemotron checkpoint-loading failure and a broken Nemotron example are different issues." + "reason": "Torch-version incompatibility is broader than the specific autocast dtype-mismatch bug." }, { - "left": "issue:44387", - "right": "issue:44756", + "left": "issue:46315", + "right": "issue:46491", "accept": false, - "reason": "Int4 CUDA reserved-memory growth and disabling mmap on Strix Halo are unrelated." + "reason": "Performance regression in `convert_tokens_to_ids` is unrelated to CodeLlama round-trip tokenization loss." }, { - "left": "issue:44479", - "right": "issue:44877", + "left": "issue:45812", + "right": "issue:46315", "accept": false, - "reason": "Video-input regression and strict config blocking granite_speech are different failures." + "reason": "Both are tokenizer regressions, but one is wrong token IDs and the other is a speed regression; different bugs." }, { - "left": "issue:45276", - "right": "issue:45292", + "left": "issue:44530", + "right": "issue:45084", "accept": false, - "reason": "These are the closest pair in the cluster, but one is Gemma4-specific propagation into embed_tokens_per_layer/output_embeddings and the other is a broader output_embeddings propagation bug; not enough evidence of one concrete shared fix." + "reason": "PagedAttentionCache linear_attention failure and non-template-node compile error are unrelated." }, { - "left": "issue:43381", - "right": "issue:44928", + "left": "issue:43425", + "right": "issue:46869", "accept": false, - "reason": "Gradient checkpointing in eval mode and Qwen3.5 RLHF NaN explosion are unrelated." + "reason": "Torch 2.10 incompatibility is not the same as YOLO multi-GPU device-map failure." }, { - "left": "issue:43957", - "right": "issue:47332", + "left": "issue:43611", + "right": "issue:43645", "accept": false, - "reason": "Both involve loading/offloading, but one is meta-device model loading and the other is saving a disk-offloaded Qwen3-VL model; different code paths." + "reason": "Both involve Transformers 5 custom-model behavior, but one is base_model_prefix loading and the other is notebook model initialization; not the same bug." }, { - "left": "issue:44164", - "right": "issue:44756", + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline language return regression and version-dependent tokenization changes are different symptoms in different components." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility issue vs Mistral-3 dtype mismatch are separate problems." + }, + { + "left": "issue:39404", + "right": "issue:46665", "accept": false, - "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM are unrelated." + "reason": "Whisper pipeline regression and `from_pretrained` inside Python classes are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded summary. The cluster is largely heterogeneous by title, and the only clearly supported duplicate-like set is the resize_token_embeddings/output_embeddings family (45276/45292/45335). The accepted soft-edge pairs are conservative and consistent with the packet; no overstatement stands out." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2821,410 +2930,111 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 9, + "review_unit_index": 10, "review_unit_count": 65, - "status": "reviewed", + "status": "error", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:36032", "issue:39404", "issue:40990", "issue:42796", - "issue:43425", + "issue:42915", + "issue:43299", + "issue:43404", "issue:43452", + "issue:43596", "issue:43611", - "issue:43645", - "issue:43646", - "issue:43708", - "issue:43716", - "issue:43828", - "issue:43854", + "issue:43632", + "issue:43644", + "issue:43746", + "issue:43856", "issue:43901", + "issue:43906", + "issue:43931", "issue:43994", "issue:44079", "issue:44164", - "issue:44402", - "issue:44451", + "issue:44265", "issue:44479", + "issue:44488", "issue:44509", "issue:44530", "issue:44589", + "issue:44671", "issue:44683", "issue:44756", "issue:44805", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", "issue:45084", - "issue:45216", - "issue:45292", - "issue:45335", - "issue:45588", - "issue:45663", - "issue:45684", - "issue:45698", - "issue:45701", + "issue:45479", "issue:45759", - "issue:45812", "issue:45823", - "issue:46315", + "issue:46050", "issue:46326", - "issue:46491", - "issue:46665", - "issue:46869", + "issue:46821", "issue:46894", - "issue:46901", - "issue:47228", - "issue:47331" + "issue:46897", + "issue:46899", + "issue:47050", + "issue:47331", + "issue:47333" ], "soft_pairs": [ - "issue:42796|issue:46326", - "issue:45588|issue:45663", - "issue:43854|issue:45216", - "issue:45684|issue:45698", - "issue:43645|issue:44164", - "issue:43425|issue:47228", - "issue:45292|issue:45335", - "issue:43646|issue:43708", - "issue:44402|issue:44451", - "issue:44589|issue:44756", - "issue:43425|issue:43828", - "issue:46894|issue:46901", - "issue:46315|issue:46491", - "issue:45812|issue:46315", - "issue:43425|issue:46869", - "issue:44530|issue:45084", - "issue:44683|issue:45823", - "issue:43611|issue:43645", - "issue:39404|issue:45701", - "issue:43425|issue:43716", - "issue:39404|issue:46665", "issue:44479|issue:44805", "issue:44589|issue:45084", "issue:43901|issue:44509", "issue:40990|issue:47331", "issue:43994|issue:44079", "issue:36032|issue:43452", - "issue:44164|issue:45759" + "issue:44164|issue:45759", + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:43906|issue:44530", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:44164|issue:46821", + "issue:45479|issue:46894", + "issue:44756|issue:47333", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44488|issue:44987", + "issue:43632|issue:47050", + "issue:44488|issue:45081", + "issue:45479|issue:46897", + "issue:43299|issue:43931", + "issue:36032|issue:42915", + "issue:43746|issue:47331", + "issue:43611|issue:43644", + "issue:42796|issue:43404" ], - "prepared_review_unit_hash": "32fa05738d5ca2d84c1125ff0dc38c6c2b45d6e78ab178d1d4141716409f8e0f", + "prepared_review_unit_hash": "be3d463499ec458a90920e606a0fed7a054f6eba0d162aa3cfd757c59281c308", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35699, - "estimated_input_tokens": 8925, - "estimated_eval_tokens": 18106 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is mostly composed of semantically adjacent but distinct issues (tokenizers, custom model loading/saving, precision/device-mismatch, and unrelated regressions). None of the soft pairs are close enough to treat as true duplicates or one merged fix.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45698 is the clearest concrete regression in the save/load custom-module path and is the most central representative of the nearby serialization/loading reports.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the strongest standalone triage target: specific, user-facing, and likely to anchor related save_pretrained/from_pretrained follow-ups without overgeneralizing to unrelated bugs.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:42796", - "right": "issue:46326", - "accept": false, - "reason": "Both mention tokenizer behavior, but one is BPE marker handling and the other is continue_final_message on mistral_common; different code paths and fixes." - }, - { - "left": "issue:45588", - "right": "issue:45663", - "accept": false, - "reason": "Both are attention-related crashes, but one is flash_attention sink-less handling and the other is Gemma4 FSDP2 shared_kv_states rebuilding; not the same bug." - }, - { - "left": "issue:43854", - "right": "issue:45216", - "accept": false, - "reason": "Both concern model loading regressions, but one is a GLM-4.7 test load issue and the other is Qwen3.5 save_pretrained checkpoint corruption." - }, - { - "left": "issue:45684", - "right": "issue:45698", - "accept": false, - "reason": "Both touch save_pretrained/custom-model flows, but one is file permission propagation and the other is wrong module resolution after saving; distinct failures." - }, - { - "left": "issue:43645", - "right": "issue:44164", - "accept": false, - "reason": "Notebook custom-model initialization and extra_state serialization are related only broadly; they describe different breakages and code paths." - }, - { - "left": "issue:43425", - "right": "issue:47228", - "accept": false, - "reason": "Torch-version incompatibility and bf16 compilation regression are both environment-related, but they are separate compatibility bugs." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": false, - "reason": "These are very similar resizing symptoms, but one is generic output_embeddings and the other is t5gemma decoder.embed_tokens; likely related, not clearly identical from the reports alone." - }, - { - "left": "issue:43646", - "right": "issue:43708", - "accept": false, - "reason": "Custom model initialization in notebooks versus Trainer resume max_steps calculation are unrelated bugs." - }, - { - "left": "issue:44402", - "right": "issue:44451", - "accept": false, - "reason": "Both are tokenizer vocab/load issues, but one is pad/unk token placement and the other is inability to load a specific model; too little evidence of the same root cause." - }, - { - "left": "issue:44589", - "right": "issue:44756", - "accept": false, - "reason": "Storage lookup failure for Float8 and mmap OOM on Strix Halo are entirely different runtime problems." - }, - { - "left": "issue:43425", - "right": "issue:43828", - "accept": false, - "reason": "Torch 2.10 incompatibility is a broad version issue, while the autocast error is a model-specific dtype mismatch; not one fixable bug." - }, - { - "left": "issue:46894", - "right": "issue:46901", - "accept": false, - "reason": "They are both training-loss double-shift reports, but they are for different models and no shared concrete implementation details are shown." - }, - { - "left": "issue:46315", - "right": "issue:46491", - "accept": false, - "reason": "Both involve tokenizer behavior, but one is a convert_tokens_to_ids slowdown and the other is a leading-space round-trip regression; different defects." - }, - { - "left": "issue:45812", - "right": "issue:46315", - "accept": false, - "reason": "Granite token ID regression and slow convert_tokens_to_ids are separate tokenizer regressions, not the same bug." - }, - { - "left": "issue:43425", - "right": "issue:46869", - "accept": false, - "reason": "Torch incompatibility and YOLO multi-GPU device_map auto failure are different environment/model-loading problems." - }, - { - "left": "issue:44530", - "right": "issue:45084", - "accept": false, - "reason": "PagedAttentionCache linear_attention crash and non-template node compilation error are unrelated failures." - }, - { - "left": "issue:44683", - "right": "issue:45823", - "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are distinct issues in different subsystems." - }, - { - "left": "issue:43611", - "right": "issue:43645", - "accept": false, - "reason": "Base_model_prefix loading breakage and notebook custom-model initialization regressions are adjacent but not the same underlying bug." - }, - { - "left": "issue:39404", - "right": "issue:45701", - "accept": false, - "reason": "Whisper pipeline return_language regression and tokenization changes across versions are different issues." - }, - { - "left": "issue:43425", - "right": "issue:43716", - "accept": false, - "reason": "Torch 2.10 incompatibility and Mistral-3 image-preprocessor dtype mismatch are separate compatibility problems." - }, - { - "left": "issue:39404", - "right": "issue:46665", - "accept": false, - "reason": "Whisper pipeline behavior and from_pretrained inside Python classes do not share a concrete code path." - }, - { - "left": "issue:44479", - "right": "issue:44805", - "accept": false, - "reason": "Video-input regression for Qwen variants and a mask shape IndexError are different model/runtime failures." - }, - { - "left": "issue:44589", - "right": "issue:45084", - "accept": false, - "reason": "Float8 storage lookup failure and non-template node compilation error are unrelated." - }, - { - "left": "issue:43901", - "right": "issue:44509", - "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline and removed pipeline-task docs are both documentation issues, but not the same doc defect." - }, - { - "left": "issue:40990", - "right": "issue:47331", - "accept": false, - "reason": "High perplexity on a model and Metal quantization batch corruption are completely different symptoms and code paths." - }, - { - "left": "issue:43994", - "right": "issue:44079", - "accept": false, - "reason": "Siglip2 loading/pipeline nonsense outputs and ModelOutput key assignment are different bugs." - }, - { - "left": "issue:36032", - "right": "issue:43452", - "accept": false, - "reason": "Tokenizer add_special_tokens conflict and gguf_file loading breakage are unrelated loader/tokenizer failures." - }, - { - "left": "issue:44164", - "right": "issue:45759", - "accept": false, - "reason": "extra_state save/load handling and unwrap text_config for composite multimodal configs are different serialization/configuration 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": 27, - "review_unit_index": 10, - "review_unit_count": 65, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", - "nodes": [ - "issue:32090", - "issue:36032", - "issue:39404", - "issue:42796", - "issue:42915", - "issue:43299", - "issue:43404", - "issue:43541", - "issue:43596", - "issue:43611", - "issue:43632", - "issue:43644", - "issue:43716", - "issue:43746", - "issue:43856", - "issue:43873", - "issue:43906", - "issue:43931", - "issue:44164", - "issue:44265", - "issue:44451", - "issue:44462", - "issue:44488", - "issue:44530", - "issue:44661", - "issue:44671", - "issue:44683", - "issue:44756", - "issue:44898", - "issue:44912", - "issue:44987", - "issue:44991", - "issue:45081", - "issue:45084", - "issue:45479", - "issue:45823", - "issue:46050", - "issue:46285", - "issue:46326", - "issue:46402", - "issue:46489", - "issue:46821", - "issue:46894", - "issue:46897", - "issue:46899", - "issue:47050", - "issue:47331", - "issue:47333" - ], - "soft_pairs": [ - "issue:44265|issue:44898", - "issue:46050|issue:46326", - "issue:43906|issue:44530", - "issue:43906|issue:46326", - "issue:44991|issue:45081", - "issue:44671|issue:44991", - "issue:39404|issue:44912", - "issue:45823|issue:46899", - "issue:44164|issue:46821", - "issue:44756|issue:47333", - "issue:43596|issue:44683", - "issue:45479|issue:46894", - "issue:43856|issue:44756", - "issue:44488|issue:44987", - "issue:44488|issue:45081", - "issue:43632|issue:47050", - "issue:45479|issue:46897", - "issue:36032|issue:42915", - "issue:43299|issue:43931", - "issue:43746|issue:47331", - "issue:43611|issue:43644", - "issue:42796|issue:43404", - "issue:44462|issue:46489", - "issue:46285|issue:46402", - "issue:43716|issue:45084", - "issue:44661|issue:44683", - "issue:44451|issue:44987", - "issue:32090|issue:39404", - "issue:43873|issue:47331", - "issue:43541|issue:45084", - "issue:42915|issue:44530" - ], - "prepared_review_unit_hash": "8967343781bfb08ed3c1b00639a823aaa6b95744dd80f7c2a1429810f9198aab", - "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37198, - "estimated_input_tokens": 9300, - "estimated_eval_tokens": 18856 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36703, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 }, "overflow_policy": "truncate_then_skip", "trimmed": false, @@ -3246,14 +3056,14 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ - "issue:28530", "issue:34567", "issue:36032", + "issue:39404", "issue:40444", "issue:40990", "issue:42175", @@ -3261,299 +3071,313 @@ "issue:43208", "issue:43262", "issue:43317", - "issue:43377", - "issue:43404", "issue:43421", "issue:43452", "issue:43482", + "issue:43541", "issue:43582", "issue:43632", "issue:43643", "issue:43644", "issue:43645", "issue:43646", + "issue:43716", "issue:43746", - "issue:43792", - "issue:43819", + "issue:43873", "issue:44206", "issue:44220", - "issue:44403", - "issue:44466", + "issue:44451", + "issue:44462", "issue:44530", - "issue:44534", + "issue:44661", + "issue:44671", + "issue:44683", "issue:44737", "issue:44811", - "issue:44849", "issue:44987", "issue:44991", - "issue:45081", "issue:45084", - "issue:45325", "issue:45507", "issue:45584", "issue:45859", "issue:46178", + "issue:46285", "issue:46326", + "issue:46402", + "issue:46489", "issue:46661", - "issue:46869", "issue:47013", "issue:47312", "issue:47331" ], "soft_pairs": [ + "issue:44462|issue:46489", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:44661|issue:44683", + "issue:39404|issue:44671", + "issue:44451|issue:44987", + "issue:43873|issue:47331", + "issue:43541|issue:45084", + "issue:42915|issue:44530", "issue:43643|issue:44530", "issue:40990|issue:43421", "issue:40444|issue:46326", - "issue:36032|issue:43645", "issue:34567|issue:40444", "issue:43644|issue:43646", + "issue:36032|issue:43645", "issue:44737|issue:45859", - "issue:42175|issue:46178", "issue:44206|issue:44220", + "issue:42175|issue:46178", "issue:43582|issue:43632", "issue:44987|issue:44991", "issue:43452|issue:43482", "issue:45084|issue:45507", "issue:43482|issue:47312", - "issue:43262|issue:47331", "issue:43582|issue:47331", + "issue:43262|issue:47331", "issue:44811|issue:45584", "issue:43746|issue:46326", "issue:43208|issue:47013", "issue:43645|issue:46661", - "issue:43262|issue:43377", - "issue:43317|issue:43482", - "issue:44403|issue:45081", - "issue:43792|issue:46869", - "issue:43646|issue:44534", - "issue:42915|issue:45084", - "issue:43377|issue:43819", - "issue:44987|issue:45081", - "issue:44849|issue:45325", - "issue:28530|issue:34567", - "issue:43404|issue:44466" + "issue:43317|issue:43482" ], - "prepared_review_unit_hash": "50bcbcfd63eed0e794e617f49a74e64e43f6f6cb8e10035902e76b41d56df029", + "prepared_review_unit_hash": "26d1c793e16cd89ffa2a0a6581295abd3b12a62dc3b2e02819cac47ee2b3db59", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37201, - "estimated_input_tokens": 9301, - "estimated_eval_tokens": 18858 + "soft_pair_count": 30, + "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": "These are mostly distinct bug reports with only broad keyword overlap (v5 regressions, loading, audio, tokenizer, etc.). I found no soft pair that clearly describes the same underlying bug or change, so none should be merged as duplicates. If one issue has to serve as a cluster anchor, the broadest is the custom-model initialization regression.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-style report in the set: a Transformers v5 custom model initialization regression. It is more representative than the other issues, which are narrower or model-specific.", + "summary": "This cluster is mostly a mix of unrelated Transformers issues across different models and subsystems. The only strong duplicate-like match is the GGUF loading regression pair; the rest look like separate bugs that happen to share broad themes like v5 regressions, tokenizers, or quantization.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43452 is the broader GGUF-loading regression (`gguf_file` / from_pretrained path) and best captures the concrete bug behind the more specific Qwen2.5-GGUF failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it describes a general v5 initialization breakage rather than a one-off model or backend-specific failure.", + "best_issue_reason": "issue:43452 is the best representative issue because it states the underlying loading-path break in a general way and can subsume the specific model report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:44530", + "left": "issue:44462", + "right": "issue:46489", "accept": false, - "reason": "Missing fields from trust_remote_code config vs PagedAttentionCache invalid group type; different code paths and failure modes." + "reason": "Both are tokenizer/model-loading complaints, but they involve different failures and different code paths; not the same bug." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:46285", + "right": "issue:46402", "accept": false, - "reason": "Perplexity regression on a model/dataset vs tokenizer post-processor not updating after runtime special-token edits; unrelated bugs." + "reason": "Both are model-loading regressions, but one is CLIP structure inconsistency and the other is SAM3 text-encoder weights not loading." }, { - "left": "issue:40444", - "right": "issue:46326", + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "IterableDataset multi-image training failure vs continue_final_message behavior in mistral_common tokenizers; different features." + "reason": "Unrelated subsystems: multimodal dtype mismatch vs a template compilation error." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "Tokenizer method-name conflict vs custom model initialization breakage in Jupyter; not the same issue." + "reason": "Different areas entirely: tokenizer mapping handling vs torch flex_attention compilation." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "TrainerState token-count tracking vs multi-image finetuning failure; no shared bug." + "reason": "Whisper pipeline return_language issue is unrelated to CamemBERT masked-LM prediction regression." }, { - "left": "issue:43644", - "right": "issue:43646", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Both are v5 regressions, but one is about junk-filled non-persistent buffers and the other about custom model initialization; distinct defects." + "reason": "Both are loading failures, but for different models and likely different failure modes." }, { - "left": "issue:44737", - "right": "issue:45859", + "left": "issue:43873", + "right": "issue:47331", "accept": false, - "reason": "CPU arange in XLNet relative positions vs Qwen3_Moe rotary embedding offload incompatibility; different models and code paths." + "reason": "Both touch quantization/offload, but one is a general offloading complaint and the other is a specific Metal batched-generate corruption bug." }, { - "left": "issue:42175", - "right": "issue:46178", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Missing TensorFlow in torch extra vs undefined tensorflow_text backend mapping; related ecosystem area but not the same underlying bug." + "reason": "Different failures: grouped_mm tracing error vs template compilation error." }, { - "left": "issue:44206", - "right": "issue:44220", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "Unsupported center argument in LasrFeatureExtractor vs _torch_extract_fbank_features helper issue; same audio area but not clearly the same concrete bug." + "reason": "Both are Qwen-related, but FP8 config failure and PagedAttentionCache linear-attention crash are distinct bugs." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:43643", + "right": "issue:44530", "accept": false, - "reason": "Apple Silicon warmup TypeError vs _is_hf_initialized flag regression; unrelated failures." + "reason": "AutoConfig remote-code field loss is unrelated to Qwen3.5 cache/group-type handling." }, { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Different model-loading failures for different models and likely different causes; only share a broad Transformers v5 context." + "reason": "High perplexity on a model is not the same as tokenizer post-processor not updating at runtime." }, { - "left": "issue:43452", - "right": "issue:43482", + "left": "issue:40444", + "right": "issue:46326", "accept": false, - "reason": "GGUF/from_pretrained breakage in general vs Qwen2.5-GGUF loading failure; same broad area but not enough evidence for the same bug." + "reason": "Different data/model paths: multi-image IterableDataset finetuning vs mistral_common continue_final_message behavior." }, { - "left": "issue:45084", - "right": "issue:45507", + "left": "issue:34567", + "right": "issue:40444", "accept": false, - "reason": "Template compilation error vs GraniteMoEHybrid invalid method call; unrelated issues." + "reason": "Trainer token counting bug and multimodal finetuning failure are unrelated." }, { - "left": "issue:43482", - "right": "issue:47312", + "left": "issue:43644", + "right": "issue:43646", "accept": false, - "reason": "Qwen2.5-GGUF loading failure vs kernels 0.16 incompatibility; different subsystems." + "reason": "Related v5 custom-model regressions, but one is about non-persistent buffers and the other is about custom model initialization; not clearly the same bug." }, { - "left": "issue:43262", - "right": "issue:47331", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "Audio chat-template sample-rate default bug vs MetalConfig quantization batch corruption; entirely different problems." + "reason": "Tokenizer method conflict in T5Tokenizer is separate from custom model initialization breaking in notebooks." }, { - "left": "issue:43582", - "right": "issue:47331", + "left": "issue:44737", + "right": "issue:45859", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError vs batched quantized generate corruption; unrelated." + "reason": "Both involve device/offload behavior, but XLNet CPU arange and Qwen3_5Moe CPU offload are different code paths." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:44206", + "right": "issue:44220", "accept": false, - "reason": "Whisper batch_decode special-token handling vs empty transcription after align_special_tokens; both Whisper-related but not the same concrete bug." + "reason": "Both are audio-feature related, but the unsupported center arg regression is not clearly the same as the generic _torch_extract_fbank_features issue." }, { - "left": "issue:43746", - "right": "issue:46326", + "left": "issue:42175", + "right": "issue:46178", "accept": false, - "reason": "PEFT checkpoint loading for GraniteSpeech vs mistral_common continue_final_message behavior; different components." + "reason": "These are separate backend-registration problems for different optional dependencies." }, { - "left": "issue:43208", - "right": "issue:47013", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "xLSTM smaller-than-7B training blockers vs return_last_states=False crash; same model family but different bugs and fixes." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the `_is_hf_initialized` flag regression." }, { - "left": "issue:43645", - "right": "issue:46661", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "Jupyter custom-model initialization regression vs remote-code model_class missing config_class; related theme, different failure points." + "reason": "Both are versioned loading failures, but they involve different models and are not shown to share the same root cause." }, { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both describe the same GGUF-loading regression: a broad `gguf_file` from_pretrained break and a specific Qwen2.5-GGUF load failure." + }, + { + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "apply_chat_template sample-rate default vs MIMI batch padding-mask mismatch; both audio, but not the same bug." + "reason": "Template compilation failure and GraniteMoEHybrid invalid-method call are different bugs." }, { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:43482", + "right": "issue:47312", "accept": false, - "reason": "device_map auto dequantized-model offload issue vs Qwen2.5-GGUF loading failure; different loading paths and symptoms." + "reason": "GGUF loading failure and kernel compatibility 0.16 are unrelated." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43582", + "right": "issue:47331", "accept": false, - "reason": "Generic loading noise vs Mistral regex patch crash due to backend_tokenizer attribute; unrelated." + "reason": "Allocator warmup TypeError and Metal quantized batched-generate corruption are different issues." }, { - "left": "issue:43792", - "right": "issue:46869", + "left": "issue:43262", + "right": "issue:47331", "accept": false, - "reason": "Whisper model runtime failure vs YOLO multi-GPU device-map failure; different models and code paths." + "reason": "Audio chat-template sampling-rate default and Metal quantized generate corruption are unrelated." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Custom model initialization breakage vs non-persistent buffers filled with junk; both v5 regressions but distinct defects." + "reason": "Both are Whisper/special-token related, but batch_decode skip_special_tokens handling is not the same as empty-transcription generation failure after align_special_tokens." }, { - "left": "issue:42915", - "right": "issue:45084", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs template compilation error; unrelated." + "reason": "See above: different models and likely different tokenizer/loading regressions." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Same underlying GGUF loading path failure; the specific model report fits the broader `gguf_file` regression." + }, + { + "left": "issue:43746", + "right": "issue:46326", "accept": false, - "reason": "MIMI batched-vs-single output mismatch vs DAC from_latents/forward mismatch; both parity bugs in audio models, but not the same one." + "reason": "PEFT adapter local checkpoint loading is unrelated to mistral_common continue_final_message behavior." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:43208", + "right": "issue:47013", "accept": false, - "reason": "Model loading regression for a specific repo vs Mistral tokenizer regex patch crash; separate issues." + "reason": "The broad xLSTM multi-bug report is not clearly the same single bug as the specific return_last_states=False crash." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:43482", + "right": "issue:47312", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug vs Qwen2.5-VL rope-index scaling issue; different models and behaviors." + "reason": "GGUF loading failure and kernel-version incompatibility are unrelated." }, { - "left": "issue:28530", - "right": "issue:34567", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Early stopping metric lookup vs TrainerState token counter not updating; unrelated training-tracker bugs." + "reason": "Different failures in different subsystems; no shared code path is evident." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Untied lm_head weight in Mistral3ForConditionalGeneration vs device-dependent serialization of lm_head.weight; related theme, but different concrete bugs." + "reason": "Device-map/offload dequantized-model loading and GGUF loading are separate problems." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and conservative on the soft edges. The lone accepted match, issue:43452 vs issue:43482, is a plausible same GGUF-loading regression; the rest are reasonably rejected as distinct failures or insufficiently linked. Minor note: the 43452/43482 acceptance appears twice, but that does not affect the substance." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3565,61 +3389,71 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ + "issue:28530", + "issue:34567", "issue:36032", "issue:40444", "issue:41720", - "issue:42796", "issue:42915", "issue:43089", - "issue:43296", + "issue:43262", "issue:43322", + "issue:43377", + "issue:43404", "issue:43425", "issue:43531", "issue:43540", - "issue:43611", "issue:43632", - "issue:43716", + "issue:43646", "issue:43742", - "issue:43746", - "issue:43872", + "issue:43792", + "issue:43819", "issue:43883", "issue:43994", "issue:44008", "issue:44062", - "issue:44220", "issue:44265", "issue:44291", "issue:44403", "issue:44451", "issue:44464", + "issue:44466", "issue:44479", "issue:44488", "issue:44534", "issue:44589", "issue:44610", - "issue:44683", + "issue:44849", "issue:44877", "issue:44987", - "issue:44991", "issue:45081", + "issue:45084", "issue:45216", "issue:45325", "issue:45357", - "issue:45812", "issue:45923", "issue:45987", - "issue:46315", - "issue:46491", "issue:46821", + "issue:46869", "issue:46899", "issue:47254" ], "soft_pairs": [ + "issue:43262|issue:43377", + "issue:44403|issue:45081", + "issue:43646|issue:44534", + "issue:43792|issue:46869", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44987|issue:45081", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:28530|issue:34567", "issue:42915|issue:44291", "issue:36032|issue:43742", "issue:43994|issue:44610", @@ -3629,235 +3463,232 @@ "issue:45923|issue:47254", "issue:44464|issue:45987", "issue:44265|issue:44610", - "issue:36032|issue:41720", - "issue:43531|issue:44877", - "issue:42915|issue:44589", "issue:43322|issue:43540", + "issue:36032|issue:41720", "issue:44479|issue:45325", + "issue:42915|issue:44589", + "issue:43531|issue:44877", "issue:43089|issue:45987", "issue:43632|issue:46821", "issue:43425|issue:44403", "issue:43883|issue:44488", - "issue:43296|issue:43531", "issue:40444|issue:45325", - "issue:44220|issue:44683", - "issue:45216|issue:45357", - "issue:43611|issue:44534", - "issue:43872|issue:44291", - "issue:44991|issue:46315", - "issue:43716|issue:46899", - "issue:44403|issue:44991", - "issue:45812|issue:46491", - "issue:42796|issue:43746" + "issue:45216|issue:45357" ], - "prepared_review_unit_hash": "ab85c76b0ffd53412a4bf15e0e8a454d12d4fa6f14462f70554ecc37c7e12912", + "prepared_review_unit_hash": "acc8dbd64fad9852e922e0ba103b6ed2d164a2b6bc481489edd050bf6de2bf51", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36545, - "estimated_input_tokens": 9137, - "estimated_eval_tokens": 18530 + "soft_pair_count": 30, + "serialized_chars": 36807, + "estimated_input_tokens": 9202, + "estimated_eval_tokens": 18660 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: most items are distinct model- or tokenizer-specific regressions, not duplicates. Only a few soft pairs look like true same-bug reports, mainly around transformers v5 loading/serialization regressions and one Qwen2.5-VL video/rope-index regression.", - "confidence": 0.79, - "canonical_issue_reason": "No single canonical issue covers the whole set; it spans several unrelated regression families. If one representative is needed for the closest duplicate subcluster, issue 44291 best captures the core v5 _is_hf_initialized loading breakage.", + "summary": "This cluster is mostly a set of unrelated transformer issues that only share broad subsystem similarity. I found one likely duplicate/follow-up pair around Qwen3.5 `save_pretrained` checkpoint serialization; the rest should stay separate.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45216 is the broadest and earliest report of the Qwen3.5 `save_pretrained` regression; it reads like the parent bug, while issue:45357 is a narrower follow-up about one incorrect key class.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44291 is the cleanest and most general report of the _is_hf_initialized regression, and it also aligns with the bitsandbytes incompatibility report in 43872.", + "best_issue_reason": "issue:45216 best represents the cluster\u2019s most general, user-facing bug report among the near-duplicate candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Different bugs: default audio sampling-rate handling vs batched-vs-single MIMI padding-mask behavior." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated issues: loading noise/logging vs a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but they affect different code paths: custom init/_is_hf_initialized vs non-persistent buffer serialization." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Different models and failure modes: Whisper runtime failure vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "No shared underlying bug; FP8/Qwen3MoE loading issue is separate from a template-compilation TypeError." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model issues, but one is padding-mask batching and the other is DAC latent reconstruction/STE mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/model loading failures with no clear shared code path." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Same model family, but different bugs: hidden-states output vs rope/position-id scaling." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is a missing tie in model init and the other is device-dependent save_pretrained serialization." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Completely unrelated trainer behaviors: early-stopping metric lookup vs input-token counter updates." + }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Related Qwen3/MoE loading failures, but one is FP8-config trouble and the other is a generic _is_hf_initialized init-empty-weights TypeError; not the same bug." + "reason": "Both relate to initialization/configuration, but they are distinct regressions with different triggers and code paths." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer special-token conflict vs MobileLLM key error; unrelated." + "reason": "Different loading failures: T5 tokenizer special-token conflict vs MobileLLM key error." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Both are multimodal inference issues, but one is a SigLIP2 AutoModel/pipeline output bug and the other is an OmDet processor size mismatch." + "reason": "Different image-model bugs: nonsensical outputs vs processor/model input-size mismatch." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Different tokenizer-loading failures; shared v5 timing doesn't imply the same defect." + "reason": "Unrelated tokenization error vs model-loading failure." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer loading regressions, but ScandiBERT and the Mistral regex patch crash are different code paths." + "reason": "Different models and failures; only both involve loading tokenizers/models at a high level." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma3n attribute collision vs Gemma4 quantized audio/vision dtype cast; different model families and failures." + "reason": "Different multimodal Gemma bugs: variable-name collision vs unsafe dtype cast under 4-bit quantization." }, { "left": "issue:45923", "right": "issue:47254", "accept": false, - "reason": "PEFT checkpointing flag vs DeepSpeed checkpointing error; not the same problem." + "reason": "Both mention gradient checkpointing, but one is a missing support flag and the other is a DeepSpeed/PEFT checkpoint error." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation/compiled forward inconsistency vs StaticCache length type mismatch; separate generation bugs." + "reason": "Different problems: compiled-forward chunked generation inconsistency vs cache sequence-length return type." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export torch_compilable_check failure vs OmDet processor size mismatch; unrelated." + "reason": "Different areas: torch.export / torch_compilable_check vs OmDet processor image size." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal loading/processing issues, but not the same bug or code path." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "T5 tokenizer special-token conflict vs Qwen3 auto device mapping assert; different subsystems." + "reason": "Different regressions: tokenizer loading vs Qwen3 auto device-mapping CUDA assert." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Qwen3-MoE sliding-window bug vs granite_speech strict-config loading; no overlap." + "reason": "Related Qwen VL family, but one is a video-input regression and the other is still-image rope-index scaling." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Qwen3Moe FP8 issue vs float8 storage lookup; both are quantization themed but different errors." + "reason": "No meaningful overlap beyond model/runtime problems; FP8 loading is separate from missing storage object deserialization." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Llava Next segfault on load vs Qwen3OmniMoe video ValueError; different models and code paths." - }, - { - "left": "issue:44479", - "right": "issue:45325", - "accept": true, - "reason": "Same Qwen2.5-VL/Qwen3-VL video-position/rope-index regression in v5.3.0; 45325 is the specific still-image manifestation." + "reason": "Different failures in different model families: sliding-window handling vs strict config loading." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation sync overhead vs StaticCache length contract; unrelated performance vs API bug." + "reason": "Performance overhead in generation is unrelated to cache sequence-length shape/type." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "base_model_prefix loading regression vs TimesFM window_size AttributeError; distinct issues." + "reason": "Different compatibility issues: v5 `_is_hf_initialized` breakage vs TimesFM window_size AttributeError." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 compatibility vs noisy loading logs; not the same bug." + "reason": "Torch-version incompatibility is unrelated to loading noise/logging." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Molmo tied-weights attribute vs loading a specific tokenizer; unrelated." - }, - { - "left": "issue:43296", - "right": "issue:43531", - "accept": false, - "reason": "PaddleOCR-VL load failure vs Qwen3-MoE sliding_window issue; different models." + "reason": "Different loading issues with no shared underlying bug." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Qwen2.5-VL multiple-image finetuning failure vs still-image rope-index scaling bug; different failure modes." - }, - { - "left": "issue:44220", - "right": "issue:44683", - "accept": false, - "reason": "fbank feature extraction bug vs flex_attention compilation bug; unrelated." + "reason": "Both touch Qwen2.5-VL, but one is iterable-dataset multi-image training and the other is rope-index scaling for still images." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 save_pretrained serialization bug; 45357 is the later report that the visual-encoder keys are still wrong." - }, - { - "left": "issue:43611", - "right": "issue:44534", - "accept": false, - "reason": "base_model_prefix loading regression vs non-persistent buffer junk; different v5 regressions." - }, - { - "left": "issue:43872", - "right": "issue:44291", - "accept": true, - "reason": "Same transformers v5 _is_hf_initialized regression: 44291 is the generic loading failure, 43872 is the bitsandbytes Int8Params incompatibility manifestation." - }, - { - "left": "issue:44991", - "right": "issue:46315", - "accept": false, - "reason": "Tokenizer load failure for EMBEDDIA/est-roberta vs slow-tokenizer convert_tokens_to_ids slowdown; different symptoms and code paths." - }, - { - "left": "issue:43716", - "right": "issue:46899", - "accept": false, - "reason": "Mistral dtype mismatch vs Gemma4 quantized multimodal casting; separate model-specific regressions." - }, - { - "left": "issue:44403", - "right": "issue:44991", - "accept": false, - "reason": "Generic loading noise vs tokenizer regression; unrelated." - }, - { - "left": "issue:45812", - "right": "issue:46491", - "accept": false, - "reason": "AutoTokenizer token-ID regression for Granite vs CodeLlama encode/decode leading-space loss; different tokenizer bugs." - }, - { - "left": "issue:42796", - "right": "issue:43746", - "accept": false, - "reason": "Ministral BPE-marker handling vs GraniteSpeech PEFT local-checkpoint loading; unrelated." + "reason": "These look like the same Qwen3.5 `save_pretrained` serialization bug, with 45357 narrowing the problem to incorrect visual-encoder keys." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies the set as mostly heterogeneous, and the few accepted soft pairs are plausible same-bug subclusters from the titles alone (notably the _is_hf_initialized reports, Qwen3.5 save_pretrained regressions, and the Qwen video/rope-index regression)." + "feedback": "The cluster summary is conservative and grounded in the packet: it correctly treats most pairs as unrelated despite broad subsystem similarity, and the one accepted Qwen3.5 `save_pretrained` pairing is well supported by the issue titles and chronology (45216 as the broader earlier report, 45357 as a narrower follow-up about incorrect visual-encoder keys). No soft-edge verdict appears to overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -3871,12 +3702,12 @@ "component_count": 27, "review_unit_index": 13, "review_unit_count": 65, - "status": "reviewed", + "status": "error", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:33666", "issue:35707", @@ -3887,7 +3718,6 @@ "issue:42796", "issue:43296", "issue:43317", - "issue:43377", "issue:43381", "issue:43421", "issue:43482", @@ -3895,44 +3725,54 @@ "issue:43531", "issue:43611", "issue:43632", - "issue:43644", "issue:43646", + "issue:43716", + "issue:43746", "issue:43792", - "issue:43818", "issue:43856", + "issue:43872", "issue:43883", "issue:44079", - "issue:44265", + "issue:44220", "issue:44291", + "issue:44403", "issue:44462", "issue:44509", "issue:44534", "issue:44568", "issue:44589", + "issue:44683", "issue:44756", "issue:44811", "issue:44991", - "issue:45072", "issue:45081", - "issue:45325", - "issue:45491", "issue:45538", "issue:45542", "issue:45663", "issue:45812", - "issue:45834", "issue:45923", - "issue:46402", + "issue:46315", + "issue:46491", "issue:46710", "issue:46821", + "issue:46899", "issue:46909" ], "soft_pairs": [ + "issue:43296|issue:43531", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:43872|issue:44291", + "issue:44991|issue:46315", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:45812|issue:46491", + "issue:42796|issue:43746", "issue:43381|issue:45923", - "issue:44291|issue:44589", "issue:33666|issue:40444", - "issue:43792|issue:44589", + "issue:44291|issue:44589", "issue:40990|issue:44811", + "issue:43792|issue:44589", "issue:43632|issue:44756", "issue:43883|issue:44991", "issue:42796|issue:46710", @@ -3940,222 +3780,40 @@ "issue:44079|issue:45663", "issue:43531|issue:44291", "issue:43482|issue:43525", - "issue:41720|issue:45081", "issue:43421|issue:44568", + "issue:41720|issue:45081", "issue:42175|issue:45542", "issue:44462|issue:45812", "issue:44509|issue:46909", - "issue:43296|issue:46821", "issue:43317|issue:43856", - "issue:42175|issue:43296", "issue:44079|issue:44534", + "issue:43296|issue:46821", + "issue:42175|issue:43296", "issue:43611|issue:43646", - "issue:43482|issue:45538", - "issue:43377|issue:45491", - "issue:43818|issue:46402", - "issue:44265|issue:45072", - "issue:43644|issue:44079", - "issue:45325|issue:45834" + "issue:43482|issue:45538" ], - "prepared_review_unit_hash": "8cff11110636c591d7cb1cc308a4fe2d4cef72965fb15d295e10d682d74db4e8", + "prepared_review_unit_hash": "ff6b5ef376e874c0fd8bb0a4da118defd95b88f8566db1c0a118b7900f380320", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36162, - "estimated_input_tokens": 9041, - "estimated_eval_tokens": 18338 + "soft_pair_count": 32, + "serialized_chars": 37286, + "estimated_input_tokens": 9322, + "estimated_eval_tokens": 18900 }, "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. I found two likely duplicate pairs centered on Transformers v5 regressions: `_is_hf_initialized`/`init_empty_weights`, and non-persistent buffers being filled with junk. The rest are model- or subsystem-specific and should stay separate.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43644 is the clearest, most specific representative of the shared Transformers v5 non-persistent-buffer regression, and it matches a near-exact later duplicate report.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest issue to anchor the cluster: concrete, broadly impactful, and it cleanly captures one of the true duplicate regressions in the set.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43381", - "right": "issue:45923", - "accept": false, - "reason": "Different problems: gradient checkpointing in eval mode vs a missing supports_gradient_checkpointing flag in a remote-code model." - }, - { - "left": "issue:44291", - "right": "issue:44589", - "accept": false, - "reason": "Both are v5 regressions, but one is an init_empty_weights/_is_hf_initialized argument issue and the other is a storage deserialization error; different code paths." - }, - { - "left": "issue:33666", - "right": "issue:40444", - "accept": false, - "reason": "Different Qwen VL workflows and failures: multi-GPU training vs iterable-dataset finetuning with multiple images." - }, - { - "left": "issue:43792", - "right": "issue:44589", - "accept": false, - "reason": "Whisper load failure and Float8 storage lookup failure are unrelated." - }, - { - "left": "issue:40990", - "right": "issue:44811", - "accept": false, - "reason": "Perplexity regression and Whisper batch_decode skip_special_tokens behavior are unrelated." - }, - { - "left": "issue:43632", - "right": "issue:44756", - "accept": false, - "reason": "_is_hf_initialized flag breakage is unrelated to mmap/OOM on Strix Halo." - }, - { - "left": "issue:43883", - "right": "issue:44991", - "accept": false, - "reason": "Different issues: missing all_tied_weights_keys vs tokenizer loading for EMBEDDIA/est-roberta." - }, - { - "left": "issue:42796", - "right": "issue:46710", - "accept": false, - "reason": "Tokenizer BPE-marker handling and an accuracy regression on a different model are not the same bug." - }, - { - "left": "issue:35707", - "right": "issue:40444", - "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." - }, - { - "left": "issue:44079", - "right": "issue:45663", - "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are separate internals." - }, - { - "left": "issue:43531", - "right": "issue:44291", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the init_empty_weights/_is_hf_initialized loading regression." - }, - { - "left": "issue:43482", - "right": "issue:43525", - "accept": false, - "reason": "Both are v5 loading errors, but Qwen2.5-GGUF failure and missing pad_token_id on Llama4Config are distinct issues." - }, - { - "left": "issue:41720", - "right": "issue:45081", - "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Mistral regex patch crash are unrelated." - }, - { - "left": "issue:43421", - "right": "issue:44568", - "accept": false, - "reason": "Runtime post-processor updates and add_special_tokens BOS/EOS behavior are different tokenizer bugs." - }, - { - "left": "issue:42175", - "right": "issue:45542", - "accept": false, - "reason": "Packaging/backend availability issue vs runtime undefined tf backend error; not the same underlying bug." - }, - { - "left": "issue:44462", - "right": "issue:45812", - "accept": false, - "reason": "Both involve AutoTokenizer, but one ignores tokenizer.json and the other miscomputes Granite token IDs; too different to merge confidently." - }, - { - "left": "issue:44509", - "right": "issue:46909", - "accept": false, - "reason": "Docs mentioning removed pipeline tasks is not the same as a broken DIA example." - }, - { - "left": "issue:43296", - "right": "issue:46821", - "accept": false, - "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated." - }, - { - "left": "issue:43317", - "right": "issue:43856", - "accept": false, - "reason": "device_map auto dequantized loading/offload failure and Qwen3 MoE training memory inefficiency are different problems." - }, - { - "left": "issue:42175", - "right": "issue:43296", - "accept": false, - "reason": "TensorFlow backend installation packaging and PaddleOCR-VL loading are unrelated." - }, - { - "left": "issue:44079", - "right": "issue:44534", - "accept": false, - "reason": "ModelOutput key assignment vs non-persistent buffer junk are different regressions." - }, - { - "left": "issue:43611", - "right": "issue:43646", - "accept": false, - "reason": "Both are v5 model-loading regressions, but base_model_prefix loading and custom model initialization are distinct failure modes." - }, - { - "left": "issue:43482", - "right": "issue:45538", - "accept": false, - "reason": "Qwen2.5-GGUF loading and CLIPTokenizer max length are unrelated tokenizer/model issues." - }, - { - "left": "issue:43377", - "right": "issue:45491", - "accept": false, - "reason": "MIMI padding-mask batching bug and Gemma3 NaN embeddings from sliding-window attention are different code paths." - }, - { - "left": "issue:43818", - "right": "issue:46402", - "accept": false, - "reason": "Video-LLaVA missing temporal attention/weight sharing and Sam3Model text encoder loading are unrelated model-specific bugs." - }, - { - "left": "issue:44265", - "right": "issue:45072", - "accept": false, - "reason": "torch.export/torch_compilable_check failure is not the same as bfloat16 dtype mismatches." - }, - { - "left": "issue:43644", - "right": "issue:44079", - "accept": false, - "reason": "Non-persistent buffers being filled with junk is unrelated to ModelOutput key assignment." - }, - { - "left": "issue:45325", - "right": "issue:45834", - "accept": false, - "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 long OCR index errors are different model-specific issues." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -4171,10 +3829,10 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:34634", "issue:35707", @@ -4185,16 +3843,15 @@ "issue:42617", "issue:42796", "issue:42915", - "issue:42947", "issue:43257", "issue:43262", - "issue:43317", "issue:43377", "issue:43454", "issue:43493", "issue:43550", "issue:43582", "issue:43606", + "issue:43644", "issue:43701", "issue:43746", "issue:43818", @@ -4202,13 +3859,12 @@ "issue:43828", "issue:43873", "issue:43994", + "issue:44079", "issue:44186", "issue:44265", "issue:44291", "issue:44466", "issue:44479", - "issue:44568", - "issue:44610", "issue:44829", "issue:44877", "issue:45072", @@ -4216,16 +3872,23 @@ "issue:45357", "issue:45381", "issue:45479", + "issue:45491", "issue:45584", "issue:45701", "issue:45823", - "issue:45920", + "issue:45834", "issue:45923", "issue:46209", + "issue:46402", "issue:46821", "issue:47217" ], "soft_pairs": [ + "issue:43377|issue:45491", + "issue:43818|issue:46402", + "issue:44265|issue:45072", + "issue:45325|issue:45834", + "issue:43644|issue:44079", "issue:40444|issue:45381", "issue:43818|issue:45357", "issue:43493|issue:43994", @@ -4248,123 +3911,148 @@ "issue:41720|issue:45823", "issue:43606|issue:43819", "issue:43454|issue:43550", - "issue:45823|issue:46821", "issue:43257|issue:45923", - "issue:42617|issue:42915", + "issue:45823|issue:46821", "issue:42796|issue:46209", "issue:41553|issue:43582", - "issue:40990|issue:42947", - "issue:44568|issue:45920", - "issue:43377|issue:44610", - "issue:43454|issue:45072", - "issue:43317|issue:43873" + "issue:42617|issue:42915" ], - "prepared_review_unit_hash": "6a751c6ebd38b2198b745a4d97cdd6390bc03f1a1bba19ef67bd15ea4a66587c", + "prepared_review_unit_hash": "724057e0de58d75b6c970f22f31109e6be09edc50b593f8dd3fb9f913080093a", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37583, - "estimated_input_tokens": 9396, - "estimated_eval_tokens": 19048 + "serialized_chars": 37477, + "estimated_input_tokens": 9370, + "estimated_eval_tokens": 18996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Conservative triage: most pairs are clearly distinct, and the two model-related soft edges are only related by failure area, not proven duplicates from titles/metadata alone. I would reject both soft edges and keep the Qwen2.5-VL issue as the best representative in that narrow area.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45381 is the clearest, most concrete Qwen2.5-VL position/rope-index regression report in the set, so it is the best representative issue for this narrow area.", + "summary": "This cluster is highly heterogeneous: the items span many unrelated model-specific bugs, tokenizer issues, device-mapping problems, and training/inference regressions. No soft pair looks like the same concrete underlying defect, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster; the titles point to many unrelated root causes across different models and subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "45381 is the most actionable and specific issue here, with a direct regression description and a well-scoped code path to investigate.", + "best_issue_reason": "There is no globally best issue representative because the cluster is not a cohesive duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batched-sequence masking, but they affect different models and different failure modes; not the same bug." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different loading problems: missing temporal attention vs missing text-encoder weights." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Torch export/compiler checks vs bfloat16 dtype mismatches are unrelated code-path failures." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal indexing issues, but they concern different models and distinct position/index bugs." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Generic state/serialization complaints, but one is about non-persistent buffers and the other about ModelOutput key assignment." + }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Different failures: multi-image finetuning/dataset handling vs video position-id regression." + "reason": "Both are Qwen2.5-VL multimodal regressions, but one is finetuning with multiple images and the other is video position IDs." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different models and bugs: Video-LLaVA architecture issue vs Qwen3.5 save_pretrained key serialization." + "reason": "Unrelated issues: missing temporal attention in Video-LLaVA vs incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { "left": "issue:43493", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2 output discrepancies, but the metadata only shows a likely related symptom family; not enough evidence to call them the same bug." + "reason": "Both mention SigLIP2, but one is an HF-vs-JAX discrepancy while the other is nonsensical AutoModel/pipeline output; not clearly the same defect." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both point to Qwen2.5-VL position/rope indexing, but one is still-image temporal scaling and the other is video vision_position_ids; related, but not proven duplicate." + "reason": "Both touch Qwen2.5-VL position IDs, but one is still-image temporal scaling and the other is a video-input regression; too different to merge." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention tied weights, but one is a config/tie bug and the other is a device-dependent serialization regression." + "reason": "Both involve lm_head weights, but one is weight tying causing bad generation and the other is device-dependent serialization inconsistency." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Unrelated training bugs: flash_attention_3 behavior vs single-label classification zero-loss degeneration." + "reason": "Different layers of the stack: attention-kernel training regression vs loss/label handling for num_labels=1." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Different subsystems: init_empty_weights argument handling vs strict config loading for granite_speech." + "reason": "Init-empty-weights argument mismatch and strict config loading are unrelated loading issues." }, { "left": "issue:40444", "right": "issue:47217", "accept": false, - "reason": "Both involve VL prompts, but the concrete failures differ: multi-image finetuning vs image placeholder in user text." + "reason": "Both are VL-related, but one is a finetuning dataset/multi-image issue and the other is image-placeholder handling in user text." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offload behavior vs tokenization changes across versions are unrelated." + "reason": "Quantization/offloading behavior and tokenization-version changes are unrelated." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL positional indexing." + "reason": "Checkpoint key mismatch has no substantive relation to Qwen2.5-VL rope/index calculations." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position ids." + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are different bugs in different subsystems." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch is unrelated to torch.export support for torch_compilable_check." + "reason": "CPU offload device mismatch for Bark and torch.export failure due to torch_compilable_check are unrelated." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both are regressions, but in different models and code paths: video input handling vs Gemma4 PLE device map mismatch." + "reason": "Qwen video-input regression and Gemma4 device_map mismatch are different model-specific forward-path problems." }, { "left": "issue:43828", @@ -4376,49 +4064,55 @@ "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech checkpoint loading." + "reason": "Audio chat-template sampling-rate defaulting and PEFT local-checkpoint loading are different issues." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity regression and Whisper empty-transcription generation failure are unrelated symptoms." + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription failure are unrelated." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation inputs_embeds/past_key_values are different bugs." + "reason": "BarkProcessor voice preset and progressive generation with inputs_embeds/past_key_values do not share the same bug." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation bug is unrelated to Qwen3 auto device mapping cuda assert." + "reason": "Progressive generation bug and Qwen3 auto device mapping cudaErrorAssert are unrelated." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crash on NER padding/truncation is unrelated to export-time torch_compilable_check failures." + "reason": "Tokenizer padding/truncation crash and torch.export failure are different problems." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device mapping, but the models and failure modes differ too much to be the same bug." + "reason": "Both involve device mapping, but the model failures and root causes differ." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DAC.from_latents/STE mismatch." + "reason": "Bark CPU-offload mismatch and DAC forward/from_latents mismatch are unrelated audio-model issues." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Tied lm_head weights and torch.compile SDPA failures are unrelated." + "reason": "lm_head tying/serialization and torch.compile SDPA failure are different code paths." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion and missing gradient_checkpointing flag are unrelated model-setup issues." }, { "left": "issue:45823", @@ -4426,68 +4120,23 @@ "accept": false, "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." }, - { - "left": "issue:43257", - "right": "issue:45923", - "accept": false, - "reason": "Qwen3 MoE deepspeed conversion and missing gradient_checkpointing flag are different issues." - }, - { - "left": "issue:42617", - "right": "issue:42915", - "accept": false, - "reason": "3d_parallel.py execution failure and Qwen3Moe FP8 failure are unrelated." - }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference on B200." + "reason": "Tokenizer BPE handling and FP8 inference on B200 are unrelated." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error for Voxtral and Apple Silicon caching_allocator TypeError are unrelated." - }, - { - "left": "issue:40990", - "right": "issue:42947", - "accept": false, - "reason": "High perplexity on WikiText and LoRA gradient-checkpointing ineffectiveness are unrelated." - }, - { - "left": "issue:44568", - "right": "issue:45920", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different behaviors and model families." - }, - { - "left": "issue:43377", - "right": "issue:44610", - "accept": false, - "reason": "MIMI batching/padding-mask bug is unrelated to OmDet-Turbo processor size mismatch." - }, - { - "left": "issue:43454", - "right": "issue:45072", - "accept": false, - "reason": "Tied lm_head weights and bfloat16 dtype mismatch are unrelated." - }, - { - "left": "issue:43317", - "right": "issue:43873", - "accept": false, - "reason": "Dequantized model offload load failure and generic quantization offloading issues are too different to merge." + "reason": "Bad AutoTokenizer error messaging and AppleSilicon allocator TypeError are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall read is directionally reasonable, but it overstates the evidence in the two accepted soft edges. From the packet we only have titles/metadata, and neither 43493\u219443994 nor 45325\u219445381 is shown to be the same bug; they are only clearly related by model/failure area. The reasons should stay conservative (e.g. \"likely related\" or \"possibly duplicate\") rather than asserting a shared implementation mismatch or same code path. The rest of the false verdicts are mostly conservative, but the two true verdicts are too strong for the available evidence, so I would reject." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -4500,28 +4149,27 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:26413", "issue:28530", - "issue:36010", "issue:36331", "issue:40990", "issue:41720", "issue:42617", "issue:42915", + "issue:42947", "issue:43065", "issue:43295", + "issue:43317", "issue:43322", "issue:43377", "issue:43450", "issue:43454", - "issue:43550", "issue:43572", - "issue:43646", "issue:43720", "issue:43749", "issue:43873", @@ -4530,6 +4178,8 @@ "issue:44451", "issue:44466", "issue:44534", + "issue:44568", + "issue:44610", "issue:44756", "issue:44877", "issue:44898", @@ -4541,12 +4191,12 @@ "issue:45701", "issue:45704", "issue:45759", + "issue:45920", "issue:46050", "issue:46305", "issue:46315", "issue:46402", "issue:46612", - "issue:46665", "issue:46821", "issue:46858", "issue:46897", @@ -4554,17 +4204,22 @@ "issue:47317" ], "soft_pairs": [ + "issue:44568|issue:45920", + "issue:40990|issue:42947", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43317|issue:43873", "issue:43749|issue:44534", - "issue:36331|issue:42617", "issue:43454|issue:43720", + "issue:36331|issue:42617", "issue:43377|issue:44898", "issue:41720|issue:43322", "issue:43572|issue:45759", "issue:46305|issue:46315", - "issue:36331|issue:42915", "issue:43322|issue:46050", - "issue:44877|issue:44991", + "issue:36331|issue:42915", "issue:41720|issue:44977", + "issue:44877|issue:44991", "issue:44387|issue:45704", "issue:40990|issue:45701", "issue:41720|issue:42617", @@ -4578,207 +4233,216 @@ "issue:43065|issue:46402", "issue:44451|issue:47020", "issue:43295|issue:45701", - "issue:46612|issue:46858", - "issue:36010|issue:42617", - "issue:43550|issue:43720", - "issue:43646|issue:46665" + "issue:46612|issue:46858" ], - "prepared_review_unit_hash": "f473114d64de0132d0e4d5a2a64e3858cd9eebcb9246f6c8eef4f0f844b0db20", + "prepared_review_unit_hash": "2a6880f3bed5905c567424b137dc0cff96e391cad821dc44192fa315db53eb67", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35475, - "estimated_input_tokens": 8869, - "estimated_eval_tokens": 17994 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36763, + "estimated_input_tokens": 9191, + "estimated_eval_tokens": 18638 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a duplicate cluster: the issues span many unrelated regressions across loading, tokenization, generation, quantization, and model-specific behavior. I would not merge any of the soft-edge pairs as the same underlying bug/change.", - "confidence": 0.34, - "canonical_issue_reason": "Issue 43646 is the broadest, most central regression report in the set: a Transformers 5.0.0 custom-initialization breakage. If one issue must anchor this mixed group, it is the most representative umbrella for the version-regression theme.", + "summary": "No convincing duplicate pairs here; the set is mostly a grab-bag of unrelated Transformers regressions across tokenization, loading, quantization, generation, and training. If one issue must anchor the cluster, the broad cross-model tokenizer regression in issue 45920 is the best representative.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45920 is the broadest and most representative of the only loosely related subset here: a v5 tokenizer regression affecting multiple models, rather than a narrow single-model symptom.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the best single representative because it is a general API/regression report rather than a narrow model-specific symptom, so it is the most plausible catch-all among otherwise unrelated issues.", + "best_issue_reason": "Issue 45920 has the widest scope, clear user impact, and the strongest chance of subsuming nearby tokenization-related reports as the cluster's representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "Different failure modes: FSDP RAM-efficient loading vs non-persistent buffer serialization/junk values." + "reason": "Both are tokenizer regressions, but one is a specific add_special_tokens/BOS-EOS bug while the other is wrong token IDs across several models; not the same code-path." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity quality issue vs LoRA/gradient-checkpointing behavior; unrelated failures." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask output mismatch and OmDet image-size mismatch are different model/processor bugs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight-tying serialization bug vs dtype mismatch in inference; different underlying problems." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/quantization, but one is a dequantized model load failure and the other is a broader offloading-not-working report; too different to merge." + }, + { + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Unrelated trainer API mismatch versus a 3D parallel example/runtime failure." + "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer junk are separate loading/state bugs." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Both are weight/loading problems, but they affect different models and code paths: tied lm_head weights vs packed-weight unpacking under accelerate." + "reason": "AylaVision weight tying and BitNet packed-weight unpacking are unrelated model-loading issues." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature error and a 3d_parallel script failure are not the same bug." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different model paths and bugs: MIMI padding-mask batching issue vs Perceiver positional interpolation at non-default resolution." + "reason": "Padding-mask consistency in MIMI and Perceiver non-default-resolution handling are distinct issues." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Both involve model execution failures, but one is an A800 device-mapping assert and the other is a Llava Next segfault on load." + "reason": "Qwen3 auto device-map cuda assert and Llava Next segfault are different model-loading failures." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Both are config-related, but one is a missing pad_token_idx and the other is wrong text_config unwrapping for composite multimodal configs." + "reason": "Missing pad_token_idx in a config and unwrapping text_config for composite Qwen configs are different config-schema issues." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Completely different areas: streaming mask off-by-one versus tokenizer lookup performance regression." - }, - { - "left": "issue:36331", - "right": "issue:42915", - "accept": false, - "reason": "Trainer custom-loss signature mismatch is unrelated to Qwen3Moe FP8 configuration failure." + "reason": "Sliding-window off-by-one in streaming masking vs tokenizer lookup slowdown; unrelated." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Both touch model loading/saving, but one is a Llava Next segfault and the other is sinq quantized model round-trip corruption." + "reason": "Segfault on load and quantized save/load breakage are different failure modes and code paths." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Both are loading failures, but one is strict config validation and the other is tokenizer construction for a specific model." + "reason": "CustomTrainer compute_loss argument mismatch and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Different Qwen3.5 failures: device-mapping assert versus flash-attention generation correctness." + "reason": "Auto device-mapping crash and flash-attention generation corruption are different Qwen3.5 issues." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are unrelated." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Both mention memory issues, but one is int4 quantization reserved-memory OOM and the other is an apex RMSNorm leak in T5." + "reason": "Int4 quantization memory growth and T5 apex RMSNorm leak are different performance/memory bugs." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity anomaly on one model is not the same as a tokenization-behavior regression." + "reason": "Model perplexity regression and version-dependent tokenization changes are not the same concrete bug." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Device-mapping assert on Qwen3 is unrelated to the 3d_parallel.py execution failure." + "reason": "CUDA assert on Qwen3 loading and inability to run 3d_parallel.py are unrelated." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor shape bug is unrelated to tokenization changes." + "reason": "Batched video processor shape bug vs tokenizer version changes; different subsystems." }, { "left": "issue:46897", "right": "issue:47317", "accept": false, - "reason": "Both are training-loss bugs, but they are model-specific and described as separate issues, not one shared code-path defect." + "reason": "Both are training-loss bugs, but they are model-specific and no shared code path is evident." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Different serialization regressions affecting different components: lm_head.weight vs visual encoder keys." + "reason": "Different save_pretrained serialization regressions affecting different weight/key paths." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization offloading behavior and mmap OOM on Strix Halo are different problems." + "reason": "Quantization offload regression and mmap-on-Strix-Halo OOM are separate hardware/memory issues." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Resume-from-checkpoint epoch iterator failure is unrelated to early stopping metric selection." + "reason": "Checkpoint resumption failure and early-stopping metric selection are unrelated training-loop behaviors." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer batching crash and bfloat16 dtype mismatch are different subsystems and bugs." + "reason": "Tokenizer crash on NER/batched padding and dtype mismatches in inference are different bugs." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS histogram limitation on Int tensors is unrelated to a TimesFM window_size AttributeError." + "reason": "MPS Int histogram support error and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Both are Sam3-related, but one is a dummy Conv2d placeholder and the other is missing text-encoder weight loading." + "reason": "Dummy Conv2d in Sam3PixelDecoder and missing text-encoder weights in Sam3Model are different SAM3 issues." }, { "left": "issue:44451", "right": "issue:47020", "accept": false, - "reason": "Tokenizer loading failures, but one is ScandiBERT-specific loading and the other is an XLMRoberta/Unigram constructor mismatch." + "reason": "Cannot load a specific checkpoint and a Unigram-vocab constructor type mismatch are different tokenizer/model loading failures." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Custom processor/tokenizer API regression is not the same as a general tokenization-behavior change." + "reason": "Processor.tokenizer/image-passing regression and tokenization changes are not the same bug." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both involve generation/cache internals, but one is beam-search cache reorder and the other is prefill seq-length tensor arithmetic under torch.compile." - }, - { - "left": "issue:36010", - "right": "issue:42617", - "accept": false, - "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures." - }, - { - "left": "issue:43550", - "right": "issue:43720", - "accept": false, - "reason": "torch.compile SDPA failure for Bamba is unrelated to accelerate loading of packed BitNet weights." - }, - { - "left": "issue:43646", - "right": "issue:46665", - "accept": false, - "reason": "Both mention model initialization/loading, but one is a broad Transformers 5.0 breakage while the other is an inconsistency specific to from_pretrained inside Python classes." + "reason": "Beam-search cache reorder omission and device-tensor cache length arithmetic are both cache-related, but they affect different code paths and outcomes." } ] }, @@ -4797,18 +4461,16 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:28530", "issue:29159", "issue:30064", "issue:33666", - "issue:34634", "issue:36032", - "issue:36331", "issue:41720", "issue:42915", "issue:43316", @@ -4820,8 +4482,10 @@ "issue:43572", "issue:43577", "issue:43606", + "issue:43646", "issue:43708", "issue:43716", + "issue:43720", "issue:43881", "issue:44008", "issue:44186", @@ -4843,6 +4507,7 @@ "issue:45684", "issue:45823", "issue:46291", + "issue:46665", "issue:46821", "issue:46858", "issue:46869", @@ -4851,8 +4516,10 @@ "issue:47337" ], "soft_pairs": [ - "issue:43577|issue:43708", + "issue:43550|issue:43720", + "issue:43646|issue:46665", "issue:44186|issue:44610", + "issue:43577|issue:43708", "issue:43550|issue:43606", "issue:43881|issue:44488", "issue:43404|issue:45357", @@ -4861,221 +4528,219 @@ "issue:44610|issue:44898", "issue:41720|issue:45161", "issue:44423|issue:45406", - "issue:28530|issue:33666", "issue:44008|issue:45823", + "issue:28530|issue:33666", "issue:43531|issue:43572", "issue:42915|issue:46291", - "issue:36331|issue:41720", "issue:43441|issue:47337", "issue:44734|issue:46858", "issue:45479|issue:47317", - "issue:44671|issue:44743", "issue:44186|issue:44361", "issue:44464|issue:46858", + "issue:44671|issue:44743", "issue:45632|issue:45684", - "issue:43716|issue:46821", "issue:46894|issue:47317", + "issue:43716|issue:46821", "issue:28530|issue:30064", "issue:43316|issue:44913", - "issue:29159|issue:36032", - "issue:30064|issue:34634" + "issue:29159|issue:36032" ], - "prepared_review_unit_hash": "c330a6b538a4d9f2a8b866a5b35bf0b43665c037705b6c9feb071849d7e3e226", + "prepared_review_unit_hash": "294a4f62b83a1f520f23820e7175cb39420fae6fa23cf75f487f47d9016e8671", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35632, - "estimated_input_tokens": 8908, - "estimated_eval_tokens": 18072 + "serialized_chars": 36226, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad false-positive mix of unrelated issue reports across tokenizers, multimodal processors, training, cache/generation, and device-mapping paths; none of the soft pairs look like true duplicates.", + "summary": "This cluster is mostly a loose bag of Transformers bug reports with only superficial overlap (loading, device maps, cache, tokenizers, compile). None of the soft pairs look like the same underlying bug or change, so all duplicate candidates should be rejected.", "confidence": 0.92, - "canonical_issue_reason": "issue:46858 is the clearest, most technically specific bug report in the set and best represents the runtime/caching side of the cluster; the rest are mostly unrelated one-off model or API issues.", + "canonical_issue_reason": "If forced to pick an anchor, issue:43550 is the least-bad canonical because it is a concrete runtime failure and sits in one of the densest soft-similarity neighborhoods, but the cluster is too heterogeneous for a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46858 has the strongest concrete failure description and most actionable low-level symptom, making it the best representative issue here even though the cluster does not center on a single duplicate bug.", + "best_issue_reason": "Issue:43550 is the best overall representative only in the weak sense that it is a concrete, user-visible model execution bug; it is not actually a reliable duplicate hub for the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Different failures: dtype propagation on Blip2 loading vs resume_from_checkpoint max_steps recalculation." + "reason": "Both are runtime/model-loading failures, but the model paths and root causes differ: SDPA/torch.compile vs accelerate loading of packed weights." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both mention model initialization/loading, but one is a Transformers 5.0 custom-model breakage and the other is from_pretrained behavior inside Python classes; not the same bug." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Both are processor-related, but one is a LayoutLMv2 tokenizer/NER padding crash and the other is an OmDet-Turbo image-size mismatch." + "reason": "Tokenizer/NER padding issues versus image processor output-size mismatch; different components and failure modes." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is a Blip2 dtype propagation bug; the other is Trainer checkpoint-resume max_steps miscalculation. No shared underlying defect." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different models and code paths: Bamba torch.compile+SDPA vs Bark CPU offload device mismatch." + "reason": "Both are device/runtime errors, but one is torch.compile+SDPA on Bamba and the other is CPU offload device mismatch in a different model path." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but for unrelated models with different causes and code paths." + "reason": "Both are loading failures, but they involve different models and different causes; too broad to be the same bug." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Different multimodal bugs: untied lm_head in Mistral3ForConditionalGeneration vs incorrect visual encoder keys saved by Qwen3.5." + "reason": "lm_head weight tying in Mistral3 is unrelated to incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failures are unrelated." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Quantization/offload themes overlap, but these are distinct failures in different models and loading paths." + "reason": "FineGrainedFP8Config failure and dequantized-model gpu/cpu offload failure are both load-time issues but not the same code-path problem." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both involve image handling, but one is a processor output-size bug and the other is a Perceiver resolution/interpolation failure." + "reason": "Both involve image input sizing, but OmDet-Turbo processor/model mismatch and Perceiver non-default-resolution handling are different bugs." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different parallelism bugs: Qwen3 auto device mapping assert vs GPT-OSS MoE tensor-parallelism not working." + "reason": "Qwen3 auto device mapping cudaErrorAssert and GPT-OSS MoE tensor-parallel failure are separate parallelism issues." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Serve crashes in different ways: continuous-batching multimodal input handling vs Gemma4Processor missing _tokenizer." + "reason": "Both affect serve with multimodal models, but one is a tensor/string conversion crash and the other is a missing _tokenizer attribute; different root causes." }, { - "left": "issue:28530", - "right": "issue:33666", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Trainer early-stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." + "reason": "Gemma3n variable-name collision in forward is unrelated to Gemma4 PLE device mismatch during forward." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:28530", + "right": "issue:33666", "accept": false, - "reason": "Gemma3n variable collision causing missing audio_mel_mask is unrelated to Gemma4 PLE device mismatch." + "reason": "Early-stopping metric selection and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are different bugs." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are unrelated config/model bugs." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "FineGrainedFP8Config failure and kernels v0.15 import/revision requirement are unrelated." - }, - { - "left": "issue:36331", - "right": "issue:41720", - "accept": false, - "reason": "CustomTrainer.compute_loss signature breakage is unrelated to Qwen3 auto device mapping cudaErrorAssert." + "reason": "FP8 model load failure and pipelines import failure due to kernels dependency metadata are unrelated." }, { "left": "issue:43441", "right": "issue:47337", "accept": false, - "reason": "FlashAttention compatibility in Ministral-3 and a flaky bbox coordinate test are not the same underlying issue." + "reason": "FlashAttention failure in Ministral-3 and a flaky bbox-range test are unrelated." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both touch cache logic, but one is serve/KV-cache continuation indexing and the other is static-cache seq_length arithmetic on non-CUDA backends." + "reason": "Both touch cache/compile logic, but one is serve KV-cache continuation indexing and the other is static-cache seq_length returning a device tensor on non-CUDA backends; not the same defect." }, { "left": "issue:45479", "right": "issue:47317", "accept": false, - "reason": "A degenerate loss for single-label classification with num_labels=1 is not the same as a model-specific training-loss bug." - }, - { - "left": "issue:44671", - "right": "issue:44743", - "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are different model-specific defects." + "reason": "Single-label classification zero-loss bug and PPFormulaNet training-loss bug are too different and lack a shared concrete root cause." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer failures, but they affect different tokenizers and have different crash modes." + "reason": "Two tokenizer AttributeErrors, but for different tokenizers and different task flows; not enough evidence of one bug." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Compiled forward chunked generation inconsistency is distinct from the static-cache seq_length device-tensor arithmetic bug." + "reason": "Both involve compilation and generation/cache behavior, but one reports inconsistent outputs from compiled forward while the other is a specific seq_length tensor arithmetic bug." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation in save_pretrained are unrelated file-system bugs." + "reason": "CamemBERT masked LM prediction regression and Qwen3.5 recurrent state reset are unrelated model-specific behaviors." }, { - "left": "issue:43716", - "right": "issue:46821", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "Cache-path collision for trust_remote_code and read-only permission propagation in save_pretrained are different filesystem issues." }, { "left": "issue:46894", "right": "issue:47317", "accept": false, - "reason": "Both mention training loss, but they are model-specific bugs with different mechanics and no shared code path shown." + "reason": "Both mention training loss, but one is a double-shift ASR bug and the other is an unspecified PPFormulaNet loss issue; not the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric resolution and void segmentation-map processing are unrelated." + "reason": "Trainer early stopping and image processor void-segmentation handling are unrelated." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload regression are different config bugs." + "reason": "Both are config/API consistency issues, but they concern different models and different fields; no shared defect." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and T5Tokenizer add_special_tokens conflict are different tokenizer issues." - }, - { - "left": "issue:30064", - "right": "issue:34634", - "accept": false, - "reason": "Image processor void-segmentation handling and BarkProcessor voice_preset support are unrelated." + "reason": "Slow/fast tokenizer inconsistency and T5Tokenizer load-time add_special_tokens conflict are different tokenizer problems." } ] }, @@ -5094,11 +4759,12 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ + "issue:30064", "issue:33357", "issue:34567", "issue:34634", @@ -5116,7 +4782,6 @@ "issue:43540", "issue:43550", "issue:43606", - "issue:43644", "issue:43653", "issue:43720", "issue:43746", @@ -5149,18 +4814,19 @@ "issue:47254" ], "soft_pairs": [ - "issue:43452|issue:47020", "issue:43881|issue:44991", + "issue:43452|issue:47020", "issue:42915|issue:43322", + "issue:30064|issue:34634", "issue:45701|issue:47145", "issue:33357|issue:35707", - "issue:43873|issue:45704", "issue:43526|issue:43883", + "issue:43873|issue:45704", "issue:43540|issue:43782", - "issue:44492|issue:44509", "issue:43531|issue:45759", - "issue:44534|issue:46665", + "issue:44492|issue:44509", "issue:43550|issue:43653", + "issue:44534|issue:46665", "issue:41720|issue:43746", "issue:43257|issue:47254", "issue:43606|issue:43720", @@ -5169,30 +4835,29 @@ "issue:34567|issue:35707", "issue:43531|issue:46821", "issue:34634|issue:41720", - "issue:43531|issue:44589", "issue:43606|issue:43653", + "issue:43531|issue:44589", "issue:43388|issue:45059", "issue:45759|issue:45859", "issue:44451|issue:44991", "issue:45357|issue:46402", "issue:43540|issue:46858", - "issue:44077|issue:44625", - "issue:43644|issue:46665" + "issue:44077|issue:44625" ], - "prepared_review_unit_hash": "a9142642b343f1ad5d5b9d4b5cbb9c56dc60896fdc6a0e7f345aaa9c1b829bc5", + "prepared_review_unit_hash": "0d940b523db8c70b46100ad8cafa2b4ea3b949b344dab85c21351254bfd1719f", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36356, + "serialized_chars": 36355, "estimated_input_tokens": 9089, "estimated_eval_tokens": 18434 }, @@ -5201,186 +4866,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly semantically similar but not true duplicates: they describe different models, different code paths, or different failure modes. No PRs are present. I\u2019d treat this cluster as loosely related loading/runtime issues, not mergeable duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43873 is the best representative if one must be chosen: it has the strongest discussion/inbound-reference signal and sits at the center of the broader offloading/quantization/runtime-loading theme.", + "summary": "This cluster is mostly a set of unrelated issue reports that only share broad surface-area similarity. None of the soft pairs look like true duplicates or the same concrete fix target, so they should not be merged.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43873 is the broadest and most central report in the set, with the highest inbound activity and a reusable bug theme around offloading/quantization behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most central and impactful issue in the set, with the highest external signal and a broad runtime failure surface.", + "best_issue_reason": "43873 is the best representative issue because it is a real runtime regression with broader applicability than the model- or processor-specific reports around it.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43452", - "right": "issue:47020", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/load failures, but one is about gguf_file handling for AutoTokenizer/AutoModel, while the other is an XLMRobertaTokenizer/Unigram type mismatch." + "reason": "Different failures: one is a specific glm-4v loading problem, the other is a tokenizer-loading regression in v5." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:43452", + "right": "issue:47020", "accept": false, - "reason": "Both are model-loading failures, but they affect different models and different breakpoints: glm-4v-9b loading versus tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Both involve loading/tokenizers, but the concrete bugs differ: gguf_file handling vs Unigram constructor input type." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "One is a FineGrainedFP8Config failure for Qwen3Moe; the other is a segmentation fault when loading Llava Next. Different model families and failure modes." + "reason": "Qwen3MoE FP8 config failure and Llava Next segfault are unrelated code paths and symptoms." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation-map processing and Bark voice_preset handling are different processor bugs." }, { "left": "issue:45701", "right": "issue:47145", "accept": false, - "reason": "Both mention tokenization/version-sensitive behavior, but one is a tokenization drift report and the other is a compressed-tensors FP8 weight_scale bug." + "reason": "Tokenization changes across versions is not the same as missing weight_scale application for FP8 frozen checkpoints." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error loading a CLIP model is unrelated to progressive generation with inputs_embeds and past_key_values." - }, - { - "left": "issue:43873", - "right": "issue:45704", - "accept": false, - "reason": "Both concern runtime/model behavior, but one is offloading with quantization while the other is a T5-specific Apex RMSNorm memory leak." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are separate problems." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels is an image-preprocessing bug; Molmo all_tied_weights_keys is a model attribute/load issue." + "reason": "BEiT label reduction and Molmo missing all_tied_weights_keys are unrelated model implementation issues." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "One is a video-input processing ValueError in Qwen3OmniMoe; the other is a from_pretrained weight_only=True error in Qwen3VL." + "reason": "Quantization/offloading behavior is distinct from the T5 apex.FusedRMSNorm memory leak." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "A typo in cache strategies is not the same as outdated docs mentioning removed pipeline tasks." + "reason": "Video-input processing in Qwen3OmniMoe and Qwen3VL weight_only loading failure do not share the same bug." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen3 MoE/composite configs, but one is a sliding_window issue and the other is AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "One is a sliding_window bug in Qwen3-MoE; the other is config unwrapping for composite Qwen 3.5/3.6 models." }, { - "left": "issue:44534", - "right": "issue:46665", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Non-persistent buffers filled with junk is a framework regression; inconsistent from_pretrained behavior inside Python classes is a separate API behavior issue." + "reason": "A typo in cache strategy docs/config is not the same as stale v5 pipeline documentation." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Bamba-9B-v2 torch.compile SDPA failure and BigBirdTokenizer special-token registration are unrelated." + "reason": "Torch.compile/SDPA behavior in Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk values and from_pretrained behavior inside Python classes are different regressions." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert on A800 is a GPU/device-mapping failure; GraniteSpeech PEFT local-checkpoint loading is a different loader path." + "reason": "CUDA assert from auto device mapping is not the same code-path as PEFT adapter local checkpoint loading." }, { "left": "issue:43257", "right": "issue:47254", "accept": false, - "reason": "Qwen3 MOE weights not converted with accelerate+deepspeed and a PEFT/ZeRO-3 checkpoint error are both training/loading issues but not the same code path." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and PEFT ZeRO-3 checkpointing are separate save/load bugs." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both are CI/runtime loading problems, but one is device mismatch with CPU offload and the other is unpacking packed BitNet weights during accelerate loading." + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are different failures." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "A trailing-slash import warning and a video-branch undefined-variable bug in multimodal token counting are different defects." + "reason": "Trailing-slash import warning and undefined video-branch helpers in multimodal token counting are unrelated." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in transformers serve is unrelated to streaming chat/completions failures for Qwen3.5-0.8B." + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are different paths." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState num_input_tokens_seen not updating is a trainer bookkeeping bug, not a generation-path issue with inputs_embeds/past_key_values." + "reason": "TrainerState token counting and progressive generation with embeds/past key values are unrelated training vs generation issues." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Both mention Qwen3-MoE/sizing behavior, but sliding_window and TimesFM window_size AttributeError are distinct models and APIs." + "reason": "Both mention windowing, but Qwen3-MoE sliding_window and TimesFM window_size attribute errors are not the same bug." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset failure and Qwen3 auto device mapping cudaErrorAssert are unrelated model-specific bugs." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cuda asserts are completely different failures." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Sliding_window in Qwen3-MoE is unrelated to the Float8 storage lookup error when loading quantized checkpoints." + "reason": "CPU offload device mismatch and tokenizer special-token decode behavior do not overlap in implementation." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "CPU offload device mismatch and BigBirdTokenizer mask token registration are different subsystems and failure classes." + "reason": "A Qwen3-MoE sliding_window bug is unrelated to the Float8 storage loading error." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "gather_for_metrics tuple-label truncation and SAM3 PCS text/bbox odd behavior are different evaluation versus multimodal-input bugs." + "reason": "Metric gathering truncation and SAM3 text/box behavior are different functional areas and symptoms." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen3.5/MoE configs, but one is from_config text_config unwrapping and the other is CPU-offload incompatibility in rotary embedding forward." + "reason": "Config unwrapping for Qwen multimodal models is distinct from CPU-offload incompatibility in rotary embeddings." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "ScandiBERT loading failure and est-roberta tokenizer failure are separate model/tokenizer regressions." + "reason": "Both are loading-related, but one is a specific model load failure and the other is a tokenizer regression across versions." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Saving incorrect visual encoder keys and text encoder weights not loaded are opposite sides of Qwen3.5 vs Sam3 model handling, not the same bug." + "reason": "Incorrect saved visual encoder keys and missing text encoder weights are not the same save/load defect." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and static-cache slice arithmetic on non-CUDA backends are unrelated runtime paths." + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to static-cache slice arithmetic under torch.compile." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are distinct config/architecture issues." - }, - { - "left": "issue:43644", - "right": "issue:46665", - "accept": false, - "reason": "Non-persistent buffer junk in Transformers v5 is a framework initialization regression; from_pretrained inside Python classes is a different loading-context inconsistency." + "reason": "Optional post_init policy and num_labels propagation in Qwen3.5 are separate configuration issues." } ] }, @@ -5402,7 +5067,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:30064", "issue:36010", @@ -5412,9 +5077,11 @@ "issue:43381", "issue:43421", "issue:43493", + "issue:43644", "issue:43653", "issue:43673", "issue:43746", + "issue:43782", "issue:43844", "issue:43873", "issue:43927", @@ -5422,7 +5089,6 @@ "issue:44062", "issue:44368", "issue:44451", - "issue:44464", "issue:44514", "issue:44545", "issue:44610", @@ -5433,12 +5099,12 @@ "issue:44918", "issue:44936", "issue:44987", - "issue:44995", "issue:45042", "issue:45072", "issue:45081", "issue:45356", "issue:45357", + "issue:45381", "issue:45479", "issue:45704", "issue:45923", @@ -5446,29 +5112,29 @@ "issue:46050", "issue:46463", "issue:46655", + "issue:46665", "issue:46693", - "issue:46858", - "issue:47050", "issue:47333", "issue:47337" ], "soft_pairs": [ + "issue:43644|issue:46665", "issue:45923|issue:47333", "issue:44987|issue:45042", "issue:44062|issue:44451", - "issue:44898|issue:45072", "issue:44625|issue:45479", + "issue:44898|issue:45072", "issue:44918|issue:44936", - "issue:43381|issue:43844", "issue:39692|issue:44610", + "issue:43381|issue:43844", "issue:41720|issue:45704", "issue:42886|issue:44843", "issue:44368|issue:45357", - "issue:43381|issue:45704", "issue:43746|issue:46050", + "issue:43381|issue:45704", "issue:44514|issue:44545", - "issue:43421|issue:43927", "issue:46655|issue:46693", + "issue:43421|issue:43927", "issue:43746|issue:43873", "issue:30064|issue:36010", "issue:39692|issue:43493", @@ -5477,203 +5143,202 @@ "issue:43994|issue:44671", "issue:45081|issue:45356", "issue:46032|issue:46463", - "issue:44464|issue:47050", - "issue:44995|issue:46858" + "issue:43782|issue:45381" ], - "prepared_review_unit_hash": "4cc448d1e1d4be9b9d3699cfacd1481c2e4cff0081485c70ecf99c887f634a6d", + "prepared_review_unit_hash": "69426f56510ad809f18fc4999f12ecd5d7a875cd07fc5ae0c735fbce2eeb78a5", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35380, - "estimated_input_tokens": 8845, - "estimated_eval_tokens": 17946 + "serialized_chars": 35275, + "estimated_input_tokens": 8819, + "estimated_eval_tokens": 17894 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated transformer issues; I only see two true duplicate pairs: the HF_HUB_OFFLINE tokenizer failure and the Qwen2_5_VLProcessor batched apply_chat_template crash.", - "confidence": 0.9, - "canonical_issue_reason": "issue:44843 is the most diagnostic report in the set because it names the concrete offline failure path (`_patch_mistral_regex` calling `model_info()`), which matches the broader tokenizer-cache symptom in issue:42886.", + "summary": "Mostly unrelated issue reports. The strongest near-duplicate signal is the Qwen2_5_VLProcessor.apply_chat_template crash pair, but the packet only supports strong similarity, not certainty of exact identity; all other soft pairs are distinct bugs or different concrete failure modes.", + "confidence": 0.77, + "canonical_issue_reason": "issue:44545 is the cleanest representative of the near-identical Qwen2_5_VLProcessor.apply_chat_template crash reports because its title is slightly more generic and concise, but the packet only supports high similarity rather than certainty that it is the exact same bug report as issue:44514.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the clearest actionable issue here: it identifies a specific codepath and root cause, making it the best representative issue among the set.", + "best_issue_reason": "issue:44545 is the best cluster representative for the Qwen2_5_VLProcessor batched-input padding=False crash topic, with the shorter and more general title making it a good canonical label for the pair.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Different bugs: non-persistent buffer junk vs from_pretrained behavior inside Python classes." + }, { "left": "issue:45923", "right": "issue:47333", "accept": false, - "reason": "Different bugs: a missing capability flag on a trust_remote_code model vs. disk-offloaded save failure." + "reason": "Unrelated: missing gradient-checkpointing flag vs disk-offloaded model save failure." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Model-loading failure and image-processor torchvision dependency are separate problems." + "reason": "Different concrete failures: model loading regression vs PIL image processor torchvision dependency." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "One is an AddedToken constructor TypeError; the other is a model load failure for ScandiBERT." + "reason": "Both involve loading, but the constructor error and the model-load failure are different bugs." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Perceiver resize handling and bfloat16 dtype mismatches are unrelated codepaths." + "reason": "Related config area, but num_labels propagation and single-label zero-loss are distinct issues." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Both involve classification config, but one is num_labels propagation and the other is a zero-loss bug." + "reason": "Different subsystems and symptoms: image resolution handling vs dtype mismatch in inference." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Different trainer failures: SFT embedding unpacking vs. evaluate() after train()." + "reason": "Both involve training workflows, but the embedding unpacking failure and evaluate-after-train issue are different." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to the ZeRO-3 gradient regression." + "reason": "Different bugs: docs example/model mismatch vs processor/model input-size mismatch." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Both touch vision processors, but they are different bugs: docs/model mismatch vs. wrong input resolution." + "reason": "Different training-time bugs: eval-mode checkpointing restriction vs gradient growth with ZeRO-3." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "CUDA assert in Qwen3 device mapping is unrelated to the T5/apex RMSNorm memory leak." + "reason": "Unrelated: Qwen3 device-mapping assert vs T5 apex RMSNorm memory leak." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Same underlying offline tokenizer-loading bug: HF_HUB_OFFLINE cache loading breaks, and 44843 identifies the `_patch_mistral_regex`/`model_info()` cause." + "accept": false, + "reason": "Both touch offline mode, but they fail in different code paths and are not the same bug." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A Qwen3.5 tie_word_embeddings warning is not the same as incorrect visual encoder key saving." + "reason": "Different defects: warning about tied embeddings vs incorrect visual encoder keys on save." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "Checkpointing in eval mode and an apex RMSNorm leak are different issues." + "reason": "Both are persistence/loading problems, but with different model flows and failure modes." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "Local PEFT checkpoint loading and sinq quantized save/load breakage are distinct persistence bugs." + "reason": "No evidence these share an underlying code-path problem; they are different bugs." }, { "left": "issue:44514", "right": "issue:44545", - "accept": true, - "reason": "These are the same Qwen2_5_VLProcessor.apply_chat_template batched-padding=False crash, just reported twice." - }, - { - "left": "issue:43421", - "right": "issue:43927", "accept": false, - "reason": "Runtime special-token post-processing and DiaConfig custom token ID loss after save/load are different tokenization bugs." + "reason": "Near-identical topic, but the packet does not prove they are the exact same bug report; conservative triage should not merge them." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video padding calculation and long-context FA2 performance regression are unrelated." + "reason": "Different issues: video processor padding calculation vs generation performance regression." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenizer state, but runtime post-processing updates and save/load token ID loss are distinct bugs." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT checkpoint loading and offloading-with-quantization are different failure modes." + "reason": "Different loading/offloading failures with no evidence of a shared underlying defect." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Void segmentation map processing and a GenerationMixin import error are unrelated." + "reason": "Completely unrelated: image segmentation map processing vs GenerationMixin import error." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example failure and the other is an HF-vs-JAX implementation discrepancy." + "reason": "Same model family, but docs-example errors and JAX-vs-HF implementation discrepancy are different concrete problems." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Special-token post-processor refresh and BigBird mask-token registration are different tokenizer issues." + "reason": "Both mention special tokens, but the runtime post-processor update and BigBird mask-token registration are different bugs." }, { "left": "issue:43673", "right": "issue:47337", "accept": false, - "reason": "GenerationMixin cache/chunked_prefill and bbox-coordinate flaky test are unrelated." + "reason": "Unrelated: GenerationMixin cache/chunked_prefill issue vs flaky bbox-range test." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different model-specific output bugs: SigLIP2 inference vs. CamemBERT masked LM predictions." + "reason": "Different models and symptoms: SigLIP2 inference discrepancy vs CamemBERT masked-LM regression." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer-regex related, but the Mistral AttributeError and Kimi-K2.5 codec regression are not the same concrete bug." + "reason": "Both mention fix_mistral_regex, but the tokenizer crash and the Kimi-K2.5 regression are not the same concrete bug." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Incorrect use_cache results in Mamba2Mixer and T5 decoder-input validation messaging are unrelated." - }, - { - "left": "issue:44464", - "right": "issue:47050", - "accept": false, - "reason": "Chunked generation inconsistencies under compiled forward and ONNX fp16 attention dtype mismatch are separate issues." + "reason": "Different areas: Mamba2 cache correctness vs T5 decoder-input error messaging." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Stale indexer cache crash in GlmMoeDsa and device-tensor seq_length arithmetic in static cache are different cache bugs." + "reason": "Both are Qwen-related, but one is from_pretrained weight-only loading and the other is a video position-id bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative. The two accepted pairs are well-supported duplicates, and the rest of the pair rejections do not overstate evidence." + "accept": false, + "feedback": "The overall summary is mostly grounded, but the output overstates the 44514/44545 relation. The packet only supports that they are near-identical reports by title/body topic; it does not establish that one is the \u201cmore specific\u201d or \u201csame exact bug report\u201d with certainty. Also, the only accepted soft edge conflicts with the packet\u2019s deterministic label for that pair, so the verdict is not conservative enough for this review." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5685,17 +5350,16 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:30064", "issue:36331", "issue:39692", "issue:41720", "issue:43295", - "issue:43335", "issue:43421", "issue:43526", "issue:43531", @@ -5706,8 +5370,6 @@ "issue:43643", "issue:43653", "issue:43720", - "issue:43756", - "issue:43782", "issue:43819", "issue:43873", "issue:43881", @@ -5716,6 +5378,7 @@ "issue:44186", "issue:44220", "issue:44361", + "issue:44464", "issue:44488", "issue:44625", "issue:44661", @@ -5724,6 +5387,7 @@ "issue:44857", "issue:44898", "issue:44991", + "issue:44995", "issue:45081", "issue:45084", "issue:45356", @@ -5736,21 +5400,23 @@ "issue:46693", "issue:46829", "issue:46832", + "issue:46858", "issue:47020", "issue:47050" ], "soft_pairs": [ - "issue:43782|issue:45381", + "issue:44995|issue:46858", + "issue:44464|issue:47050", "issue:43421|issue:44186", "issue:45356|issue:45907", "issue:44857|issue:47050", - "issue:39692|issue:43873", "issue:43526|issue:43881", + "issue:39692|issue:43873", "issue:39692|issue:47050", "issue:43720|issue:43819", "issue:43596|issue:44220", - "issue:43295|issue:45834", "issue:43540|issue:46294", + "issue:43295|issue:45834", "issue:43550|issue:43927", "issue:43550|issue:44361", "issue:44062|issue:44488", @@ -5764,228 +5430,227 @@ "issue:41720|issue:44991", "issue:43611|issue:46665", "issue:30064|issue:36331", - "issue:44186|issue:44898", "issue:44843|issue:45081", + "issue:44186|issue:44898", "issue:43653|issue:43819", - "issue:44821|issue:45084", "issue:45987|issue:46829", - "issue:43550|issue:43819", - "issue:43335|issue:43756" + "issue:44821|issue:45084", + "issue:43550|issue:43819" ], - "prepared_review_unit_hash": "3210016bc13bc8f4594177adf856a02a998c8f0312a26601172816a440e0260c", + "prepared_review_unit_hash": "a023b3ed4abb2bc5f562eaad71ef3e0dd26194527c51d03fa521210aba6b87c9", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37228, - "estimated_input_tokens": 9307, - "estimated_eval_tokens": 18870 + "serialized_chars": 37247, + "estimated_input_tokens": 9312, + "estimated_eval_tokens": 18880 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate; the set spans mostly unrelated model/tokenizer/config regressions. There are no PRs in the input, so the broadest active issue is the best canonical issue choice.", - "confidence": 0.62, - "canonical_issue_reason": "issue:43873 is the most active open report (highest discussion and inbound references) and is broad enough to serve as the umbrella issue for triage in this set.", + "summary": "This cluster is very heterogeneous: most items are distinct bugs across tokenizers, image/video processors, loading regressions, cache/generation, and quantization. None of the soft-pair candidates look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 43873 is the best anchor because it is open, has the most discussion/inbound references, and describes a broad user-facing regression that is likely to accumulate related reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest representative item overall because it has the most traffic and describes a cross-cutting user-facing regression rather than a narrow model-specific crash.", + "best_issue_reason": "Issue 43873 is the strongest standalone issue to keep: it is well-triaged, high-signal, and already attracting follow-ups; the other issues are either narrower, model-specific, or clearly unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/seq-length wording, but one is a GlmMoeDsa stale indexer-cache bug and the other is a static-cache device-tensor arithmetic regression; different code paths and symptoms." + }, + { + "left": "issue:44464", + "right": "issue:47050", "accept": false, - "reason": "Both involve Qwen VL/video paths, but one is a weight_only load error and the other is a video position-id bug; different concrete failures." + "reason": "Chunked generation with compiled forward is unrelated to CanineModel ONNX fp16 attention dtype mismatch; different models and failure mechanisms." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Tokenizer internals vs LayoutLMv2 NER/padding crash; different code paths and symptoms." + "reason": "Both are tokenizer-related, but one is about runtime special-token/post-processor updates and the other about LayoutLMv2 NER/padding crashes; not the same bug." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Kimi tokenizer regression is unrelated to list_repo_files revision forwarding in CI." + "reason": "Kimi tokenizer regression and list_repo_files revision forwarding are unrelated; no shared code-path or failure mode." }, { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "Both mention dtype/fp16 issues, but they affect different models and different export/runtime paths." + "reason": "Both mention dtype/float16, but one is LwDetr loss under AMP/CUDA and the other is Canine ONNX export attention mismatch; distinct bugs." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Documentation/example errors and a quantization offloading regression are not the same underlying bug." + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + "reason": "Both mention quantization, but one is a SigLIP2 docs example/model-processor mismatch and the other is an offloading regression; not the same concrete issue." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "Docs/example problems and Canine ONNX dtype mismatch are distinct issues." + "reason": "Docs-example quantization problems do not match a CanineModel fp16 ONNX attention dtype mismatch." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading and DAC from_latents/STE mismatch are unrelated implementation bugs." + "reason": "BitNet packed-weight loading and DAC from_latents/STE mismatch are different model-specific bugs." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed zero3/BertModel indexing and fbank feature extraction are different subsystems." + "reason": "Zero3/BertModel init failure and _torch_extract_fbank_features issues are unrelated subsystems and symptoms." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "Processor/tokenizer API regression is not the same as Kosmos2.5 long OCR index error." + "reason": "Both involve video inputs, but one is Qwen3OmniMoe video processing and the other is Qwen3.5 chat-template video-token mismatch; different models and stages." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Both are video-input related, but they fail in different Qwen model families and different stages of processing." + "reason": "Processor.tokenizer regression and Kosmos2.5 long-OCR index error are not the same underlying defect." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile+SDPA on Bamba is unrelated to DiaConfig losing custom token IDs." + "reason": "Bamba SDPA/torch.compile failure and DiaConfig token-ID persistence are unrelated." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba compile failure and MLukeTokenizer AttributeError are different model/code-path bugs." + "reason": "Bamba SDPA compile failure and MLukeTokenizer AttributeError are different bugs." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-argument duplication is not the same as failing to load cjvt/sleng-bert." + "reason": "AddedToken special-argument duplication and sleng-bert loading failure are not the same code-path." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBird tokenizer special-token registration and BitNet accelerate loading are unrelated." + "reason": "BigBird mask-token registration and BitNet packed-weight loading are unrelated tokenizer vs model-loading issues." }, { "left": "issue:44625", "right": "issue:47050", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Canine ONNX dtype mismatch are different problems." + "reason": "Qwen3.5 num_labels propagation and Canine fp16 ONNX export dtype mismatch are unrelated." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding window and AutoConfig trust_remote_code field loss are unrelated." + "reason": "Qwen3-MoE sliding-window behavior and AutoConfig trust_remote_code field loss are separate failures." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Video position IDs bug and FA2 long-context performance regression do not share the same fix." + "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are different issues." }, { "left": "issue:44488", "right": "issue:47020", "accept": false, - "reason": "Tokenizer loading failure for one model is not the same as Unigram expecting a sequence in XLMRobertaTokenizer." + "reason": "Loading a specific model repo and XLMRobertaTokenizer/Unigram constructor misuse are distinct tokenizer-loading bugs." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "VideoPrism output field mismatch and RT-DETR feature-level TypeError are unrelated." + "reason": "VideoPrism hidden_states output shape issue and RT-DETR feature-level mismatch are different vision-model bugs." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio fbank extraction and add-new-model-like tokenizer mapping failure are different areas." + "reason": "An fbank feature extraction issue and add-new-model-like failing in TOKENIZER_MAPPING_NAMES are unrelated." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and est-roberta tokenizer loading are unrelated." + "reason": "Qwen3 auto device mapping cuda assert and est-roberta tokenizer loading failure are separate problems." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "base_model_prefix loading regression and Python-class from_pretrained inconsistency are not the same bug." + "reason": "base_model_prefix loading regression and from_pretrained behavior inside Python classes are not the same defect." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "ImageProcessor segmentation-map handling and CustomTrainer compute_loss signature mismatch are unrelated." - }, - { - "left": "issue:44186", - "right": "issue:44898", - "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default resolution failure are different model issues." + "reason": "Void segmentation-map processing and CustomTrainer.compute_loss signature breakage are unrelated." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is an AttributeError on backend_tokenizer; different concrete failures." + "reason": "Both touch _patch_mistral_regex, but one is an unconditional model_info/offline-mode bug and the other is a backend_tokenizer AttributeError with fix_mistral_regex; different failures." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "BigBird tokenizer special-token registration and DAC latent decoding mismatch are unrelated." + "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default-resolution failures are unrelated model-specific issues." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation error do not share a code path." + "reason": "BigBird special-token decode bug and DAC forward/from_latents mismatch are unrelated." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache seq-length contract and VideoPrism hidden_states field mismatch are unrelated." + "reason": "StaticCache get_seq_length return-type bug and VideoPrism output-field mixup are different subsystems." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Bamba SDPA compile failure and DAC from_latents mismatch are unrelated." + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer count issue are different model configuration problems." + "reason": "Bamba compile/SDPA failure and DAC missing-STE mismatch do not share a concrete code path." } ] }, @@ -6004,15 +5669,16 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:34634", "issue:36010", "issue:39692", "issue:43322", + "issue:43335", "issue:43421", "issue:43540", "issue:43550", @@ -6024,6 +5690,7 @@ "issue:43697", "issue:43716", "issue:43749", + "issue:43756", "issue:43782", "issue:43818", "issue:44008", @@ -6043,7 +5710,6 @@ "issue:45072", "issue:45183", "issue:45479", - "issue:45563", "issue:45584", "issue:45685", "issue:45834", @@ -6055,228 +5721,227 @@ "issue:46858", "issue:46932", "issue:47020", - "issue:47276", "issue:47337" ], "soft_pairs": [ + "issue:43335|issue:43756", "issue:43540|issue:44008", "issue:44008|issue:46858", - "issue:43643|issue:44877", - "issue:34634|issue:36010", "issue:44991|issue:47020", + "issue:43643|issue:44877", "issue:43618|issue:43697", + "issue:34634|issue:36010", "issue:45987|issue:46932", - "issue:39692|issue:45834", "issue:44561|issue:45020", + "issue:39692|issue:45834", "issue:44186|issue:44442", "issue:44448|issue:44671", - "issue:44805|issue:44936", "issue:46752|issue:47337", "issue:43322|issue:45685", + "issue:44805|issue:44936", "issue:44991|issue:46291", "issue:45584|issue:45834", - "issue:43421|issue:44811", "issue:43606|issue:45072", + "issue:43421|issue:44811", "issue:45183|issue:45479", "issue:46294|issue:46463", - "issue:44479|issue:45834", "issue:43577|issue:43818", + "issue:44479|issue:45834", "issue:43550|issue:45072", "issue:43644|issue:43749", "issue:43782|issue:44977", - "issue:43716|issue:44008", - "issue:45563|issue:47276" + "issue:43716|issue:44008" ], - "prepared_review_unit_hash": "03a268d98809ec61d5f0907907c16ff1f58e032a70ea515ad2f166008390f400", + "prepared_review_unit_hash": "2cbe8cd77fa550b759782bed0aee7785ccae7f506cd9552cf3be8ee92d49b64e", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35948, - "estimated_input_tokens": 8987, - "estimated_eval_tokens": 18230 + "serialized_chars": 36021, + "estimated_input_tokens": 9006, + "estimated_eval_tokens": 18268 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a loose collection of unrelated issue reports; the soft links are mostly broad thematic similarities rather than the same concrete bug. No PRs are present.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45020 is the best umbrella issue here: it is the broadest, most central report about recent transformers versions breaking `trust_remote_code`/remote-code models, with the strongest chance of subsuming nearby version-regression reports.", + "summary": "The soft links are mostly false positives: the cluster spans many unrelated bugs across tokenizers, multimodal models, cache handling, config loading, and v5 regressions. No PRs are present. If a single representative issue is needed, #45020 is the broadest umbrella report, but it does not duplicate the others.", + "confidence": 0.9, + "canonical_issue_reason": "#45020 is the broadest, most central report in the only loosely related remote_code/config-loading subset, so it is the best single representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 best represents the cluster because it is the highest-level, most reusable problem statement among the issues provided.", + "best_issue_reason": "#45020 is the most general issue in the set and the closest thing to a cluster anchor, even though the overall set is heterogeneous.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and different bugs: sparse-layer configuration vs RoPE layer dropping." + }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different models and failure modes: Qwen3OmniMoe video input ValueError vs Gemma3n variable-name collision AttributeError." + "reason": "Both are multimodal failures, but the affected models and root causes are unrelated." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Both mention runtime tensor issues, but one is Gemma3n forward-name collision and the other is StaticCache sequence-length/type behavior; not the same bug." + "reason": "Variable-name/attribute collision in Gemma3n is unrelated to static-cache length tensor arithmetic." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:44991", + "right": "issue:47020", "accept": false, - "reason": "Both are config-loading problems, but one is missing fields from `trust_remote_code` and the other is strict config rejection for `granite_speech`; different code paths." + "reason": "Both are tokenizer-load failures, but the specific failure modes and tokenizer classes differ." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Unrelated: BarkProcessor voice_preset handling vs an import error for `GenerationMixin`." + "reason": "Remote-code field loss in AutoConfig is not the same bug as strict config rejection for granite_speech." }, { - "left": "issue:44991", - "right": "issue:47020", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Both are tokenizer-load regressions, but they target different models and likely different tokenizer constructors/code paths; not enough evidence of the same defect." + "reason": "Both are output regressions, but they involve different models and different code paths." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "CLIP output field assignment regression is unrelated to RTDetrV2 output drift." + "reason": "Completely unrelated: Bark voice preset handling vs a GenerationMixin import error." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache return-type bug vs Gemma4 quantized embedder dtype casting; different subsystems." + "reason": "StaticCache sequence-length return type is unrelated to Gemma4 quantized embedder dtype casting." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Documentation example errors for SigLIP2 are unrelated to Kosmos2.5 OCR long-input indexing." + "reason": "#44561 is one specific API-removal regression; #45020 is a broad umbrella report and not the same concrete bug." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "44561 is a specific missing-helper regression (`is_torch_fx_available`), while 45020 is a broader remote-code breakage report; related theme, but not the same concrete bug." + "reason": "Different multimodal models and different failures: docs example mismatches vs long-OCR index error." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer failures: LayoutLMv2 NER/padding crash vs AutoTokenizer failing on FastSpeech2ConformerTokenizer." + "reason": "Both involve tokenizers, but one is LayoutLMv2 NER/padding behavior and the other is AutoTokenizer loading a specific tokenizer." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 output-regression reports, but for different models and behaviors (Pegasus generation vs CamemBERT masked LM)." - }, - { - "left": "issue:44805", - "right": "issue:44936", - "accept": false, - "reason": "A tensor-mask shape mismatch is not the same underlying problem as trainer.evaluate failing after trainer.train()." + "reason": "Two different model regressions in v5, not the same underlying bug or code path." }, { "left": "issue:46752", "right": "issue:47337", "accept": false, - "reason": "Both mention IndexError, but one is empty chat-template input and the other is a flaky bbox-range test; unrelated." + "reason": "Both are IndexErrors, but they arise from unrelated input-validation and flaky-test scenarios." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Segfault while loading Llava Next models is unrelated to an MPS histogram kernel limitation on Int tensors." + "reason": "Segfault loading Llava Next is unrelated to an MPS histogram kernel error in moe code." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError and trainer lifecycle failure are not the same defect." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure for a specific model is unrelated to `transformers.pipelines` import failing due to kernels version requirements." + "reason": "Tokenizer loading for a model checkpoint is unrelated to the kernels dependency import failure." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation failure and Kosmos2.5 long-OCR index error are different bugs." + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 long-OCR index errors." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Both involve post-processing/special tokens, but one is runtime special-token updates in TokenizersBackend and the other is Whisper `batch_decode` ignoring `skip_special_tokens`." + "reason": "Both mention mismatch, but one is CPU offload device placement and the other is bfloat16 dtype mismatch." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Different mismatch classes and models: CPU offload device mismatch in Bark vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Tokenizer post-processor update on special-token edits is not the same as Whisper decode ignoring skip_special_tokens." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation XOR errors and zero-loss classification behavior are unrelated problems." + "reason": "Input validation/XOR messaging and single-label zero-loss behavior are unrelated." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Video chat-template token/feature mismatch is unrelated to T5 decoder input validation error messaging." + "reason": "Different validation bugs in different model families; no shared code-path evidence." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are different model-specific failures." + "reason": "Blip2 dtype loading bug is unrelated to Video-LLaVA missing temporal attention/shared weights." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Blip2 dtype loading bug and Video-LLaVA temporal-attention/weight-sharing issue are not the same defect." + "reason": "Both are multimodal input regressions, but they affect different models and different failure modes." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Both are backend/runtime mismatches, but one is a torch.compile+SDPA failure in Bamba and the other is bfloat16 dtype mismatch in other models." + "reason": "torch.compile/SDPA failure is unrelated to dtype mismatches in bfloat16 inference." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer initialization junk in v5 is unrelated to FSDP CPU RAM efficient loading." + "reason": "Non-persistent buffer initialization and FSDP CPU RAM efficient loading are different loading bugs." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Weight-only loading error for Qwen3VL is different from flash-attention generation issues in Qwen3.5." + "reason": "Weight-only load failure for Qwen3VL is unrelated to flash-attention generation failure in Qwen3.5." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Mistral-3 preprocessor/model dtype mismatch is unrelated to Gemma3n's audio_mel_mask attribute collision." - }, - { - "left": "issue:45563", - "right": "issue:47276", - "accept": false, - "reason": "Both are warning-message issues, but they refer to different warnings in different generation paths; not the same bug." + "reason": "Mistral-3 vision dtype mismatch is unrelated to Gemma3n's forward variable collision." } ] }, @@ -6293,12 +5958,12 @@ "component_count": 27, "review_unit_index": 21, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:28218", "issue:29159", @@ -6312,7 +5977,6 @@ "issue:43577", "issue:43582", "issue:43645", - "issue:43653", "issue:43720", "issue:43742", "issue:43749", @@ -6325,7 +5989,6 @@ "issue:44291", "issue:44610", "issue:44671", - "issue:44912", "issue:44964", "issue:45003", "issue:45020", @@ -6333,6 +5996,7 @@ "issue:45081", "issue:45325", "issue:45381", + "issue:45563", "issue:45701", "issue:46032", "issue:46175", @@ -6350,56 +6014,227 @@ "issue:47337" ], "soft_pairs": [ + "issue:45563|issue:47276", "issue:43825|issue:43994", "issue:43582|issue:46512", "issue:43931|issue:46846", "issue:28218|issue:29159", - "issue:43388|issue:46032", "issue:43540|issue:45381", + "issue:43388|issue:46032", "issue:47276|issue:47337", + "issue:43749|issue:44291", "issue:44610|issue:45072", "issue:43645|issue:46665", - "issue:43749|issue:44291", - "issue:34634|issue:36331", "issue:43720|issue:45072", + "issue:34634|issue:36331", "issue:47254|issue:47333", "issue:42175|issue:45081", "issue:44671|issue:45701", "issue:46697|issue:46728", "issue:47254|issue:47332", "issue:43577|issue:43582", - "issue:43782|issue:45325", "issue:44964|issue:47337", + "issue:43782|issue:45325", "issue:43742|issue:45020", - "issue:42915|issue:47333", - "issue:43825|issue:43827", "issue:46175|issue:46932", + "issue:43825|issue:43827", "issue:45003|issue:46285", - "issue:43653|issue:44912", + "issue:42915|issue:47333", "issue:43262|issue:43819" ], - "prepared_review_unit_hash": "aaec15ebc89c103b0e445f5d3a36a7ce442c85044417372a53ba0ff122544f36", + "prepared_review_unit_hash": "80eed81e0ff4e61ce4a9987634a2c2e0607152fdab18f0f8f26b3fd23e6174cd", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 36158, - "estimated_input_tokens": 9040, - "estimated_eval_tokens": 18336 + "serialized_chars": 35546, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous across unrelated bugs and features. No soft pair is strong enough to merge as a duplicate; the closest match is the tokenizer spacing/inconsistency pair, but it still isn\u2019t specific enough to auto-accept.", + "confidence": 0.78, + "canonical_issue_reason": "issue:28218 is the best anchor among otherwise unrelated items because it is a concrete, specific tokenizer bug and the closest thing to a plausible duplicate pair (with issue:29159), even though that match is still too weak to merge automatically.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the clearest representative issue in the set for duplicate triage: it has the most concrete symptom and the strongest near-match, while the rest of the cluster spans many unrelated subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both are generation-warning complaints, but they target different warnings and likely different code paths." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Different problems: a misleading pipeline error message versus a model-specific nonsensical output bug." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "AppleSilicon allocator TypeError and stale model.config.dtype are unrelated failures." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both mention Qwen3/VL loading errors, but one is a weight-shape mismatch and the other is a TP-plan/OOM issue." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Tokenization is the shared area, but the titles point to a specific added-token spacing bug versus a broader slow/fast inconsistency; not enough evidence they are the same defect." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen multimodal/video-related, but one is a processing ValueError and the other is a rope/position-id bug." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "A metrics-gathering bug and a Mamba cache correctness bug are different code paths and symptoms." + }, + { + "left": "issue:47276", + "right": "issue:47337", + "accept": false, + "reason": "A stale warning message and a bbox-range flaky test are not the same underlying issue." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading, but one is FSDP CPU RAM efficient loading and the other is an unexpected init_empty_weights argument." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and bfloat16 dtype mismatch are different bugs." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both are about model initialization behavior, but one is a Jupyter/custom-model breakage and the other is from_pretrained inside Python classes." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading and dtype mismatch in inference are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss API incompatibility are unrelated." + }, + { + "left": "issue:47254", + "right": "issue:47333", + "accept": false, + "reason": "Gradient-checkpointing/ZeRO-3 checkpoint errors and disk-offloaded model save failures are different problems." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend install extras and a Mistral regex patch crash are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "A CamemBERT prediction regression and a version-dependent tokenization change are not the same bug." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Over-padding divisible images and wrong patch counts for Aria are different image-processing bugs." + }, + { + "left": "issue:47254", + "right": "issue:47332", + "accept": false, + "reason": "Same broad offloading area, but different failure modes: checkpointing error versus inability to save a disk-offloaded model." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype-loading bug and Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:47337", + "accept": false, + "reason": "A multimodal model load failure and a flaky bbox-range test are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3-VL weight-only loading and Qwen2.5-VL rope-index scaling are different code paths." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A MobileLLM key error and remote_code breakage are different loading failures." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a huge position-embedding blowup and the other is a quantized-embedder dtype-casting fix." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both concern pipeline v5 removals, but one is a misleading error message and the other is stale documentation." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "sys.modules access and CLIP text-model structure changes are unrelated issues." + }, + { + "left": "issue:42915", + "right": "issue:47333", + "accept": false, + "reason": "Fine-grained FP8 config failure and disk-offloaded model save failure are different bugs." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default and DAC latent/STE mismatch are unrelated." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -6415,10 +6250,10 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:36010", "issue:36331", @@ -6436,6 +6271,7 @@ "issue:43638", "issue:43643", "issue:43645", + "issue:43653", "issue:43696", "issue:43697", "issue:43746", @@ -6462,14 +6298,13 @@ "issue:45538", "issue:45600", "issue:45759", - "issue:45859", "issue:46209", "issue:46291", "issue:46326", - "issue:47050", "issue:47217" ], "soft_pairs": [ + "issue:43653|issue:44912", "issue:44589|issue:45042", "issue:43262|issue:47217", "issue:45372|issue:46326", @@ -6478,223 +6313,210 @@ "issue:43550|issue:44912", "issue:36010|issue:36331", "issue:43638|issue:44936", - "issue:43531|issue:45042", "issue:44060|issue:44368", + "issue:43531|issue:45042", "issue:43257|issue:43329", "issue:43526|issue:43697", - "issue:42175|issue:46291", "issue:45081|issue:45406", "issue:43452|issue:44991", "issue:43906|issue:46209", + "issue:42175|issue:46291", "issue:43819|issue:43927", "issue:43854|issue:44977", "issue:43746|issue:44811", - "issue:42490|issue:43257", "issue:43257|issue:43696", - "issue:43526|issue:44554", + "issue:42490|issue:43257", "issue:38175|issue:44610", + "issue:43526|issue:44554", "issue:43643|issue:45759", "issue:45084|issue:45538", "issue:43329|issue:45600", - "issue:43262|issue:44811", - "issue:45859|issue:47050" + "issue:43262|issue:44811" ], - "prepared_review_unit_hash": "48e62ebc1878f35e2f68d4a170008ab07fb5150c410c86ec6f693d8252954937", + "prepared_review_unit_hash": "548149bb8478ead380cbad771fb5b86b9f7dff32ebdd7dbd3a7156bbafd6f110", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36495, - "estimated_input_tokens": 9124, - "estimated_eval_tokens": 18504 + "serialized_chars": 35907, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft matches are false positives: they share broad subsystem keywords, but each pair points to a different concrete bug, model, or code path.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out because the items are heterogeneous and do not form a true duplicate cluster.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No good representative issue: the set spans unrelated tokenizer, processor, training, quantization, and model-specific regressions.", - "best_pr_reason": "No PRs are present, so there is no best PR candidate.", + "summary": "These are mostly unrelated issues; the soft links look like title-level similarity rather than duplicate bugs. I would reject all soft edges and avoid picking a single canonical issue for the cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous across tokenizer loading, training, vision processors, audio, quantization, and backend-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the proposed pairs do not share the same underlying code path or fix.", + "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug vs GPT-oss MXFP4 quantization fallback; unrelated subsystems and failure modes." + }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Different failures: storage lookup for float8 tensors vs PIL image processor dependency handling." + "reason": "Float8 storage lookup error vs PIL backend incorrectly requiring torchvision; different code paths." }, { "left": "issue:43262", "right": "issue:47217", "accept": false, - "reason": "Different multimodal bugs: audio chat-template sampling rate vs VL image-placeholder handling." + "reason": "Audio chat-template sample-rate default vs VL image-placeholder handling; not the same bug." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common, but one is a missing import for Gemma 4 loading and the other is continue_final_message logic for tokenizers." + "reason": "Both involve mistral_common, but one is a ReasoningEffort import/load failure and the other is continue_final_message behavior; not one concrete bug." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Unrelated code paths: Apple Silicon allocator warmup TypeError vs CUDA AMP loss crash." + "reason": "Apple Silicon allocator warmup TypeError vs CUDA float16 loss crash; unrelated runtime issues." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "ImportError for GenerationMixin is a packaging/import issue, while the other is Jupyter custom-model initialization in v5." + "reason": "GenerationMixin import breakage vs Jupyter custom-model initialization regression; different failures and fixes." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Different model/runtime problems: torch.compile+SDPA on Bamba vs MXFP4 quantization fallback on git-oss-20b." + "reason": "torch.compile/SDPA bug in Bamba vs MXFP4 quantization loading issue in GPT-oss; not the same code path." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Different failures: missing GenerationMixin import vs Trainer compute_loss signature mismatch." + "reason": "ImportError for GenerationMixin vs custom trainer compute_loss kwarg mismatch; unrelated APIs." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Different training bugs: Zero3/non-pretrained Bert index error vs evaluate() failing after train()." + "reason": "DeepSpeed ZeRO-3 index error on non-pretrained Bert vs evaluate-after-train failure; different behavior and likely different root cause." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Qwen3-MoE sliding_window issue is unrelated to PIL backend torchvision dependency regression." + "reason": "Both are Qwen tied-weights warnings, but they target different models and warning logic; too broad to merge." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Both mention tied-weights warnings, but they affect different Qwen variants and arise from different warning logic." + "reason": "Qwen3-MoE sliding_window bug vs PIL processor torchvision dependency regression; unrelated." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Different bugs: MOE weight conversion under accelerate+deepspeed vs undefined variables in multimodal token counting video path." + "reason": "MoE weight conversion with accelerate+deepspeed vs undefined multimodal token-count helpers in video branch; different features." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Different vision issues: BeitImageProcessorFast label reduction vs RTDetrV2 output differences in v5." - }, - { - "left": "issue:42175", - "right": "issue:46291", - "accept": false, - "reason": "Unrelated dependency problems: torch extra omitting tensorflow vs kernels v0.15 import-time version/revision requirement." + "reason": "BEiT reduce_labels returns one label vs RTDetrV2 output differences in v5; unrelated vision-model bugs." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both are tokenizer/processor loading errors, but they involve different classes, attributes, and failure points." + "reason": "Mistral regex patch crashes on tokenizer backend vs Gemma4Processor missing _tokenizer in serve; same area, but different objects and fixes." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file handling in from_pretrained is a different path from the est-roberta tokenizer loading regression." + "reason": "gguf_file handling in from_pretrained vs tokenizer loading regression for EMBEDDIA/est-roberta; not the same underlying problem." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "Completely different topics: reproduction of another issue vs FP8 inference failure on B200." + "reason": "Isolated reproduction of an older issue vs FP8 inference OOM on B200; no concrete shared bug from the titles." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Backend package installation issue vs kernels version/revision requirement on pipeline import; unrelated dependency problems." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different model bugs: DAC latent reconstruction mismatch vs DiaConfig losing custom token IDs after save/load." + "reason": "DAC latent/STE mismatch vs DiaConfig losing custom token IDs after save/load; different models and code paths." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different model-specific generation/load issues: GLM-4.7-Flash test loading vs Qwen3.5 flash-attention generation." + "reason": "GLM-4.7-Flash test-load failure vs Qwen3.5 flash-attention generation issue; different model-specific failures." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different processor behaviors: local PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens handling." - }, - { - "left": "issue:42490", - "right": "issue:43257", - "accept": false, - "reason": "Different issues: local-path trailing slash import warning vs Qwen3 MOE weight conversion." + "reason": "GraniteSpeech PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens; unrelated processor/model APIs." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Different problems: deepspeed/accelerate conversion bug vs CUDA out-of-memory on GPT-oss-20b." + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed vs GPT-oss CUDA OOM; unrelated." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Different subsystems and bugs: image label reduction vs MPS attention correctness." + "reason": "Trailing-slash local-path import warning vs Qwen3 MOE weight conversion; unrelated." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different model regressions: unexpected zero probabilities in SigLIP2 vs processor/model input-size mismatch in OmDet-Turbo." + "reason": "Zero probabilities in SigLIP2 vs OmDet-Turbo processor size mismatch; both vision-related but not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction bug vs MPS attention correctness issue; unrelated." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both involve config loading, but one loses fields with trust_remote_code while the other fails to unwrap text_config for composite multimodal configs." + "reason": "trust_remote_code missing fields in AutoConfig vs from_config not unwrapping text_config; both config-related but distinct underlying bugs." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Different code paths: template compilation TypeError vs CLIPTokenizer max length bug." - }, - { - "left": "issue:43329", - "right": "issue:45600", - "accept": false, - "reason": "Undefined video-branch variables are unrelated to stale auto_mappings references to removed configs." - }, - { - "left": "issue:43262", - "right": "issue:44811", - "accept": false, - "reason": "Different processor behaviors: audio chat-template sample rate vs Whisper decoding skip_special_tokens." - }, - { - "left": "issue:45859", - "right": "issue:47050", - "accept": false, - "reason": "Different runtime failures: CPU offload incompatibility in Qwen rotary embedding vs fp16 ONNX dtype mismatch in CanineModel." + "reason": "Template compilation TypeError vs CLIPTokenizer max_length constant issue; no shared code path." } ] }, @@ -6716,12 +6538,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:28282", "issue:29159", "issue:29870", - "issue:33357", "issue:34567", "issue:34689", "issue:39692", @@ -6758,15 +6579,18 @@ "issue:45459", "issue:45538", "issue:45803", + "issue:45859", "issue:46291", "issue:46421", "issue:46424", "issue:46701", "issue:47020", + "issue:47050", "issue:47145", "issue:47333" ], "soft_pairs": [ + "issue:45859|issue:47050", "issue:39692|issue:44912", "issue:43329|issue:44479", "issue:42915|issue:44821", @@ -6781,217 +6605,219 @@ "issue:44912|issue:47145", "issue:45459|issue:45803", "issue:45081|issue:47020", - "issue:44987|issue:45538", "issue:46421|issue:46424", "issue:43650|issue:43906", + "issue:44987|issue:45538", + "issue:43540|issue:46701", "issue:43525|issue:46291", "issue:43425|issue:46291", "issue:28282|issue:29870", - "issue:43540|issue:46701", "issue:43749|issue:44756", - "issue:28282|issue:34689", "issue:44568|issue:45356", + "issue:28282|issue:34689", "issue:43454|issue:43577", - "issue:33357|issue:34567", "issue:43404|issue:45127" ], - "prepared_review_unit_hash": "fcb1c14694ebdb86fa16e67243af4f198c5aa910729085b6faf4d8cce763e254", + "prepared_review_unit_hash": "dcb034ef95c2a2a3a8765b167fa2aa50a9eb6dba9a4563a363f0fb72dcee99e6", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35404, - "estimated_input_tokens": 8851, - "estimated_eval_tokens": 17958 + "serialized_chars": 36013, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly thematically related Transformers bugs, but the soft pairs do not look like the same underlying issue or fix. The strongest standalone issue is the broad video-regression report (#44479); there is no PR in the set.", - "confidence": 0.41, - "canonical_issue_reason": "#44479 is the most representative and actionable: it describes a concrete regression, names several affected model families, and points to a clear input-processing path.", + "summary": "These items are overwhelmingly unrelated. I only see one plausible duplicate/soft-merge candidate: the Qwen video-input regression in the multimodal processor path (issue:43329 \u2194 issue:44479).", + "confidence": 0.86, + "canonical_issue_reason": "issue:44479 is the best canonical issue: it describes a concrete, user-facing video-input regression across multiple Qwen-VL/Qwen3 variants and is broader than the more internal helper-bug report.", "canonical_pr_reason": null, - "best_issue_reason": "#44479 is the best triage anchor because it is broad enough to capture a real regression pattern while still being specific and reproducible.", + "best_issue_reason": "issue:44479 is the strongest stand-alone issue for triage because it states the regression clearly, names affected models, and captures the user impact succinctly.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Different failures: CPU offload compatibility in Qwen3_5Moe rotary embedding vs fp16 ONNX export dtype mismatch in CanineModel." + }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Both are quantization/loading complaints, but they involve different models and different failure modes; not the same bug." + "reason": "Doc-example errors for SigLIP2 are not the same bug as MXFP4 quantization falling back to bf16 for gpt-oss-20b." }, { "left": "issue:43329", "right": "issue:44479", - "accept": false, - "reason": "Both mention video, but #43329 is an undefined-variable bug in multimodal token counting while #44479 is a broader video-input regression across VL models." + "accept": true, + "reason": "Both point to the same video-input multimodal processor regression: the video branch in token counting/helper logic is broken and breaks Qwen video models." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Unrelated issues: FP8 config/load failure versus AutoImageProcessor URL loading." + "reason": "Qwen3Moe FineGrainedFP8Config loading failure is unrelated to AutoImageProcessor URL loading." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both are video-related, but one is token-counting logic and the other is batched video shape handling; distinct code paths." + "reason": "Both are video-related, but one is an undefined-helper bug in token counting while the other is an incorrect batched output shape from video processors; not the same concrete defect." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different model-loading failures with no clear shared root cause." + "reason": "Different model-loading problems: Qwen3Moe FP8 config vs MobileLLM key error." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Empty-weights initialization TypeError and PIL/torchvision dependency regression are separate problems." + "reason": "init_empty_weights / _is_hf_initialized is a model-loading API issue, not the torchvision dependency regression in PIL image processors." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token counter behavior and perplexity quality regression are unrelated." + "reason": "Trainer token-count tracking is unrelated to GPT-OSS perplexity behavior." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "MoE weight conversion under accelerate+deepspeed is not the same as a Qwen3-VL weight-shape mismatch." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is a different loading path than Qwen3-VL shape mismatch." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both are memory-related, but one is int4 quantization reserved-memory growth and the other is a video-model OOM." + "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is Sam3Video runtime memory exhaustion." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer consistency bug versus TrainerState token accounting bug; different subsystems." + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState.num_input_tokens_seen not updating." }, { "left": "issue:44589", "right": "issue:47333", "accept": false, - "reason": "Storage-object lookup failure and disk-offload save failure are different errors." + "reason": "Float8 storage lookup failure is not the same as disk-offloaded save failure for Qwen3-30B-A3B." }, { "left": "issue:44912", "right": "issue:47145", "accept": false, - "reason": "Both are quantization-related, but one falls back to bf16 while the other silently omits weight_scale on frozen checkpoints; not the same bug." + "reason": "Both are quantization-related, but MXFP4 fallback-to-bf16 and missing weight_scale on frozen FP8 checkpoints are different defects." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Different exception-handling bugs in different code paths." + "reason": "Both involve error handling, but one is protobuf decode fallback masking tokenizer errors and the other is a bare except swallowing interrupts in Fuyu tensor conversion." }, { "left": "issue:45081", "right": "issue:47020", "accept": false, - "reason": "Tokenizer crash in Mistral regex patching versus XLMRoberta vocabulary type mismatch." - }, - { - "left": "issue:44987", - "right": "issue:45538", - "accept": false, - "reason": "A model-loading regression and a CLIP tokenizer max_length issue are not the same change." + "reason": "Mistral regex patch crash and XLMRoberta Unigram init bug are different tokenizer code paths." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is lazy-init recompilation and the other is max_cache_length handling." + "reason": "Cache lazy-init recompilation and max_cache_length being honored only for quantized cache are separate cache bugs." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "#43650 is not a concrete bug report; #43906 is a reproduction of a different upstream issue." + "reason": "One issue is empty/garbled content and the other is a reproduction of a specific external bug; not duplicates." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Missing config attribute and kernels dependency-version failure are unrelated." + "reason": "Model loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer's model_max_length constant." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:43540", + "right": "issue:46701", "accept": false, - "reason": "Torch version incompatibility is not the same as kernels requiring version/revision metadata." + "reason": "Different multimodal failures in different models/pipelines: Qwen3OmniMoe video processing vs DiffusionGemma image-text-to-text pipeline." }, { - "left": "issue:28282", - "right": "issue:29870", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "Missing PyTorch ImportError and Bart generate unbound-local bug are unrelated." + "reason": "Missing pad_token_id in Llama4Config is unrelated to the kernels v0.15 pipeline import dependency error." }, { - "left": "issue:43540", - "right": "issue:46701", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "Both are multimodal, but they affect different models and different processing pipelines." + "reason": "Torch 2.10 incompatibility is a different dependency issue from kernels v0.15 requiring version/revision." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:28282", + "right": "issue:29870", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are separate memory-management issues." + "reason": "AutoModel missing PyTorch and Bart generate decoder_attention_mask UnboundLocalError are unrelated failures." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Environment-level missing-torch error versus a specific Llama 3.2 Vision loading regression." + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING breakage is not the same as disabling mmap on Strix Halo to avoid OOM." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and different root causes." + "reason": "Different tokenizer regressions with different root causes and models; not one shared bug." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Weight-tying collapse and dtype propagation are distinct model-loading problems." + "reason": "PyTorch-not-found import error is unrelated to Llama 3.2 Vision loading breakage." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "MacOS bus error in CLIP loading is unrelated to TrainerState token accounting." + "reason": "AyaVision lm_head tying and BLIP2 dtype propagation are distinct model-loading bugs." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve tied weights, but one is a Mistral3 model bug and the other is a LoRA-merge/extended-vocab collapse bug; different code paths." + "reason": "Both mention tied embeddings/lm_head, but one is a missing tie in Mistral3ForConditionalGeneration and the other is LoRA-merge collapse with extended vocab; different concrete problems." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted pair (issue:43329 \u2194 issue:44479) is plausibly the same Qwen video-input regression based on the titles/bodies, and the rejected pairs are explained with appropriately narrower, non-overstated distinctions." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7003,16 +6829,17 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:24643", "issue:27957", "issue:28282", "issue:29127", "issue:29159", + "issue:33357", "issue:34567", "issue:36331", "issue:39379", @@ -7031,7 +6858,6 @@ "issue:44062", "issue:44291", "issue:44479", - "issue:44488", "issue:44554", "issue:44560", "issue:44568", @@ -7058,255 +6884,252 @@ "issue:47332" ], "soft_pairs": [ + "issue:33357|issue:34567", "issue:43697|issue:45357", - "issue:44936|issue:46821", - "issue:42175|issue:43824", "issue:39379|issue:44554", - "issue:28282|issue:29127", - "issue:43742|issue:44291", + "issue:42175|issue:43824", + "issue:44936|issue:46821", "issue:44479|issue:46693", + "issue:43742|issue:44291", + "issue:28282|issue:29127", "issue:45137|issue:45405", "issue:44857|issue:46832", "issue:44589|issue:47332", - "issue:44291|issue:44821", "issue:43582|issue:47254", - "issue:42915|issue:45538", "issue:44062|issue:44991", + "issue:44291|issue:44821", + "issue:42915|issue:45538", "issue:24643|issue:29159", "issue:42915|issue:43749", "issue:44568|issue:45488", "issue:45538|issue:46869", - "issue:27957|issue:28282", "issue:43452|issue:43582", + "issue:27957|issue:28282", "issue:43540|issue:44560", "issue:41720|issue:43540", - "issue:43540|issue:44479", - "issue:34567|issue:36331", "issue:44987|issue:45907", - "issue:43531|issue:44821", + "issue:43540|issue:44479", "issue:44479|issue:45381", - "issue:42175|issue:44488", "issue:43577|issue:46512", - "issue:44062|issue:45081" + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:43531|issue:44821" ], - "prepared_review_unit_hash": "5e86475e7fae16852cf828d66543ac0135f17b82c8026ca2a13f1b865fe84d4e", + "prepared_review_unit_hash": "631a8bc58c991f6d1e592c8b16d3d0dd4c481062e37ff2f15d7fffa01c7e1210", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36659, - "estimated_input_tokens": 9165, - "estimated_eval_tokens": 18586 + "serialized_chars": 36667, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly false-positive similarity across unrelated issues. The only clear duplicate-like pair is the Qwen2.5-VL video-input regression: issue 44479 is the broader umbrella, and 45381 appears to be the same bug manifested as wrong `vision_position_ids` handling.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44479 is the broadest and most representative report of the shared Qwen video-input regression, covering qwen2_5_vl and related Qwen video models rather than a single narrow symptom.", + "summary": "This cluster is a loose semantic grouping, not a true duplicate set. The soft pairs mostly share broad themes (tokenizers, trainer, Qwen/video, DETR, loading) but the concrete bugs and code paths differ, so all soft-edge candidates should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue cleanly represents this cluster because it is heterogeneous. If forced to choose one, issue 44479 is the broadest representative of the Qwen video-regression subset, but it is not a true duplicate anchor for the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 best represents the cluster because it describes the common regression at the highest level and is the likely umbrella for the more specific qwen2.5-vl report.", + "best_issue_reason": "Issue 44479 is the least specific and most broadly scoped item here, so it is the best representative of the small Qwen video-input regression theme among an otherwise unrelated set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error vs TrainerState token counter bug; unrelated subsystems and failure modes." + }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different models and different failure modes: RTDetr output mismatch vs Qwen3.5 save_pretrained key regression." + "reason": "RT-DETR output mismatch and Qwen3.5 save_pretrained key corruption are different bugs in different code paths." }, { - "left": "issue:44936", - "right": "issue:46821", + "left": "issue:39379", + "right": "issue:44554", "accept": false, - "reason": "Both are training-related, but one is a trainer lifecycle failure and the other is a TimesFM `window_size` attribute error." + "reason": "mllama mask handling vs MPS attention correctness issue; same broad area only, not the same defect." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Unrelated: backend installation packaging vs a missing Qwen2.5-VL class import." + "reason": "Packaging/backend install problem vs missing Qwen2.5-VL import; no shared bug path." }, { - "left": "issue:39379", - "right": "issue:44554", + "left": "issue:44936", + "right": "issue:46821", "accept": false, - "reason": "Different subsystems and bugs: LayoutLMv3 mask handling vs MPS attention correctness." + "reason": "trainer.evaluate lifecycle failure and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:44479", + "right": "issue:46693", "accept": false, - "reason": "ImportError for missing PyTorch backend is unrelated to a LayoutLMv3 error-message clarity issue." + "reason": "Qwen video-input regression vs FlashAttention2 long-context performance regression; different layers and symptoms." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Different load-time problems: missing key for MobileLLM vs `init_empty_weights` unexpected `_is_hf_initialized` argument." + "reason": "Model loading KeyError and init_empty_weights unexpected argument are different initialization failures." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Both are regressions, but one is a video-input bug and the other is a long-context FA2 performance regression." + "reason": "PyTorch missing ImportError vs LayoutLMv3 error-message clarity issue; unrelated." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO-3 deque error is unrelated to the PEFT version bump complaint." + "reason": "DeepSpeed ZeRO-3 deque error and PEFT version bump are not the same bug." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Both concern detection models, but the crashes are different and not the same code-path bug." + "reason": "Both touch DETR-family code, but AMP loss crash and num_feature_levels/backbone mismatch are distinct failures." }, { "left": "issue:44589", "right": "issue:47332", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to disk-offload save behavior." + "reason": "Float8 storage lookup failure vs disk-offloaded save failure; different code paths." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:43582", + "right": "issue:47254", "accept": false, - "reason": "Unexpected init argument vs image-processor-from-URL loading are different issues." + "reason": "Apple Silicon caching allocator warmup TypeError and PEFT+ZeRO-3 checkpoint error are unrelated." }, { - "left": "issue:43582", - "right": "issue:47254", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Apple Silicon allocator TypeError is unrelated to PEFT + ZeRO-3 checkpointing failure." + "reason": "AddedToken keyword collision and est-roberta tokenizer loading failure are different tokenizer bugs." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Qwen3MoE FP8 config failure is unrelated to CLIPTokenizer max-length behavior." + "reason": "init_empty_weights _is_hf_initialized incompatibility vs AutoImageProcessor URL loading problem; unrelated." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Both involve tokenizer loading, but the reported errors and affected models are too different to treat as the same bug." + "reason": "FineGrainedFP8Config failure and CLIPTokenizer max_length issue are unrelated." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training RuntimeError is unrelated to tokenizer slow/fast inconsistency." + "reason": "DeepSpeed weight dimensionality error vs tokenizer slow/fast inconsistency; no shared underlying bug." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Different problems: Qwen3MoE FP8 config vs FSDP CPU RAM efficient loading." + "reason": "Qwen3Moe FP8 failure and FSDP CPU RAM efficient loading regression are different mechanisms." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is LlamaTokenizer pre-tokenizer override; not the same concrete bug." + "reason": "mdeberta special-token regression and LlamaTokenizer pre-tokenizer override are separate tokenizer behaviors." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "CLIPTokenizer max_length bug is unrelated to YOLO device-map failure." + "reason": "CLIPTokenizer model_max_length bug vs YOLO multi-GPU device-map failure; unrelated." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta is unrelated to missing PyTorch import detection." + "reason": "gguf_file loading breakage and Apple Silicon warmup TypeError are different failures." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "GGUF loader breakage is unrelated to the Apple Silicon allocator TypeError." + "reason": "Flash Attention 2 on XLMRoberta and missing PyTorch ImportError are unrelated." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-related Qwen issues, but the models and failure modes differ; not enough evidence of one underlying bug." + "reason": "Both are video-related Qwen issues, but they hit different model families and error paths (ValueError vs StopIteration)." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device-mapping cudaErrorAssert is unrelated to Qwen3OmniMoe video-processing failure." - }, - { - "left": "issue:43540", - "right": "issue:44479", - "accept": false, - "reason": "Both mention Qwen video inputs, but 43540 is a different model and a different error path from the v5.3.0 regression cluster." - }, - { - "left": "issue:34567", - "right": "issue:36331", - "accept": false, - "reason": "Trainer token-count tracking and custom compute_loss signature mismatch are distinct trainer API issues." + "reason": "Qwen3 auto-device-map cuda assert and Qwen3OmniMoe video-processing ValueError are distinct problems." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model loading regression for `physical-intelligence/fast` is unrelated to `list_repo_files` forwarding `revision`." + "reason": "Model loading regression and list_repo_files revision forwarding in CI are unrelated." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to loading AutoImageProcessor from URL." + "reason": "Broad video regression in several Qwen VL models is not the same concrete bug as Qwen3OmniMoe's ValueError; too little evidence to merge." }, { "left": "issue:44479", "right": "issue:45381", - "accept": true, - "reason": "Same Qwen2.5-VL video-input regression: 45381's wrong `vision_position_ids` looks like the concrete symptom behind the broader v5.3.0 video failure in 44479." - }, - { - "left": "issue:42175", - "right": "issue:44488", "accept": false, - "reason": "Package backend installation issue is unrelated to a specific model load failure." + "reason": "Video-input regression across Qwen VL models vs qwen2.5-vl vision_position_ids bug; same domain, different defect." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both are dtype-related, but one is Blip2/qformer loading and the other is `from_config` leaving `config.dtype` stale; different bugs." + "reason": "BLIP2 dtype propagation and from_config leaving config.dtype stale are related semantics but not the same code-path bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count update bug vs compute_loss signature breakage; different trainer API issues." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer failures: duplicate `special` kwarg vs `_patch_mistral_regex` missing `backend_tokenizer`." + "reason": "AddedToken special-argument collision and Mistral regex patch backend_tokenizer attribute error are unrelated tokenizer failures." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and AutoImageProcessor URL loading failure are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: issue 44479 is clearly the broad Qwen video-input regression umbrella, and 45381 is the most plausible related duplicate/specific manifestation from the title alone. The other soft-edge verdicts are conservative and do not overclaim beyond the evidence available in the packet." - }, - "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 }, @@ -7321,15 +7144,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:24643", "issue:28282", "issue:29870", "issue:32090", "issue:38175", - "issue:41762", - "issue:42796", + "issue:42175", "issue:42915", "issue:43257", "issue:43452", @@ -7346,10 +7168,10 @@ "issue:44625", "issue:44737", "issue:44792", + "issue:44843", "issue:44849", "issue:44877", "issue:44898", - "issue:44936", "issue:44964", "issue:45005", "issue:45042", @@ -7364,6 +7186,7 @@ "issue:45823", "issue:46399", "issue:46463", + "issue:46468", "issue:46491", "issue:46693", "issue:46701", @@ -7373,238 +7196,245 @@ "issue:47333" ], "soft_pairs": [ - "issue:44849|issue:45701", + "issue:42175|issue:44488", "issue:38175|issue:44898", + "issue:44849|issue:45701", "issue:42915|issue:47332", "issue:45042|issue:45081", "issue:44792|issue:44964", - "issue:43742|issue:44589", "issue:43257|issue:43756", + "issue:43742|issue:44589", "issue:43756|issue:45325", - "issue:43742|issue:47333", "issue:43756|issue:46399", "issue:43716|issue:46701", - "issue:45672|issue:45674", + "issue:43742|issue:47333", "issue:46463|issue:47276", + "issue:45672|issue:45674", "issue:44737|issue:46463", "issue:45823|issue:46463", - "issue:45405|issue:45600", "issue:43906|issue:46693", + "issue:45405|issue:45600", "issue:44568|issue:46491", "issue:43577|issue:45072", "issue:24643|issue:29870", "issue:44625|issue:44877", "issue:43540|issue:46693", "issue:43452|issue:44488", + "issue:43906|issue:46468", "issue:43742|issue:47332", "issue:28282|issue:32090", - "issue:42796|issue:43906", "issue:46463|issue:46899", "issue:44466|issue:45005", - "issue:41762|issue:44936" + "issue:43452|issue:44843" ], - "prepared_review_unit_hash": "6f3ec2b389c214e5769065da47079e63aa41dc353c9ef26d1738df5271e0a2a7", + "prepared_review_unit_hash": "7e5814b6dd33a1ac05057ef3dc9a57717493c0ca9ed4f68e512acc21276cb2e2", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36684, - "estimated_input_tokens": 9171, - "estimated_eval_tokens": 18598 + "soft_pair_count": 30, + "serialized_chars": 36962, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the soft links mostly connect issues that merely share broad vocabulary (loading, dtype, tokenization, quantization, multimodal, trainer) but describe different models, failure modes, and code paths. I would not merge any of the suggested pairs, and there is no meaningful canonical item here.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue is a valid canonical representative; the items are largely unrelated bugs with only weak topical similarity.", + "summary": "This cluster is noisy and mostly contains unrelated model-specific bug reports across tokenizer loading, quantization, multimodal inference, and config handling. I don't see any soft pair that is the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No best issue exists for this cluster because there is no shared underlying bug to anchor a duplicate set.", + "best_issue_reason": "Issue 44843 is the most concrete and actionable regression report in the set, with a specific reproducible code path in tokenizer patching/offline mode, but it is not a true duplicate anchor for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Different problems: Qwen3.5 hidden-states handling vs a general tokenization regression." + "reason": "Different failures: TensorFlow backend packaging vs a model load failure for cjvt/sleng-bert." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Both mention model output issues, but one is zero probabilities in SigLIP2 and the other is Perceiver image-size failure." + "reason": "Both are vision-related, but one is zero-probability output and the other is an image-size classification failure; different code paths." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state bug is unrelated to a tokenizer-version-dependent tokenization change." }, { "left": "issue:42915", "right": "issue:47332", "accept": false, - "reason": "Both involve Qwen/MoE and saving/loading, but one is FineGrainedFP8Config failure and the other is disk-offload save support." + "reason": "One is FineGrainedFP8Config failure in Qwen3Moe; the other is saving a disk-offloaded model." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Unrelated bugs: PIL image processors requiring torchvision vs Mistral tokenizer regex patch crashing." + "reason": "PIL/torchvision dependency regression is unrelated to the Mistral regex patch crash." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different model families and failure modes: janus test failure vs Phi-4 multimodal load error." - }, - { - "left": "issue:43742", - "right": "issue:44589", - "accept": false, - "reason": "Loading key error for MobileLLM is not the same as missing Float8 storage support." + "reason": "Different models and symptoms: Janus test generation failure vs Phi-4-multimodal load failure." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE loading/conversion under accelerate+deepspeed is unrelated to Smollm3 RoPE layer dropping." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to Smollm3 RoPE-layer dropping." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Smollm3 RoPE-layer coverage bug is unrelated to Qwen2.5-VL still-image rope indexing." + "reason": "MobileLLM key error and Float8 storage lookup failure are distinct loading/runtime issues." }, { - "left": "issue:43742", - "right": "issue:47333", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Different save/load failures on different Qwen or MobileLLM models; no shared code-path is evident." + "reason": "Different models and mechanisms: RoPE layer count bug vs Qwen2.5-VL temporal position-id scaling." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Smollm3 RoPE configuration bug is not the same as Qwen3.5 kernel registration failure." + "reason": "Smollm3 RoPE-layer issue is unrelated to Qwen3.5 kernel registration/decorator crash." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Both are multimodal, but one is an image-preprocessor dtype mismatch and the other is a DiffusionGemma pipeline/output bug." + "reason": "Mistral-3 dtype mismatch in preprocessing is unrelated to DiffusionGemma image-text pipeline breakage." }, { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:43742", + "right": "issue:47333", "accept": false, - "reason": "Both are 4-bit/Gemma4 related, but the concrete bugs differ: unsafe uint8 cast vs BitsAndBytes skip-module exclusion logic." + "reason": "Loading facebook/MobileLLM and saving a disk-offloaded Qwen3 model are different problems." }, { "left": "issue:46463", "right": "issue:47276", "accept": false, - "reason": "Decoder-input validation error message and synced_gpus warning wording are distinct issues." + "reason": "Incorrect T5 decoder validation message is not the same as the synced_gpus warning in continuous batching." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Gemma4 uint8/torch.finfo failure and BitsAndBytes skip-modules exclusion bug are separate 4-bit inference issues." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU device bug is unrelated to T5 decoder validation messaging." + "reason": "XLNet CPU device placement bug is unrelated to T5 decoder-input error messaging." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-map forward mismatch is a different code path from T5 decoder input validation." + "reason": "Gemma4 device_map mismatch and T5 validation messaging are unrelated." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43906", + "right": "issue:46693", "accept": false, - "reason": "PEFT version pinning and stale auto_mappings config references are unrelated maintenance issues." + "reason": "A reproduction of an earlier issue is unrelated to a FA2 long-context performance regression." }, { - "left": "issue:43906", - "right": "issue:46693", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "An isolated reproduction of an unspecified issue is not the same as a FA2 long-context performance regression." + "reason": "PEFT version pinning and auto_mappings stale config references are unrelated maintenance issues." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs CodeLlama leading-space round-trip loss." + "reason": "Tokenizer special-token handling and CodeLlama space-roundtrip regression are different tokenizer bugs." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Blip2 dtype propagation bug is unrelated to SwitchTransformers/TimmWrapperModel bfloat16 inference mismatches." + "reason": "Blip2 float32 dtype propagation and SwitchTransformers/TimmWrapper bfloat16 mismatches are separate dtype bugs." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training weight-shape error and BART generate decoder mask bug are different failure modes." + "reason": "'weight' must be 2-D during DeepSpeed training is unrelated to Bart decoder_attention_mask initialization." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech loading are separate config bugs." + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are different config issues." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Qwen3OmniMoe video-input validation is not the same as the FA2 long-context performance regression." + "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to FA2 long-context performance regression." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file handling for AutoTokenizer/AutoModel is not the same as a separate model-loading failure for cjvt/sleng-bert." + "reason": "gguf_file loading breakage is not the same as the cjvt/sleng-bert model load problem." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "A reproduction issue and an official Nemotron example failure are not the same bug." }, { "left": "issue:43742", "right": "issue:47332", "accept": false, - "reason": "MobileLLM key error and disk-offloaded Qwen3-VL save failure are unrelated loading/saving bugs." + "reason": "MobileLLM key error and disk-offloaded Qwen3-VL save failure are different offloading/loading paths." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "One is missing-PyTorch import validation; the other is a Trainer broadcast NoneType error." - }, - { - "left": "issue:42796", - "right": "issue:43906", - "accept": false, - "reason": "Tokenizer BPE-marker handling for Ministral is unrelated to a reproduction of another issue." + "reason": "Missing PyTorch import and _gpu_broadcast_one NoneType error are unrelated environment/runtime failures." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 validation messaging and Gemma4 multimodal 4-bit dtype casting are distinct bugs." + "reason": "T5 decoder validation messaging and Gemma4 multimodal 4-bit dtype casting are unrelated." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both concern tied weights in v5, but one is serialization inconsistency by device and the other is translation-model tied-weight handling." + "reason": "Tied-weight serialization inconsistency and translation-model tied-weight issues are related only loosely, but not the same concrete defect." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() after train() failure are different lifecycle bugs." + "reason": "Both involve tokenizer loading, but gguf_file breakage and unconditional model_info() in _patch_mistral_regex are different root causes." } ] }, @@ -7623,17 +7453,17 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:29159", "issue:33357", "issue:38175", "issue:40444", + "issue:41762", "issue:43295", - "issue:43452", "issue:43525", "issue:43643", "issue:43646", @@ -7655,6 +7485,7 @@ "issue:44857", "issue:44898", "issue:44913", + "issue:44936", "issue:44991", "issue:45216", "issue:45356", @@ -7663,7 +7494,6 @@ "issue:45375", "issue:45588", "issue:45663", - "issue:45701", "issue:45704", "issue:45920", "issue:46050", @@ -7680,223 +7510,222 @@ "soft_pairs": [ "issue:45663|issue:46846", "issue:44913|issue:46121", - "issue:43452|issue:44843", "issue:43697|issue:46829", + "issue:41762|issue:44936", "issue:44737|issue:45588", "issue:43697|issue:45216", - "issue:43720|issue:44898", "issue:45357|issue:45920", + "issue:43720|issue:44898", "issue:44493|issue:46050", "issue:43653|issue:44361", "issue:38175|issue:43295", "issue:44361|issue:44442", - "issue:43688|issue:43749", "issue:43643|issue:45375", + "issue:43688|issue:43749", "issue:43994|issue:44898", "issue:44843|issue:44991", - "issue:44821|issue:46821", "issue:40444|issue:44811", + "issue:44821|issue:46821", + "issue:45372|issue:46170", "issue:44756|issue:47332", "issue:29159|issue:33357", - "issue:45372|issue:46170", "issue:43688|issue:45704", - "issue:44857|issue:47000", "issue:43525|issue:46701", + "issue:44857|issue:47000", "issue:43295|issue:45356", "issue:43756|issue:46402", - "issue:43688|issue:45701", "issue:43646|issue:43749" ], - "prepared_review_unit_hash": "716ebc9c6b75feb6db9103a38f8232e85be42204850a713dda9f23aa08bbf5d5", + "prepared_review_unit_hash": "bff775db61d843b08178f0409d402391c5d644d3986126d24f5e1a5c4f69a5b5", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36384, - "estimated_input_tokens": 9096, - "estimated_eval_tokens": 18448 + "soft_pair_count": 27, + "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": "This cluster is a noisy mix of unrelated Transformers issues that only share broad subsystem vocabulary (tokenizers, loading, vision, configuration). None of the listed soft pairs look like the same underlying bug or change, so I rejected them all.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45920 is the broadest and most representative report here: a v5 tokenizer regression affecting multiple models and token IDs, which best matches the cluster\u2019s recurring tokenizer/loading theme.", + "summary": "This cluster is mostly heterogeneous: it mixes unrelated tokenizer, model-loading, config-serialization, and training/runtime regressions. None of the soft pairs look like true duplicates of the same concrete bug. The broad tokenizer-regression report is the best representative issue in the set.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45920 is the broadest and most central issue here: it reports a v5 tokenizer regression affecting multiple models and wrong token IDs, which matches the cluster\u2019s strongest tokenizer-related theme better than the more narrow one-off reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest cluster representative because it describes a cross-model tokenizer regression rather than a model-specific edge case.", + "best_issue_reason": "issue:45920 is the clearest cluster anchor because it describes a cross-model tokenizer correctness regression rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Different models and different failure modes: Gemma-4 FSDP2 key error vs Qwen3.5 TP plan omissions/OOM." + "reason": "Different models and different failure modes: Gemma-4 FSDP2 shared-state KeyError vs Qwen3.5 TP planning omissions causing OOM/shape errors." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both touch RoPE/config handling, but one is a reload-default bug and the other is a TypeError from JSON-loaded lists; not the same defect." + "reason": "Both involve RoPE-related config handling, but one is a reload defaulting bug and the other is a TypeError from JSON-loaded validation input; not the same bug." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "Unrelated codepaths: gguf/pretrained loading breakage vs unconditional model_info() call in offline Mistral regex patching." + "reason": "Unrelated model outputs: RTDetrV2 differing outputs vs VideoPrism hidden_states field mix-up." }, { - "left": "issue:43697", - "right": "issue:46829", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Different models and symptoms: RT-DETR output drift vs VideoPrism output field mismatch." + "reason": "Different paths: Gemma3 ZeRO-3 load crash vs trainer.evaluate() failing after train." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU device bug and flash-attention s_aux None crash are unrelated." + "reason": "XLNet CPU device-placement bug and flash_attention s_aux=None crash are unrelated code paths." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RT-DETR inference drift is unrelated to Qwen3.5 save_pretrained checkpoint corruption." - }, - { - "left": "issue:43720", - "right": "issue:44898", - "accept": false, - "reason": "BitNet packed-weight loading failure and Perceiver interpolation failure are different model paths." + "reason": "Different subsystems: RTDetrV2 inference drift vs Qwen3.5 save_pretrained checkpoint key corruption." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 visual encoder key serialization is unrelated to tokenizer token-ID regression across models." + "reason": "Both are regressions around saving/tokenization, but one is incorrect visual encoder keys on save and the other is wrong token IDs during tokenization." }, { - "left": "issue:44493", + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading bug and Perceiver non-default-resolution failure are distinct model-specific issues." + }, + { + "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Position-id key warnings and sinq quantization save/load breakage are different bugs." + "reason": "Both are save/load style regressions, but one is an unexpected key/position-id issue and the other is quantized model persistence after sinq." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer-related errors, but on different tokenizers and different root causes." + "reason": "Different tokenizers and different symptoms: BigBird special-token registration vs MLuke task AttributeError." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero-probability inference and processor.tokenizer regression are not the same underlying issue." + "reason": "Siglip2 zero-probability outputs and processor.tokenizer/image-to-tokenizer regression are not the same concrete bug." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Distinct tokenizer implementations and failures; no shared concrete code-path." + "reason": "MLukeTokenizer task AttributeError is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM-efficient loading are unrelated." + "reason": "Both concern config fields being dropped, but they affect different APIs/models and different missing-field mechanisms." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Generic trust_remote_code field loss and a Qwen3_5MoeVisionConfig strict-field drop are different serialization problems." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated issues." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision models and symptoms; one is nonsensical SigLIP2 outputs, the other is Perceiver resize/interpolation failure." + "reason": "Both are vision-model inference bugs, but the symptom and code path differ: nonsensical SigLIP2 outputs vs Perceiver non-default resolution failure." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline regex patching bug and EMBEDDIA tokenizer loading regression are not the same code-path." + "reason": "Offline hub lookup in _patch_mistral_regex and tokenizer loading failure for a specific model are different bugs." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Multi-image iterable-dataset finetuning failure and Whisper batch_decode skip_special_tokens bug are unrelated." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + "reason": "AutoImageProcessor-from-URL and TimesFM window_size AttributeError are completely different features." }, { - "left": "issue:40444", - "right": "issue:44811", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Multi-image iterable fine-tuning failure and Whisper batch_decode skip_special_tokens behavior are different issues." + "reason": "Gemma processor import regression and Windows ROCm torch.distributed dependency issue are unrelated." }, { "left": "issue:44756", "right": "issue:47332", "accept": false, - "reason": "Strix Halo mmap/OOM mitigation and disk-offloaded Qwen3-VL save failure are unrelated." + "reason": "Strix Halo mmap OOM avoidance and disk-offloaded Qwen3-VL save failure are different storage/memory paths." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Generic slow-vs-fast tokenizer inconsistency and a MacOS CLIP bus error are different bugs." - }, - { - "left": "issue:45372", - "right": "issue:46170", - "accept": false, - "reason": "These titles point to different failures: Gemma 4 processor loading import issues vs Windows ROCm torch.distributed dependency problems." + "reason": "Tokenizer consistency issue and MacOS CLIP bus error do not describe the same bug." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Auxiliary-loss normalization and T5 apex.FusedRMSNorm memory leak are unrelated." + "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak are unrelated." }, { - "left": "issue:44857", - "right": "issue:47000", + "left": "issue:43525", + "right": "issue:46701", "accept": false, - "reason": "Different RT-DETR losses and different crash causes; not mergeable as one bug." + "reason": "Missing pad_token_id on Llama4Config is unrelated to DiffusionGemma pipeline generation failure." }, { - "left": "issue:43525", - "right": "issue:46701", + "left": "issue:44857", + "right": "issue:47000", "accept": false, - "reason": "Llama4Config pad_token_id attribute error is unrelated to DiffusionGemma image-text-to-text pipeline failure." + "reason": "Both are RTDetr-related loss crashes, but the reported failures differ: float16 AMP/CUDA crash vs infeasible cost matrix." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Processor/tokenizer regression with images and Kimi-K2.5 codec handling are different tokenizer bugs." + "reason": "Both are regression reports, but one is processor/tokenizer access and the other is Kimi-K2.5 codec/regex handling." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer omission and Sam3Model text encoder weight loading are unrelated model bugs." + "reason": "Smollm3 RoPE-layer dropping and Sam3Model text-encoder weights not loading are unrelated model-specific issues." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization regression and FSDP CPU RAM-efficient loading failure are not the same underlying problem." + "reason": "Custom model initialization breaks in Transformers 5.0.0 and FSDP loading regression are different failures." } ] }, @@ -7913,12 +7742,12 @@ "component_count": 27, "review_unit_index": 27, "review_unit_count": 65, - "status": "reviewed", + "status": "error", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:32090", "issue:33666", @@ -7932,7 +7761,6 @@ "issue:43550", "issue:43577", "issue:43606", - "issue:43611", "issue:43643", "issue:43653", "issue:43688", @@ -7956,6 +7784,7 @@ "issue:45405", "issue:45440", "issue:45542", + "issue:45701", "issue:46050", "issue:46178", "issue:46491", @@ -7963,7 +7792,6 @@ "issue:46693", "issue:46829", "issue:46832", - "issue:46846", "issue:46932", "issue:47013", "issue:47254", @@ -7971,261 +7799,60 @@ ], "soft_pairs": [ "issue:43653|issue:44568", + "issue:43688|issue:45701", "issue:45542|issue:46178", "issue:43761|issue:46829", "issue:46832|issue:46932", "issue:43653|issue:43927", "issue:43761|issue:47013", "issue:44464|issue:44743", - "issue:33666|issue:36010", "issue:44479|issue:44625", + "issue:33666|issue:36010", "issue:43452|issue:43577", "issue:42898|issue:46491", "issue:32090|issue:33666", "issue:44466|issue:46050", - "issue:33666|issue:36331", "issue:43688|issue:45440", - "issue:41720|issue:44464", "issue:44977|issue:46693", + "issue:41720|issue:44464", "issue:44484|issue:44704", + "issue:33666|issue:36331", "issue:43504|issue:43550", "issue:44464|issue:44977", "issue:43643|issue:44561", "issue:44734|issue:46612", "issue:45405|issue:47254", - "issue:43278|issue:43688", "issue:43504|issue:43720", + "issue:43278|issue:43688", "issue:43782|issue:46693", "issue:44625|issue:47276", "issue:43720|issue:43927", "issue:43606|issue:43927", "issue:43504|issue:44610", - "issue:43577|issue:44554", - "issue:43611|issue:46846" + "issue:43577|issue:44554" ], - "prepared_review_unit_hash": "c40c57d3d662b371238b218bea72e5f3133f39efe7738b1ae194763e943db299", + "prepared_review_unit_hash": "c67d38f78e199ac155d5178f803341bbedd85eaeb03d42b87d0135d1c6df10cd", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37643, - "estimated_input_tokens": 9411, - "estimated_eval_tokens": 19078 + "serialized_chars": 37007, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "This cluster is mostly a similarity bucket of unrelated issues across tokenization, loading, training, generation, and config/backend plumbing. None of the soft pairs look like the same underlying bug or a mergeable duplicate PR target.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue: the candidates span many unrelated failure modes, so there is no clear duplicate anchor for the cluster.", - "canonical_pr_reason": null, - "best_issue_reason": "44568 is the closest thing to a broadly stated regression-style issue, but it still only covers one tokenizer-specific bug and does not represent the rest of the cluster.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43653", - "right": "issue:44568", - "accept": false, - "reason": "Both are tokenizer regressions, but one is BigBird special-token registration and the other is BOS/EOS insertion for mdeberta; different bugs." - }, - { - "left": "issue:45542", - "right": "issue:46178", - "accept": false, - "reason": "Both mention TF-related backend issues, but one is tensorboard-without-TensorFlow and the other is an unknown tensorflow_text backend mapping problem." - }, - { - "left": "issue:43761", - "right": "issue:46829", - "accept": false, - "reason": "Different output bugs: hidden_states missing in CLIPVisionModel vs hidden_states mispackaged in VideoPrism classification output." - }, - { - "left": "issue:46832", - "right": "issue:46932", - "accept": false, - "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are unrelated model bugs." - }, - { - "left": "issue:43653", - "right": "issue:43927", - "accept": false, - "reason": "Tokenizer special-token registration vs DiaConfig losing custom token IDs after save/load; different layers and symptoms." - }, - { - "left": "issue:43761", - "right": "issue:47013", - "accept": false, - "reason": "CLIP hidden_states regression and xLSTM state-unpacking crash are unrelated code paths." - }, - { - "left": "issue:44464", - "right": "issue:44743", - "accept": false, - "reason": "Both involve generation/cache behavior, but compiled chunked generation and xLSTM recurrent-state reset are different bugs." - }, - { - "left": "issue:33666", - "right": "issue:36010", - "accept": false, - "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated issues." - }, - { - "left": "issue:44479", - "right": "issue:44625", - "accept": false, - "reason": "Video input regression and num_labels propagation are different Qwen3.5 problems." - }, - { - "left": "issue:43452", - "right": "issue:43577", - "accept": false, - "reason": "gguf_file loading failure and BLIP2 dtype staying float32 are separate from_pretrained vs dtype bugs." - }, - { - "left": "issue:42898", - "right": "issue:46491", - "accept": false, - "reason": "Both are tokenizer-related, but one is a v5 clean_up_tokenization_spaces behavior change and the other is a CodeLlama leading-space round-trip regression." - }, - { - "left": "issue:32090", - "right": "issue:33666", - "accept": false, - "reason": "Trainer GPU broadcast NoneType and Qwen2-VL multi-GPU training are different multi-GPU failures." - }, - { - "left": "issue:44466", - "right": "issue:46050", - "accept": false, - "reason": "Inconsistent lm_head serialization and sinq quantized save/load breakage are unrelated persistence bugs." - }, - { - "left": "issue:33666", - "right": "issue:36331", - "accept": false, - "reason": "Both touch training, but one is Qwen2-VL multi-GPU setup and the other is a CustomTrainer signature change." - }, - { - "left": "issue:43688", - "right": "issue:45440", - "accept": false, - "reason": "Aux loss normalization and DeepseekV3MoE divergence are different model-math issues." - }, - { - "left": "issue:41720", - "right": "issue:44464", - "accept": false, - "reason": "cudaErrorAssert on auto device mapping is not the same as compiled chunked generation inconsistency." - }, - { - "left": "issue:44977", - "right": "issue:46693", - "accept": false, - "reason": "Both involve generation and attention, but one is a Qwen3.5 correctness bug and the other is a long-context performance regression." - }, - { - "left": "issue:44484", - "right": "issue:44704", - "accept": false, - "reason": "save_pretrained sharding-size question and AutoProcessor cached_file kwargs handling are unrelated." - }, - { - "left": "issue:43504", - "right": "issue:43550", - "accept": false, - "reason": "Beit legacy-field loading and Bamba SDPA torch.compile failure are different model/runtime bugs." - }, - { - "left": "issue:44464", - "right": "issue:44977", - "accept": false, - "reason": "Compiled chunked generation inconsistency and Qwen3.5 flash-attention generation failure are different code paths." - }, - { - "left": "issue:43643", - "right": "issue:44561", - "accept": false, - "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is v5 removal of is_torch_fx_available." - }, - { - "left": "issue:44734", - "right": "issue:46612", - "accept": false, - "reason": "KV-cache continuation indexing and beam-search cache reorder skipping are both generation bugs, but not the same mechanism or fix." - }, - { - "left": "issue:45405", - "right": "issue:47254", - "accept": false, - "reason": "MIN_PEFT_VERSION bump and PEFT+ZeRO-3 checkpointing error are unrelated versioning vs runtime issues." - }, - { - "left": "issue:43278", - "right": "issue:43688", - "accept": false, - "reason": "Embedding dtype drift and auxiliary-loss normalization are different numerical regressions." - }, - { - "left": "issue:43504", - "right": "issue:43720", - "accept": false, - "reason": "Beit pretrained-load legacy field and BitNet packed-weight loading are separate loading failures." - }, - { - "left": "issue:43782", - "right": "issue:46693", - "accept": false, - "reason": "Qwen3VL weight_only load error and FA2 long-context performance regression are unrelated." - }, - { - "left": "issue:44625", - "right": "issue:47276", - "accept": false, - "reason": "Num_labels propagation and a synced_gpus warning message are not the same bug." - }, - { - "left": "issue:43720", - "right": "issue:43927", - "accept": false, - "reason": "BitNet packed weights during accelerate loading and DiaConfig token ID loss are unrelated." - }, - { - "left": "issue:43606", - "right": "issue:43927", - "accept": false, - "reason": "CPU offload device mismatch and DiaConfig token ID persistence are unrelated." - }, - { - "left": "issue:43504", - "right": "issue:44610", - "accept": false, - "reason": "Beit legacy-field loading and OmDet-Turbo processor size mismatch affect different models and code paths." - }, - { - "left": "issue:43577", - "right": "issue:44554", - "accept": false, - "reason": "BLIP2 dtype handling and the MPS attention correctness issue are unrelated." - }, - { - "left": "issue:43611", - "right": "issue:46846", - "accept": false, - "reason": "base_model_prefix loading regression and missing linear_attn entries in the Qwen3.5 TP plan are different problems." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -8241,14 +7868,13 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:28218", "issue:33357", - "issue:33666", "issue:39692", "issue:42796", "issue:43278", @@ -8259,6 +7885,7 @@ "issue:43525", "issue:43572", "issue:43606", + "issue:43611", "issue:43646", "issue:43701", "issue:43720", @@ -8291,244 +7918,242 @@ "issue:46365", "issue:46489", "issue:46710", - "issue:46821", - "issue:46832", + "issue:46846", "issue:47332" ], "soft_pairs": [ + "issue:43611|issue:46846", "issue:43720|issue:44361", "issue:43525|issue:43572", - "issue:44964|issue:45405", "issue:44514|issue:45290", + "issue:44964|issue:45405", "issue:43493|issue:43825", "issue:28218|issue:33357", "issue:45491|issue:46002", "issue:45823|issue:46050", "issue:44977|issue:46209", "issue:44554|issue:46365", - "issue:39692|issue:43295", "issue:44488|issue:44843", + "issue:39692|issue:43295", "issue:43994|issue:46192", "issue:42796|issue:44977", "issue:45405|issue:47332", "issue:43278|issue:43844", "issue:43334|issue:45759", - "issue:43334|issue:43572", "issue:44568|issue:46489", - "issue:43278|issue:43701", - "issue:43646|issue:44466", + "issue:43334|issue:43572", "issue:44568|issue:45812", + "issue:43646|issue:44466", + "issue:43278|issue:43701", "issue:43493|issue:43844", - "issue:43927|issue:44361", "issue:46209|issue:46710", + "issue:43927|issue:44361", "issue:43572|issue:44291", - "issue:33357|issue:33666", "issue:43504|issue:43606", - "issue:43824|issue:44589", - "issue:46821|issue:46832" + "issue:43824|issue:44589" ], - "prepared_review_unit_hash": "03f17dd6d7954575643e6848bd7048218a34457bbf4a9e5b26d6b196344faff7", + "prepared_review_unit_hash": "6930395d2c5f5a9d2c6ad2626a79d1abb66633749b09c54b8060c1eae06aff9a", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36950, - "estimated_input_tokens": 9238, - "estimated_eval_tokens": 18732 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36153, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated tokenizer, config, loading, training, or inference regressions that only share superficial transformer-v5-style symptoms. No soft pair looks like the same underlying bug or change.", - "confidence": 0.91, - "canonical_issue_reason": "If forced to pick an anchor, issue 43646 is the broadest v5 regression report about model initialization, but the set is too mixed to have a true canonical duplicate issue.", + "summary": "This cluster is a loose grab-bag of Transformers regression reports, mostly about different models, configs, tokenizers, or runtime paths. None of the soft pairs look like true duplicates under a strict code-path test, so I would not merge any of them.", + "confidence": 0.21, + "canonical_issue_reason": "Issue 43525 is the clearest representative of the cluster\u2019s recurring v5 config-regression theme: a missing token field causes a concrete load failure. It is not a duplicate of the others, but it best summarizes the general pattern.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the least-specific and most umbrella-like report in the group; it best fits as a loose representative, though it still should not be treated as a real duplicate hub.", + "best_issue_reason": "43525 is the most generic and representative issue among the set; it captures the common 'missing config field after v5 update' class better than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Different bugs: base_model_prefix loading regression vs Qwen3.5 TP plan missing linear_attn entries." + }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Both are AttributeError/loading failures, but one is packed-weight handling during accelerate loading and the other is a tokenizer/tasks runtime failure." + "reason": "Unrelated failures: BitNet packed-weight loading vs MLukeTokenizer task AttributeError." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both mention missing pad-token fields, but they affect different models and different attributes (`pad_token_id` vs `pad_token_idx`)." + "reason": "Both are config-attribute regressions, but they affect different models and different fields (pad_token_id vs pad_token_idx)." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "One is a Phi-4 multimodal model-load failure; the other is a dependency/version-floor problem for `MIN_PEFT_VERSION`." + "reason": "Same API surface, but different crash conditions and code paths in apply_chat_template." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Same API area, but one crashes on batched input with `padding=False` and the other on assistant tool-call messages with no content." + "reason": "Model-loading failure vs a dependency version bump warning; not the same underlying bug." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy and an offline-mode hub lookup regression are unrelated code paths." + "reason": "SigLIP2 implementation mismatch is unrelated to a pipeline translation-task error message regression." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing after added tokens and a MacOS bus error in CLIP are completely different failures." + "reason": "Tokenizer spacing bug vs MacOS CLIP bus error; unrelated." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both involve NaNs, but one is sliding-window attention on mixed-length batches and the other is classification-head NaNs after checkout/init." + "reason": "Both mention NaNs, but they occur in different components and scenarios." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device-mismatch during forward and broken quantized save/load are distinct bugs." + "reason": "Device-placement mismatch during forward is unrelated to save/load breakage after sinq quantization." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Qwen flash-attention generation failure and FP8/B200 inference incompatibility are not the same underlying issue." + "reason": "Different runtime failures: flash-attention generation vs FP8 inference on B200." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness and a Trainer import/dependency conflict have no shared fix path." + "reason": "Attention correctness on MPS has no relation to Trainer import being blocked by datasets." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Documentation example errors and a processor/tokenizer regression are unrelated." + "reason": "Both involve loading, but one is a specific model load failure and the other is an offline-regression in tokenizer patching." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Model-load failure for `cjvt/sleng-bert` and an offline-mode `_patch_mistral_regex` regression are different problems." + "reason": "Documentation/example errors are not the same as a processor.tokenizer regression." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "Wrong SigLIP2 outputs and `return_tensors` being ignored are separate tokenizer/pipeline behaviors." + "reason": "Incorrect SigLIP2 outputs are unrelated to return_tensors being ignored in text_kwargs." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE marker handling and flash-attention generation correctness are unrelated." + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different problems." }, { "left": "issue:45405", "right": "issue:47332", "accept": false, - "reason": "A PyPI version bump issue and a disk-offload save failure are different kinds of regressions." + "reason": "Unreleased dependency bump vs disk-offload save failure; unrelated." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift and ZeRO-3 gradient explosion do not point to the same bug." + "reason": "Training/eval dtype change is not the same as a ZeRO-3 gradient explosion regression." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both touch Qwen multimodal configs, but one is a missing `pad_token_id` attribute and the other is `text_config` unwrapping for causal LM construction." + "reason": "Both touch Qwen multimodal configs, but one is a missing pad_token_id field and the other is text_config unwrapping in from_config." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "Both involve missing pad-token metadata, but they are different config classes and different attribute names." + "reason": "Both are tokenizer regressions, but they involve different models and different failure modes." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different tokenization logic." + "reason": "Different models and different missing fields; no shared concrete bug." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "BF16-to-FP32 embedding drift and `resume_from_checkpoint` key mismatch are unrelated." + "reason": "Different tokenizer regressions; one misses BOS/EOS insertion, the other has wrong Granite token IDs." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model init breakage and inconsistent `lm_head.weight` serialization are different code paths." + "reason": "Custom model initialization breakage is separate from inconsistent lm_head serialization." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "mDeBERTa special-token handling and Granite token-ID corruption are distinct tokenizer regressions." + "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Saving/loading custom token IDs is a config persistence issue, not the same as a tokenizer task AttributeError." + "reason": "SigLIP2 implementation discrepancy does not match a DeepSpeed gradient anomaly." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "Both are upgrade-related regressions, but one is FP8 inference support and the other is an accuracy regression in a specific model." + "reason": "FP8 inference failure and accuracy regression after upgrade are different bugs." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Missing `pad_token_idx` in a config and an unexpected `_is_hf_initialized` argument during `init_empty_weights` are unrelated." + "reason": "DiaConfig save/load token-id loss is unrelated to MLukeTokenizer task AttributeError." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training have no shared underlying bug." + "reason": "Missing pad_token_idx after update and init_empty_weights unexpected argument are different regression sites." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "A legacy-field load failure for Beit and a CPU-offload device mismatch for Bark are different issues." + "reason": "Legacy field in Beit model loading is unrelated to CPU-offload device mismatch in bark-small." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Qwen2.5-VL import failure and float8 storage lookup failure are unrelated." - }, - { - "left": "issue:46821", - "right": "issue:46832", - "accept": false, - "reason": "TimesFM `window_size` AttributeError and RT-DETR feature-level TypeError are separate model bugs." + "reason": "Qwen2.5-VL import failure and Float8 storage lookup failure are unrelated runtime issues." } ] }, @@ -8547,10 +8172,10 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:15354", "issue:28218", @@ -8561,12 +8186,10 @@ "issue:42490", "issue:42947", "issue:43381", - "issue:43493", "issue:43504", "issue:43606", "issue:43653", "issue:43696", - "issue:43701", "issue:43844", "issue:43873", "issue:43937", @@ -8595,6 +8218,7 @@ "issue:46399", "issue:46701", "issue:46710", + "issue:46821", "issue:46832", "issue:46846", "issue:47013", @@ -8602,218 +8226,224 @@ "issue:47254" ], "soft_pairs": [ - "issue:44589|issue:45520", + "issue:46821|issue:46832", "issue:44493|issue:46285", - "issue:44849|issue:46209", + "issue:44589|issue:45520", "issue:45245|issue:46710", "issue:43504|issue:43653", - "issue:44849|issue:45357", + "issue:44849|issue:46209", "issue:43606|issue:44112", + "issue:44849|issue:45357", "issue:45072|issue:46832", "issue:43994|issue:44493", "issue:42490|issue:43696", "issue:43844|issue:44964", - "issue:15354|issue:38175", "issue:43873|issue:46050", + "issue:15354|issue:38175", "issue:44464|issue:45584", "issue:42947|issue:43381", - "issue:44849|issue:47145", - "issue:29159|issue:32090", - "issue:45229|issue:45823", "issue:46399|issue:46846", + "issue:45229|issue:45823", "issue:47013|issue:47254", + "issue:29159|issue:32090", + "issue:44849|issue:47145", "issue:28218|issue:34567", - "issue:45084|issue:45520", "issue:45200|issue:45229", + "issue:45084|issue:45520", "issue:44423|issue:44734", "issue:45588|issue:46050", - "issue:43937|issue:46701", - "issue:43493|issue:43701" + "issue:43937|issue:46701" ], - "prepared_review_unit_hash": "5c3be59ac262722851de7b25992dac07086e4e72cc9ae96d65f069be338b828f", + "prepared_review_unit_hash": "d3e882a7e6cd16d141f49673b42213a354e6f461cc6e88acd5aab8396d598e22", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35917, - "estimated_input_tokens": 8980, - "estimated_eval_tokens": 18216 + "serialized_chars": 35364, + "estimated_input_tokens": 8841, + "estimated_eval_tokens": 17938 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is not a duplicate set: it mixes many unrelated tokenizer, trainer, serving, quantization, and model-specific regressions. None of the proposed soft pairs look like the same underlying bug/change.", - "confidence": 0.98, + "summary": "This cluster is heterogeneous: the soft pairs mostly connect unrelated bugs across different models, runtimes, and subsystems. I do not see a single underlying duplicate issue or any PRs to consolidate.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "Different failure modes and subsystems: FP8 storage lookup vs flash_attn import key error on Python 3.13." + "reason": "Different problems: an AttributeError on window_size vs an RT-DETR forward shape/feature-level mismatch." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "One is a position-id key warning across many models; the other is a CLIP text-model structure change." + "reason": "Different model families and failures: position-id key warnings vs CLIP text model structure divergence." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Qwen3.5 hidden-state bug is unrelated to FP8 inference failure on B200." + "reason": "Unrelated errors: missing Float8 storage vs flash_attn import KeyError on Python 3.13." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Category cardinality error is unrelated to a post-upgrade accuracy regression." + "reason": "Completely different issues: category cardinality limit vs accuracy regression after upgrade." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Legacy-field model loading bug is unrelated to BigBirdTokenizer special-token registration/empty decode." + "reason": "Different targets and symptoms: BEiT legacy field loading vs BigBirdTokenizer special-token registration." }, { "left": "issue:44849", - "right": "issue:45357", + "right": "issue:46209", "accept": false, - "reason": "Different Qwen3.5 issues: output_hidden_states behavior vs save_pretrained visual encoder key regression." + "reason": "Different concrete bugs: Qwen3.5 hidden-states handling vs FP8 inference OOM on B200." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "CPU offload device mismatch is not the same as a stale CI test failure." + "reason": "Both mention device behavior, but one is a bark-small CPU-offload mismatch and the other is a stale GraniteSpeech CI test." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but different code paths: output_hidden_states bug vs save_pretrained saving wrong visual encoder keys." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "Bfloat16 dtype mismatch in specific models is unrelated to RTDetr feature-level indexing/forward error." + "reason": "Different subsystems: dtype mismatch in inference vs RT-DETR forward feature-level error." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 wrong outputs and unexpected position-id keys are different bugs." + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs unexpected position-id keys." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path trailing-slash import warning is unrelated to GPT-oss-20b CUDA OOM." + "reason": "Import-path warning from trailing slash vs CUDA OOM on GPT-oss-20b; unrelated." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth bug is unrelated to Phi-4 multimodal loading failure." + "reason": "Different bugs: ZeRO-3 gradient inflation vs Phi-4 multimodal loading failure." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "TorchScript GeneratorExp export issue is unrelated to SigLIP2 zero-probability outputs." + "reason": "Both involve quantization/offloading broadly, but one is runtime offloading behavior and the other is broken save/load after sinq quantization." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Quantization/offloading behavior complaint is not the same as broken save/load for sinq-quantized models." + "reason": "Different failures and eras: torch.jit.script GeneratorExp export issue vs SigLIP2 zero probabilities." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty transcription after token alignment." + "reason": "Different generation bugs: compiled forward inconsistency vs empty-transcription behavior after align_special_tokens." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "LoRA gradient checkpointing ineffectiveness is different from gradient checkpointing being disallowed in eval mode." + "reason": "Related theme, but not the same bug: LoRA/PEFT checkpointing ineffective vs checkpointing blocked in eval mode." }, { - "left": "issue:44849", - "right": "issue:47145", + "left": "issue:46399", + "right": "issue:46846", "accept": false, - "reason": "Qwen3.5 hidden-state bug and FP8 checkpoint weight_scale omission are unrelated." + "reason": "Different Qwen3.5 issues: missing kernel registration decorator vs missing TP-plan linear_attn entries." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer broadcast NoneType error." + "reason": "Same model family, but one is multi-GPU CUDA OOM and the other is device-mismatch forward failure; not the same code-path." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:47013", + "right": "issue:47254", "accept": false, - "reason": "CUDA OOM in multi-GPU Gemma4 inference is not the same as a device-map forward mismatch." + "reason": "Different training failures: xLSTM return_last_states unpacking vs PEFT/DeepSpeed checkpoint error." }, { - "left": "issue:46399", - "right": "issue:46846", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Missing decorator for rotary-pos-emb registration is unrelated to TP plan omissions causing OOM/shape errors." + "reason": "Tokenizer fast/slow inconsistency vs Trainer NoneType broadcast error are unrelated." }, { - "left": "issue:47013", - "right": "issue:47254", + "left": "issue:44849", + "right": "issue:47145", "accept": false, - "reason": "xLSTM state unpacking crash is unrelated to PEFT + DeepSpeed ZeRO-3 checkpoint errors." + "reason": "Different domains: Qwen3.5 hidden-states bug vs FP8 checkpoint scale not applied on load." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added token is unrelated to TrainerState token-count tracking." + "reason": "Tokenizer spacing after added tokens vs TrainerState token-count tracking; unrelated." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Non-template node compilation error is unrelated to flash_attn import key handling." + "reason": "Gemma4 text-only fine-tuning field defaulting vs multi-GPU inference OOM are different issues." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Missing default mm_token_type_ids is unrelated to Gemma4 multi-GPU OOM." + "reason": "Different errors: non-template-node compilation vs flash_attn import KeyError." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Continuous-batching multimodal crash with string tensor handling is unrelated to KV-cache continuation indexing." + "reason": "Both are serve-related, but one crashes on multimodal tensor handling and the other on KV-cache indexing; not the same bug." }, { - "left": "issue:43937", - "right": "issue:46701", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 is unrelated to DiffusionGemma image-text-to-text pipeline failure." + "reason": "Flash-attention sinkless-model AttributeError vs sinq checkpoint save/load corruption are unrelated." }, { - "left": "issue:43493", - "right": "issue:46846", + "left": "issue:43937", + "right": "issue:46701", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as Qwen3.5 tensor-parallel plan omissions." + "reason": "Different areas: invalid GenerationConfig for GLM-5 vs DiffusionGemma pipeline failure." } ] }, @@ -8832,10 +8462,10 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:29870", "issue:29942", @@ -8856,6 +8486,7 @@ "issue:43550", "issue:43572", "issue:43575", + "issue:43701", "issue:43824", "issue:43844", "issue:43873", @@ -8886,252 +8517,259 @@ "issue:46821" ], "soft_pairs": [ + "issue:43493|issue:43701", "issue:41720|issue:46710", "issue:44554|issue:45446", "issue:43065|issue:46369", - "issue:37428|issue:43957", "issue:44869|issue:46752", "issue:44977|issue:46701", - "issue:29942|issue:30333", + "issue:37428|issue:43957", "issue:43295|issue:43450", + "issue:29942|issue:30333", "issue:43404|issue:46710", "issue:45072|issue:45198", "issue:45588|issue:45759", "issue:45406|issue:46121", - "issue:43572|issue:46821", "issue:43295|issue:43873", + "issue:43572|issue:46821", "issue:43540|issue:45200", "issue:44186|issue:46192", "issue:43295|issue:44610", - "issue:45823|issue:46192", "issue:43550|issue:43844", + "issue:45823|issue:46192", "issue:43572|issue:43957", - "issue:43450|issue:43575", "issue:45520|issue:46178", + "issue:43450|issue:43575", "issue:45200|issue:45823", - "issue:37428|issue:43824", "issue:29870|issue:29942", + "issue:37428|issue:43824", "issue:42490|issue:43493", - "issue:43295|issue:43493", "issue:39692|issue:46192", + "issue:43295|issue:43493", "issue:42915|issue:43824", "issue:43334|issue:43525", "issue:44521|issue:45290" ], - "prepared_review_unit_hash": "b9ca2196ab72d7269913430f1e3527a7d61b688015d937f5729b46858024de26", + "prepared_review_unit_hash": "75bba165a6e3123acd0339425fdeb608bd9f969b23d2c8749d7baf1cd9122264", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36593, - "estimated_input_tokens": 9149, - "estimated_eval_tokens": 18554 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37420, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft-pair set is heterogeneous: most items are unrelated model-specific regressions or docs/API issues. I reject every soft duplicate edge; none look like the same underlying bug or change.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43873 is the strongest representative of the set by activity/inbound refs, but the cluster is too diverse for a true duplicate canonical.", + "summary": "The cluster is highly heterogeneous; none of the soft pairs look like the same underlying bug or change. I\u2019d use issue 43873 as the best representative anchor only because it\u2019s the most active/open and broadly framed issue in the set.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43873 has the highest engagement and a broad, clearly stated bug description, so it is the best available anchor despite the cluster not forming a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the broadest cross-cutting impact and the most discussion, so it is the best single representative if one must be chosen.", + "best_issue_reason": "issue:43873 is the most active and general issue here (many discussions and inbound refs), making it the most suitable representative issue for this mixed set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "Different bugs: SigLIP2 implementation mismatch vs resume_from_checkpoint key mismatch." + }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Both involve Qwen3/accuracy or device behavior, but one is a device-map CUDA assert and the other is an accuracy regression after upgrade; different failure modes." + "reason": "Different models and symptoms: Qwen3 device-map cuda assert vs DeepSeek accuracy regression." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "One is an MPS attention correctness issue, the other is a flex_attention import/version-check bug; not the same code-path." + "reason": "One is an MPS attention correctness bug; the other is a PyTorch version-check/import bug in flex_attention." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Both mention Sam3, but one is about a dummy Conv2d in the pixel decoder and the other is a memory overflow in a model invocation; distinct problems." - }, - { - "left": "issue:37428", - "right": "issue:43957", - "accept": false, - "reason": "Both touch model loading/attention-related internals, but one is an import error for a missing flash-attention helper and the other is a meta-device loading regression." + "reason": "Same product family, but different failures: dummy Conv2d in Sam3PixelDecoder vs memory overflow in sam3-litetext." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Different text-processing crashes: Whisper timestamp decoding vs apply_chat_template on empty input." + "reason": "Whisper timestamp decode crash is unrelated to apply_chat_template on an empty list." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Both affect generation/pipeline behavior, but they target different models and different processing stacks." + "reason": "Qwen3.5 flash-attention generation bug is unrelated to the DiffusionGemma pipeline failure." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Unrelated bugs: flash-attention test failures versus MLflow reporting after training failure." + "reason": "ImportError for a flash-attention helper is unrelated to meta-device model loading breakage." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both concern processors, but one is a regression in processor.tokenizer/image tokenization and the other is a batched video-shape bug." + "reason": "Processor/tokenizer regression and video-processor shape bug are different code paths and symptoms." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting after job failure are unrelated." }, { "left": "issue:43404", "right": "issue:46710", "accept": false, - "reason": "A tied lm_head issue in Mistral3 is unrelated to an accuracy regression in DeepSeek-R1-Distill-Llama-8B." + "reason": "Mistral3 lm_head tying bug is unrelated to the DeepSeek accuracy regression." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Different models and different failure classes: dtype mismatch in bfloat16 inference vs save_pretrained/tokenization failure." + "reason": "bfloat16 dtype mismatch in CI is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "One is a flash_attention integration crash on s_aux=None; the other is config unwrapping for composite Qwen multimodal configs." + "reason": "flash_attention sink-less s_aux=None crash is unrelated to AutoModelForCausalLM text_config unwrapping." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer is unrelated to rope-parameter JSON list handling." + "reason": "Gemma4Processor _tokenizer attribute error and rope-params type error are different issues." }, { - "left": "issue:43572", - "right": "issue:46821", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Both are config-attribute errors, but they affect different models and different missing fields." + "reason": "processor/tokenizer regression is unrelated to offloading behavior under quantization." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:43572", + "right": "issue:46821", "accept": false, - "reason": "Processor/tokenizer regression and quantization/offloading behavior are different issues." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input validation in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults." + "reason": "Qwen3OmniMoe video input ValueError is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "Tokenizer crashes on NER/batched padding are not the same as return_tensors being ignored when text_kwargs is passed." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to return_tensors being ignored with text_kwargs." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Image/tokenizer regression and OmDet-Turbo processor size mismatch are different processor bugs." - }, - { - "left": "issue:45823", - "right": "issue:46192", - "accept": false, - "reason": "Device-mismatch during Gemma4 forward is unrelated to return_tensors handling." + "reason": "Custom processor/tokenizer regression and OmDet-Turbo input-size mismatch are separate bugs." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile + SDPA failure is a model/runtime bug, while ZeRO-3 gradient growth is a training/memory-management issue." + "reason": "torch.compile SDPA failure in Bamba is unrelated to ZeRO-3 gradient growth in DeepSpeed." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Different symptoms and models: StableLmConfig pad_token_idx vs meta-device loading regressions." + "reason": "Gemma4 PLE device mismatch and return_tensors handling are different failure modes." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Batched video processor shape bug and Qwen2-57B-A14B-Instruct TP OOM are not the same underlying problem." + "reason": "StableLmConfig pad_token_idx missing and meta-device loading breakage are unrelated." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "ImportError for flash_attn on Python 3.13 is unrelated to the backend-mapping ValueError for tensorflow_text." + "reason": "flash_attn import KeyError on Python 3.13 is unrelated to BACKENDS_MAPPING tensorflow_text errors." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Gemma4 defaults issue and Gemma4 PLE device mismatch affect different parts of the model." + "reason": "Video processor batch-shape bug and Qwen2 OOM under tensor parallelism are unrelated." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Both are import errors in transformers, but they concern different symbols and unrelated model families." + "reason": "Defaulting mm_token_type_ids to zeros and device-map mismatch are different Gemma 4 bugs." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "Bart generate UnboundLocalError and Flash Attention 2 test failures are unrelated." + "reason": "Bart generate UnboundLocalError is unrelated to Flash Attention 2 test failures." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Local-path import warning and SigLIP2 implementation discrepancy are not the same bug." + "reason": "flash_supports_window_size import failure and Qwen2_5_VL import failure are unrelated import issues." }, { - "left": "issue:43295", + "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Processor/tokenizer regression and SigLIP2 JAX-vs-HF discrepancy are different issues." + "reason": "Trailing-slash local path warning is unrelated to SigLIP2 implementation discrepancy." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "Docs/example errors for SigLIP2 are unrelated to return_tensors being ignored with text_kwargs." + "reason": "SigLIP2 doc-example errors are unrelated to return_tensors being ignored." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Different models and symptoms: processor/tokenizer regression vs SigLIP2 discrepancy from JAX implementation." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2_5_VL import error are different model/loading issues." + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to Qwen2_5_VL import error." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both are pad_token_id attribute errors, but they affect different config classes and likely need separate fixes." + "reason": "Both mention pad_token_id, but they are model-specific config bugs in different model families and not the same code path." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is zeroed assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages without content." + "reason": "Both are apply_chat_template-related, but one is incorrect multimodal assistant masks and the other is a crash on tool-call messages with no content." } ] }, @@ -9150,10 +8788,10 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:28218", "issue:35141", @@ -9206,8 +8844,8 @@ ], "soft_pairs": [ "issue:43278|issue:43856", - "issue:28218|issue:35141", "issue:43824|issue:43975", + "issue:28218|issue:35141", "issue:45381|issue:46209", "issue:44466|issue:45127", "issue:44737|issue:46894", @@ -9217,11 +8855,11 @@ "issue:43653|issue:44112", "issue:44561|issue:46234", "issue:43452|issue:46512", - "issue:44442|issue:45198", "issue:45200|issue:46899", - "issue:44479|issue:46192", - "issue:44898|issue:45412", + "issue:44442|issue:45198", "issue:45200|issue:45325", + "issue:44898|issue:45412", + "issue:44479|issue:46192", "issue:43819|issue:44112", "issue:43335|issue:43550", "issue:45200|issue:46932", @@ -9230,25 +8868,25 @@ "issue:43819|issue:45083", "issue:44792|issue:45563", "issue:43606|issue:45083", - "issue:37428|issue:43425", - "issue:43827|issue:43901", "issue:43335|issue:43653", + "issue:43827|issue:43901", + "issue:37428|issue:43425", "issue:44857|issue:45593" ], - "prepared_review_unit_hash": "7d0818c9b3de12bf3201771f9cc0c2119740b7506f14f346b6d43dda6c4b1d0c", + "prepared_review_unit_hash": "8a400b46a26834ec80eb36acefde589afc8add37af29c376b6456fd79b772e22", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36738, + "serialized_chars": 36739, "estimated_input_tokens": 9185, "estimated_eval_tokens": 18626 }, @@ -9257,186 +8895,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a collection of unrelated issues across different models/features. 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": 0.58, - "canonical_issue_reason": "issue:45200 is the most central item in the set by soft connectivity and is a concrete, well-scoped bug report, but it still does not duplicate the other Gemma4-related issues.", + "summary": "Most soft edges are superficial topic matches rather than true duplicates. The only clear duplicate pair is the Gemma4 multimodal embedder dtype-casting regression; the rest span distinct bugs, APIs, or model families.", + "confidence": 0.83, + "canonical_issue_reason": "issue:46899 is the broad root report for the Gemma4 4-bit quantized vision/audio embedder regression; issue:46932 is a narrower follow-up fix for the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45200 is the best representative of the set because it is specific and actionable, and it is the only item with multiple near-neighbor soft links.", + "best_issue_reason": "issue:46899 is the best canonical issue target in this set because it describes the concrete failing path most directly and subsumes the paired follow-up in issue:46932.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Different problems: dtype drift in eval vs memory usage in Qwen3 MoE training." + "reason": "Both mention training/runtime behavior, but one is a dtype mismatch and the other is MoE memory usage; different bugs." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Tokenizer spacing bug and embedding reinit bug are unrelated code paths." + "reason": "An import error for a missing model class is unrelated to a detokenization regression." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "ImportError for Qwen2.5-VL and DeepSeek detokenization are unrelated." + "reason": "Tokenizer spacing after added tokens is not the same as output embedding reinit after resize." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Video position-id regression and FP8/B200 inference failure are different bugs." + "reason": "Both are model runtime failures, but one is a Qwen2.5-VL position-id bug and the other is FP8 inference on B200." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both involve weights/tied embeddings, but one is serialization and the other is LoRA merge collapse." + "reason": "Both involve tied weights, but one is serialization/device-dependent and the other is LoRA merge collapse with extended vocab." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "CPU arange device bug and ASR training-loss shift bug are unrelated." + "reason": "XLNet CPU-side positional encoding and a CohereASR training-loss shift bug are unrelated code paths." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization bug and import_utils flash_attn KeyError are separate issues." + "reason": "Incorrect detokenization and a Python 3.13 import_utils KeyError are different failures." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate bug and batched video shape bug are different modalities and code paths." + "reason": "Audio chat-template sampling-rate defaults and batched video output shapes are different processor bugs." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption and CLIP text-model structure inconsistency are different regressions." + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to CLIP text model structure divergence." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration bug and stale CI test are not the same bug." + "reason": "A tokenizer special-token registration bug does not match a GraniteSpeech CI device-override test issue." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Missing helper function removals in different APIs are not duplicates." + "reason": "Both are import_utils symbol removals, but they concern different missing helpers and different breakages." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "gguf_file loading failure and stale config.dtype on from_config are unrelated." + "reason": "gguf loading failures are unrelated to config.dtype becoming stale after from_config(dtype=...)." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids handling is a different bug from quantized audio/vision embedder dtype casting." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Both are tokenizer/speech issues, but they affect different models and failure modes." + "reason": "Two speech/tokenizer loading problems, but the affected model paths and symptoms differ." }, { "left": "issue:45200", - "right": "issue:46899", + "right": "issue:45325", "accept": false, - "reason": "Gemma4 text-only fine-tuning mask defaults vs unsafe dtype cast in multimodal embedders are different bugs." - }, - { - "left": "issue:44479", - "right": "issue:46192", - "accept": false, - "reason": "Video input regression and return_tensors being ignored are unrelated." + "reason": "Defaulting mm_token_type_ids to zeros is unrelated to Qwen2.5-VL still-image rope scaling." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resize failure and RT-DETR memory leak are unrelated." + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated issues." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:44479", + "right": "issue:46192", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting and Qwen2.5-VL position-id scaling are different problems." + "reason": "A video-input regression and return_tensors being ignored are different multimodal API bugs." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent mismatch and GraniteSpeech CI test flake are unrelated." + "reason": "DAC from_latents/forward mismatch is unrelated to the GraniteSpeech CI device test." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile failure do not share the same concrete fix." + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile SDPA failure are distinct model bugs." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "Both are Gemma4-related, but one is missing mm_token_type_ids defaults and the other is quantized dtype casting." + "reason": "Both are Gemma4 multimodal issues, but one is token-type defaults and the other is quantized embedder dtype casting." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Different models, hardware, and failure signatures." + "reason": "Qwen3 auto device mapping cuda assert and FP8 B200 inference failure are different hardware/runtime problems." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor output-size mismatch and AMP crash in loss code are unrelated." + "reason": "Processor resize/shape mismatch and LwDetr AMP crash are unrelated." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC STE mismatch and qwen3_omni_moe helper-length behavior are different bugs." + "reason": "DAC latent decoding mismatch and qwen3_omni_moe length helper behavior are not the same bug." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure and paged generate warning are unrelated." + "reason": "Janus image-generation test failure is unrelated to a stale paging warning for num_return_sequences." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch and qwen3_omni_moe helper behavior are unrelated." + "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length computation are unrelated." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Flash-attention import error and Torch 2.10 incompatibility are different compatibility issues." + "reason": "SwitchTransformers sparse-layer construction and BigBird tokenizer special-token registration are separate issues." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs regressions, but they refer to different pipeline behaviors and fixes." + "reason": "Both are docs regressions, but they concern different pipelines and different deprecated arguments." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Sparse-layer config bug and tokenizer special-token registration bug are unrelated." + "reason": "An import error for a flash-attention helper and Torch 2.10 incompatibility are not the same failure." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Loss AMP crash and D-FINE auxiliary-loss omission are unrelated training bugs." + "reason": "Float16 AMP crash in LwDetrImageLoss is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Both describe the same Gemma4 quantized vision/audio embedder dtype-casting regression; 46932 is the narrower fix-oriented restatement." } ] }, @@ -9455,10 +9099,10 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:28282", "issue:29942", @@ -9514,17 +9158,17 @@ "issue:45759|issue:46285", "issue:38175|issue:45412", "issue:46512|issue:46821", - "issue:28282|issue:33357", "issue:43388|issue:43526", "issue:29942|issue:32090", + "issue:28282|issue:33357", "issue:43335|issue:43504", "issue:46424|issue:46858", "issue:43611|issue:44466", "issue:43550|issue:44112", "issue:44855|issue:45083", "issue:43335|issue:45083", - "issue:43335|issue:44112", "issue:45520|issue:46170", + "issue:43335|issue:44112", "issue:43335|issue:43606", "issue:46431|issue:46566", "issue:44448|issue:44743", @@ -9532,20 +9176,20 @@ "issue:42490|issue:43854", "issue:37428|issue:44351", "issue:44617|issue:46697", - "issue:34689|issue:35141", "issue:45588|issue:45859", "issue:44514|issue:44521", - "issue:39692|issue:43526", - "issue:43819|issue:44493" + "issue:34689|issue:35141", + "issue:43819|issue:44493", + "issue:39692|issue:43526" ], - "prepared_review_unit_hash": "11e5b2a222fb83bf8f05e1584fca7ebff65a27bd52f12a4e5d80355fcc7b1059", + "prepared_review_unit_hash": "580801fc62415e56e513d92d57ce102035ce414dd8c6e7dc16858999b612aa1e", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, @@ -9560,174 +9204,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers issues across different subsystems; none of the soft pairs look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.9, - "canonical_issue_reason": null, + "summary": "This set is mostly a grab bag of unrelated bugs across different models, processors, cache logic, and runtime environments. None of the soft pairs look like the same underlying issue/change, so I would not merge any of them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44521 is the strongest anchor: it is open, has high discussion/inbound attention, and describes a concrete reproducible bug in a core chat-template path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest standalone issue by activity and inbound references, but it is not a clear duplicate hub for the rest of this set.", + "best_issue_reason": "issue:44521 has the clearest bug report and the strongest signal for follow-up/triage among this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different bugs: LasrFeatureExtractor center-arg crash vs Whisper empty-transcription handling after align_special_tokens." + "reason": "Different subsystems and failures: LasrFeatureExtractor center-arg regression vs Whisper empty-transcription generation." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Different model families and failures: Qwen multimodal from_config text_config unwrapping vs CLIP class structure regression." + "reason": "Different model families and bugs; one is Qwen multimodal config unwrapping, the other CLIP text-model structure inconsistency." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Unrelated symptoms/code paths: zero probabilities in SigLIP2 vs RT-DETR memory not being released." + "reason": "Unrelated symptoms: SigLIP2 zero probabilities vs RT-DETR memory release/leak." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Different issues: stale config.dtype after from_config(dtype=...) vs TimesFM window_size attribute error." - }, - { - "left": "issue:28282", - "right": "issue:33357", - "accept": false, - "reason": "Both are import/runtime failures, but one is missing PyTorch and the other is a MacOS bus error on a community CLIP model." + "reason": "Different areas: dtype/config staleness on from_config vs TimesFM window_size attribute error." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both mention labels, but one is gather_for_metrics truncating tuple labels and the other is BeitImageProcessorFast reduce_labels returning only one label." + "reason": "Both mention labels, but one is Trainer metric batching and the other is BEiT image-processor label reduction; not the same bug." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are different code paths and failure modes." + "reason": "Flash Attention 2 test failure and GPU broadcast NoneType error are unrelated code paths." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError for missing PyTorch and MacOS bus error on CLIP are different runtime failures." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different bugs: SwitchTransformers sparse-layer creation vs Beit semantic-segmentation loading a legacy field." + "reason": "Different BEiT/SwitchTransformer loading/config bugs with no shared failure mechanism." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Both involve cache handling, but one is max_cache_length semantics and the other is device-tensor seq_length breaking static-cache arithmetic." + "reason": "Both involve cache behavior, but one is max_cache_length handling and the other is device-tensor seq_length arithmetic under compile." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Model loading via base_model_prefix and lm_head.weight serialization inconsistency are distinct issues." + "reason": "Loading failure due to base_model_prefix is distinct from tied-weight serialization differences." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different targets: Bamba SDPA/torch.compile failure vs GraniteSpeech stale device-override CI test." + "reason": "A Bamba torch.compile SDPA bug is unrelated to a GraniteSpeech CI device-override test failure." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Different bugs: Python 3.13 torch.jit parsing/IndentationError vs qwen3_omni_moe feature-length helper behavior." + "reason": "Python 3.13 import/parsing error in DebertaV2 is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Unrelated: sparse encoder-layer construction vs audio feature-length computation." + "reason": "SwitchTransformers sparse-layer construction and qwen3_omni_moe helper output are different model bugs." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "Sparse-layer config bug and CI device-override failure do not share the same underlying fix." + "reason": "Different platform-specific import problems: flash_attn key lookup vs Windows ROCm torch.distributed dependency." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Both are platform import issues, but one is flash_attn on Python 3.13 and the other is torch.distributed dependency trouble on Windows ROCm." + "reason": "SwitchTransformers config bug and GraniteSpeech CI stale-device test are not the same issue." }, { "left": "issue:43335", "right": "issue:43606", "accept": false, - "reason": "Different problems: SwitchTransformers config construction vs Bark CPU-offload device mismatch." + "reason": "Sparse-layer config bug is unrelated to bark-small CPU offload device mismatch." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Chat-template absence and DiffusionGemma meta-device loading are unrelated failures." + "reason": "Chat-template absence error and DiffusionGemma meta-device loading are unrelated failures." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different model behaviors: Pegasus v4/v5 output drift vs qwen3_5 recurrent state reset with cache." + "reason": "Different generation/statefulness bugs in different models and code paths." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both involve chat templating, but one crashes on assistant tool-call messages and the other is a continue_final_message bug for mistral_common tokenizers." + "reason": "Both are chat-template related, but one is tool-call assistant messages and the other is mistral_common continue_final_message behavior." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path trailing-slash warning and GLM-4.7-Flash unit-test loading failure are not the same bug." + "reason": "A trailing-slash local-path warning is unrelated to GLM-4.7-Flash model loading failures." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and different compatibility causes." + "reason": "Separate import errors for different missing symbols; no same underlying change." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "CUDA OOM in Sam3Video and over-padding in Swin2SR image processing are unrelated." - }, - { - "left": "issue:34689", - "right": "issue:35141", - "accept": false, - "reason": "Different regressions: Llama 3.2 Vision model loading vs token-embedding resize reinitialization in post_init." + "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both touch flash/attention-related code, but one is s_aux=None crashing flash_attention.py and the other is CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "Flash-attention integration crash on s_aux=None is different from Qwen3_5Moe CPU-offload incompatibility." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Closely themed chat-template bugs, but one is a batched-padding crash and the other is all-zero assistant masks for multimodal inputs." + "reason": "Both touch apply_chat_template, but one is batched padding=False crash and the other is multimodal assistant_masks all-zero; different defects." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Documentation-example errors and BeitImageProcessorFast label reduction are different layers and failure modes." + "reason": "Llama 3.2 vision model loading regression and embedding reinit on resize are separate model-loading/weight-tie issues." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC.from_latents mismatch with missing STE and unexpected position-id keys are unrelated model-behavior issues." + "reason": "DAC latent/STE mismatch and unexpected position-id key warnings are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 doc-example errors are unrelated to BEiT Fast label reduction." } ] }, @@ -9746,10 +9390,10 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:10000", "issue:15354", @@ -9800,176 +9444,176 @@ "issue:47000" ], "soft_pairs": [ - "issue:29127|issue:32090", "issue:43606|issue:44857", + "issue:29127|issue:32090", "issue:44206|issue:45823", "issue:39692|issue:44493", "issue:28218|issue:32090", "issue:43278|issue:43825", "issue:43720|issue:44112", "issue:43701|issue:45083", - "issue:10000|issue:15354", "issue:26413|issue:31501", - "issue:44448|issue:44779", + "issue:10000|issue:15354", "issue:45310|issue:45478", + "issue:44448|issue:44779", "issue:45127|issue:45245", + "issue:44360|issue:44561", "issue:43550|issue:45083", "issue:44857|issue:45072", - "issue:44360|issue:44561", - "issue:32090|issue:33357", "issue:45459|issue:46234", "issue:38175|issue:44493", + "issue:32090|issue:33357", "issue:42490|issue:43575", "issue:45593|issue:47000", "issue:29942|issue:35141", "issue:27957|issue:34689", - "issue:29870|issue:32090", - "issue:43278|issue:43329", "issue:44464|issue:46424", - "issue:45290|issue:45381" + "issue:29870|issue:32090", + "issue:45290|issue:45381", + "issue:43278|issue:43329" ], - "prepared_review_unit_hash": "703485da526519fc05215f4c09b4ba9179a9477fb0652637ef6f3cc73c0fda94", + "prepared_review_unit_hash": "1a859d225922b21a3c3b8ff217d98eb75115a3e87d2d2dc6a08b71602be1ed38", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35269, - "estimated_input_tokens": 8818, - "estimated_eval_tokens": 17892 + "serialized_chars": 35265, + "estimated_input_tokens": 8817, + "estimated_eval_tokens": 17890 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are false positives; only issue:45310 and issue:45478 are clear duplicates describing the same Qwen3.5 MoE from_pretrained regression.", - "confidence": 0.97, - "canonical_issue_reason": "issue:45310 is the clearest canonical: it matches issue:45478 exactly on title and underlying failure, and it\u2019s the more complete report.", + "summary": "Most items are unrelated issue reports. The only clear duplicate is the pair about `transformers>=5.4.0, Qwen3.5 Moe from_pretrained error` (issues 45310 and 45478). No PRs are present.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45310 is the better canonical: it is the earlier report, has the fuller description, and 45478 appears to be the same Qwen3.5 MoE `from_pretrained` regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative of the only true duplicate pair in this set.", + "best_issue_reason": "Issue 45310 is the strongest representative issue because it exactly matches its duplicate, is earlier, and provides the most complete context for the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Different errors in different paths: LayoutLMv3 box handling vs Trainer GPU broadcast of NoneType." + "reason": "Different bugs: CPU offload device mismatch vs float16 AMP CUDA crash in a detector loss." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Unrelated models and failures: CPU offload device mismatch vs LwDetrImageLoss AMP crash." + "reason": "Unrelated failures: LayoutLMv3 box-validation messaging vs Trainer `_gpu_broadcast_one` NoneType error." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Different subsystems and symptoms: feature extractor center arg regression vs Gemma4 device-map mismatch." + "reason": "Different model/path: unsupported `center` arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "One is a SigLIP2 docs/example issue; the other is a broad position-id/key regression across models." + "reason": "Different topics: SigLIP2 docs/model mismatch and quantization vs unexpected position-id key warnings." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing bug vs Trainer broadcast TypeError; not the same underlying issue." + "reason": "Tokenizer spacing bug is unrelated to the Trainer broadcast NoneType error." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Different problem classes: dtype drift during eval vs a pipeline error message about translation tasks." + "reason": "One is dtype drift in evaluation; the other is a pipeline v5 error message issue." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading bug vs a stale CI test in GraniteSpeech; unrelated code paths." + "reason": "Different CI issues: packed weights not unpacked during loading vs stale GraniteSpeech device override test." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Both mention helpers/config flow, but the actual failures are different and not the same bug." - }, - { - "left": "issue:10000", - "right": "issue:15354", - "accept": false, - "reason": "Completely different model/export issues: DistilBertModel error vs torch.jit GeneratorExp limitation." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen3 Omni MoE feature-length handling." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Both involve training startup, but one is checkpoint resume iterator failure and the other is FineWeb training not starting." + "reason": "Both relate to training startup, but the concrete failures are different and not the same underlying bug." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Different regressions: Pegasus output drift vs Deepseek tokenizer correctness in v5." + "reason": "Completely different models and error classes: DistilBert issue vs TorchScript generator expression export failure." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same exact from_pretrained regression for Qwen3.5 MoE; the titles and described failure align." + "reason": "Same title and same concrete regression: Qwen3.5 MoE `from_pretrained` fails on transformers>=5.4.0." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "LoRA/tie_word_embeddings collapse is unrelated to the category-cardinality RuntimeError." + "reason": "Different regression reports: Pegasus output drift vs DeepSeek tokenizer behavior change." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "torch.compile+SDPA failure for Bamba is unrelated to the feature-extract length helper behavior." + "reason": "Unrelated problems: LoRA/vocab collapse vs category-count runtime limit." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Both are dtype-related, but they affect different models and different failure mechanisms." + "reason": "Different code paths: DSA indexer ReLU discussion vs removal of `is_torch_fx_available` breaking remote-code models." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to the v5 removal of is_torch_fx_available." + "reason": "Different failures: Bamba SDPA/torch.compile bug vs Qwen3 Omni MoE output-length helper behavior." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Different runtime failures: NoneType broadcast vs MacOS bus error on CLIP loading." + "reason": "Both mention dtype/device issues, but they affect different models and code paths; not the same bug." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer/protobuf error masking is unrelated to a missing import_utils symbol." + "reason": "Tokenizer error masking with protobuf missing is unrelated to a missing import utility symbol." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 zero probabilities is a model-specific inference bug, not the generic position-id warning issue." + "reason": "Different symptoms and subsystems: zero probabilities in SigLIP2 vs unexpected position-id keys." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to the MacOS CLIP bus error." }, { "left": "issue:42490", @@ -9981,49 +9625,49 @@ "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "Both touch detection losses, but they are different loss bugs and not the same code-path problem." + "reason": "Both are detection-loss related, but they describe different failures and likely different fixes." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention tests failing is unrelated to embedding reinitialization after resizing token embeddings." + "reason": "Flash Attention test failures are unrelated to embedding reinitialization on resize." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "XLMRoberta Flash Attention 2 and Llama 3.2 vision model loading are different issues." + "reason": "Different models and failure modes: XLMRoberta Flash Attention 2 vs Llama 3.2 90B Vision load breakage." }, { - "left": "issue:29870", - "right": "issue:32090", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "BART generate decoder_attention_mask bug is unrelated to Trainer broadcast NoneType handling." + "reason": "Chunked generation inconsistency is not the same as cache max length being honored only for quantized cache." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:29870", + "right": "issue:32090", "accept": false, - "reason": "Embedding dtype mismatch during evaluate is unrelated to the multimodal token counting video-branch undefined names." + "reason": "Bart generate UnboundLocalError is a different bug from `_gpu_broadcast_one` NoneType passed by Trainer." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as cache max length being ignored outside quantized cache." + "reason": "Chat template tool-call crash and Qwen2.5-VL video position-id bug are different behaviors." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Chat-template tool-call crash and qwen2.5-vl video position-id bug are separate failures." + "reason": "Evaluation dtype drift is unrelated to undefined video-branch helpers in multimodal token counting." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. The only accepted duplicate pair, issue:45310 and issue:45478, is strongly supported by identical titles and very similar descriptions. The other soft-edge rejections are conservative and consistent with the issue titles/body summaries. No overstatement stands out." + "feedback": "The summary is grounded in the packet: all items are issues, not PRs, and the only clearly duplicate pair is 45310/45478 with the exact same title and same Qwen3.5 MoE from_pretrained regression. The soft-edge rejections are conservative and generally justified by differing titles/symptoms. No obvious overstatement found." }, "evaluator_used": true, "retried": false, @@ -10039,10 +9683,10 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:25251", "issue:29127", @@ -10096,15 +9740,15 @@ "soft_pairs": [ "issue:37428|issue:42175", "issue:43257|issue:43299", - "issue:29870|issue:33290", - "issue:44855|issue:46399", "issue:44448|issue:44977", "issue:40444|issue:43526", + "issue:44855|issue:46399", + "issue:29870|issue:33290", "issue:43278|issue:43381", - "issue:32090|issue:33290", - "issue:25251|issue:32090", "issue:45290|issue:46655", "issue:43927|issue:45698", + "issue:32090|issue:33290", + "issue:25251|issue:32090", "issue:44977|issue:45229", "issue:45920|issue:46192", "issue:44530|issue:47276", @@ -10112,10 +9756,10 @@ "issue:42490|issue:43873", "issue:43873|issue:45229", "issue:46421|issue:46858", - "issue:29127|issue:34567", - "issue:43381|issue:43701", "issue:44871|issue:44977", + "issue:29127|issue:34567", "issue:44448|issue:44466", + "issue:43381|issue:43701", "issue:33357|issue:39692", "issue:44186|issue:45198", "issue:43976|issue:45440", @@ -10124,214 +9768,208 @@ "issue:44361|issue:45198", "issue:41720|issue:45229" ], - "prepared_review_unit_hash": "9228b21f712718a108847e7d9001775f98c4f4f567e6c543ea9ce3e18b3f81fc", + "prepared_review_unit_hash": "3e07dfa865a0e5a9c815d706c336cca3a93e0dcdfdb1d7e55a8b04dc38cd2af7", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36584, - "estimated_input_tokens": 9146, - "estimated_eval_tokens": 18548 + "serialized_chars": 36590, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: the issues span unrelated tokenizer, training, cache, vision, and infrastructure bugs. No soft pair looks like the same underlying defect, so all candidate duplicate edges should be rejected. If one issue must anchor the cluster, 45920 is the broadest high-signal regression report.", - "confidence": 0.84, - "canonical_issue_reason": "No true duplicate canonical emerges from this mixed set; issue 45920 is the best anchor only because it is the broadest, most central regression report (wrong token IDs across multiple models).", + "summary": "This set is mostly heterogeneous issue reports rather than a single duplicate cluster. The soft links are largely superficial; none look like strong same-bug duplicates under a strict triage standard. If one issue must represent the group, issue:45920 is the broadest, clearest regression report.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45920 is the most representative single issue here: it has the widest scope, clear regression framing, and impacts multiple models, making it the best stand-in among otherwise unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest global representative: broad impact, multiple affected models, and a clear v5 tokenizer regression shape.", + "best_issue_reason": "issue:45920 is the best overall issue candidate because it describes a concrete, user-facing v5 regression with broad impact and good repro coverage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Different subsystems and failure modes: missing flash-attention helper import vs missing TensorFlow backend in a torch install." + "reason": "Different problems: a missing flash-attention helper import vs TensorFlow being absent from a torch-only install." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3/MoE, but one is accelerate/deepspeed weight conversion and the other is a loading regression; not the same concrete bug." - }, - { - "left": "issue:29870", - "right": "issue:33290", - "accept": false, - "reason": "BART generate() UnboundLocalError is unrelated to deepspeed/Adafactor OOM." - }, - { - "left": "issue:44855", - "right": "issue:46399", - "accept": false, - "reason": "Both involve decorator/parsing issues, but they are different code paths, models, and crash causes." + "reason": "Both concern Qwen MOE loading, but they target different model variants and failure modes; not the same concrete bug." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms: Pegasus output drift vs Qwen3.5 flash-attention generation failure." + "reason": "Pegasus output regression and Qwen3.5 flash-attention generation failure are unrelated code paths and symptoms." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "One is multi-image iterable dataset finetuning for Qwen2.5-VL; the other is a BeitImageProcessorFast label-reduction bug." + "reason": "Qwen2.5-VL iterable dataset/multi-image failure is unrelated to BeitImageProcessorFast label reduction." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "BF16/FP32 dtype drift in eval is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Python 3.13 import parsing issue in DebertaV2 vs a Qwen3.5 kernel registration/decorator problem; different bugs." }, { - "left": "issue:32090", + "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "Trainer NoneType broadcast error is not the same as an Adafactor/deepspeed OOM." + "reason": "BART generate() unbound local error and Adafactor+DeepSpeed OOM are unrelated failures." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Pipeline top_k output nesting has nothing to do with Trainer GPU broadcast NoneType errors." + "reason": "Training/eval dtype drift is unrelated to gradient checkpointing being disallowed in eval mode." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Chat template tool-call handling and video padding calculation are unrelated bugs." + "reason": "Chat template crash with tool calls is a different path from SmolVLM video padding calculation." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load flows, but they affect different objects and have different breakages; not one underlying issue." + "reason": "Both are save/load related, but one is custom token IDs being lost and the other is wrong custom module loading; different root causes." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error is not the same as an OOM during Adafactor+DeepSpeed." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and Trainer broadcast failure are unrelated subsystems." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are distinct problems." + "reason": "Flash-attention generation bug and Gemma4 multi-GPU OOM are distinct issues." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Tokenizer ID regression across models is unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Token-ID regression across models and return_tensors being ignored are different API bugs." }, { "left": "issue:44530", "right": "issue:47276", "accept": false, - "reason": "PagedAttentionCache crash on Qwen3.5 is unrelated to a misleading synced_gpus warning." + "reason": "PagedAttentionCache crash and a misleading warning message are not the same bug." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removed helper breaking trust_remote_code models is a different regression from DeepSeek tokenizer output changes." + "reason": "Removal of a helper breaking trust_remote_code models is unrelated to DeepSeek tokenizer output drift." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Import warning for local paths does not match quantization/offloading behavior." + "reason": "Import warning on trailing slash path is unrelated to quantization/offloading behavior." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading behavior and multi-GPU OOM are related only broadly to memory, not the same bug." + "reason": "Quantization offloading behavior and Gemma4 OOM are different failure modes and code paths." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both are cache/compile related, but one is spurious recompilation from lazy cache init and the other is device-tensor seq-length arithmetic on non-CUDA backends." + "reason": "Both involve cache/prefill, but one is recompilation from lazy init and the other is a device-tensor arithmetic bug; not mergeable as one fix." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token counter updates are unrelated." + "reason": "Gemma eos_token_id inconsistency is unrelated to Qwen3.5 flash-attention generation failure." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatches." + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "EOS token config mismatch is not the same as a flash-attention generation failure." + "reason": "Different bugs: model output mismatch vs serialization of tied weights depending on device." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Different defect classes: generation output divergence vs serialization inconsistency of lm_head.weight." + "reason": "Eval-mode gradient checkpointing restriction and resume checkpoint key mismatch are unrelated." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 documentation/model-processor mismatch are separate issues." + "reason": "MacOS CLIP bus error and SigLIP2 docs-example errors are distinct issues." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save_pretrained/tokenization failure are different model-specific bugs." - }, - { - "left": "issue:44361", - "right": "issue:45198", - "accept": false, - "reason": "MLukeTokenizer AttributeError is unrelated to the Wav2Vec2 save/tokenization failure." + "reason": "LayoutLMv2 tokenizer crash and Wav2Vec2 save/tokenization failure are unrelated." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility regression and DeepSeekV3MoE implementation divergence are different problems." + "reason": "Python version compatibility regression and DeepSeekV3MoE implementation divergence are not the same bug." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to image processor void segmentation map handling." + "reason": "Flash Attention 2 test failures and void-segmentation-map processing are different areas." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device-mismatch forward error are different code-path failures." + "reason": "Flash-attention s_aux handling and Gemma4 device-map mismatch are unrelated runtime failures." }, { - "left": "issue:46399", - "right": "issue:46858", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Qwen3.5 kernel registration decorator bug is unrelated to static-cache seq-length arithmetic." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer bugs." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Device-mapping cudaErrorAssert on Qwen3 differs from a multi-GPU OOM in Gemma4." + "reason": "Qwen3 auto device-mapping assert and Gemma4 multi-GPU OOM are not the same underlying problem." } ] }, @@ -10348,12 +9986,12 @@ "component_count": 27, "review_unit_index": 35, "review_unit_count": 65, - "status": "reviewed", + "status": "error", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:29127", "issue:29870", @@ -10406,44 +10044,44 @@ ], "soft_pairs": [ "issue:43278|issue:43575", - "issue:45198|issue:45803", "issue:43611|issue:46121", - "issue:44206|issue:44479", "issue:44568|issue:45491", + "issue:44206|issue:44479", + "issue:45198|issue:45803", "issue:43412|issue:45588", - "issue:29870|issue:34689", "issue:43756|issue:45440", + "issue:29870|issue:34689", "issue:44077|issue:47276", - "issue:43653|issue:44743", "issue:44977|issue:45563", + "issue:43653|issue:44743", "issue:43653|issue:44442", "issue:44265|issue:45198", "issue:42915|issue:42994", "issue:43065|issue:43994", + "issue:45491|issue:46693", + "issue:43065|issue:45412", "issue:43575|issue:43701", "issue:29127|issue:33357", - "issue:45491|issue:46693", "issue:42490|issue:43381", - "issue:43065|issue:45412", "issue:43994|issue:45412", - "issue:29127|issue:35141", "issue:45372|issue:45588", - "issue:43575|issue:44387", "issue:45440|issue:45593", - "issue:43526|issue:47217", + "issue:29127|issue:35141", + "issue:43575|issue:44387", "issue:45406|issue:46701", + "issue:43526|issue:47217", "issue:45459|issue:45712", - "issue:43334|issue:43531", - "issue:43421|issue:45491" + "issue:43421|issue:45491", + "issue:43334|issue:43531" ], - "prepared_review_unit_hash": "8e1e92483d788333098e08dcd7270f58292bc0a8169b46fa5aea8533c4985664", + "prepared_review_unit_hash": "a38d44b21019753ad4ad9d58991866ae4ce4058287f204648fb52ec3286c0d6f", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, @@ -10457,196 +10095,7 @@ "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "No soft pair looks like the same underlying bug/change. The set is a heterogeneous mix of unrelated regressions across models, tokenizers, export, quantization, warnings, and memory behavior.", - "confidence": 0.97, - "canonical_issue_reason": "No issue is a true canonical duplicate for this cluster; issue 44387 is only the least-arbitrary fallback because it has the most discussion/inbound activity, but it does not unify the set.", - "canonical_pr_reason": null, - "best_issue_reason": "issue 44387 is the strongest standalone representative by activity and impact, but the cluster is too diverse for it to serve as a genuine duplicate hub.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43278", - "right": "issue:43575", - "accept": false, - "reason": "BF16/FP32 dtype drift in eval is unrelated to tensor-parallel OOM on loading a Qwen2 model." - }, - { - "left": "issue:45198", - "right": "issue:45803", - "accept": false, - "reason": "save_pretrained/tokenization failure is a different code path from a bare-except swallowing errors in FuyuBatchFeature." - }, - { - "left": "issue:43611", - "right": "issue:46121", - "accept": false, - "reason": "base_model_prefix loading breakage is unrelated to rope-validation argument typing." - }, - { - "left": "issue:44206", - "right": "issue:44479", - "accept": false, - "reason": "unsupported center arg in LasrFeatureExtractor is a different regression than the video-input path breakage." - }, - { - "left": "issue:44568", - "right": "issue:45491", - "accept": false, - "reason": "tokenizer special-token insertion is unrelated to Gemma3 sliding-window NaN embeddings." - }, - { - "left": "issue:43412", - "right": "issue:45588", - "accept": false, - "reason": "executorch export guard/erfinv failure is a different bug from flash-attention crashing on s_aux=None." - }, - { - "left": "issue:29870", - "right": "issue:34689", - "accept": false, - "reason": "BART generate decoder_attention_mask scoping bug is unrelated to Llama 3.2 Vision model loading." - }, - { - "left": "issue:43756", - "right": "issue:45440", - "accept": false, - "reason": "both are model correctness issues, but they affect different architectures and code paths." - }, - { - "left": "issue:44077", - "right": "issue:47276", - "accept": false, - "reason": "patchtsmixer post_init policy and a synced_gpus warning text issue are unrelated." - }, - { - "left": "issue:43653", - "right": "issue:44743", - "accept": false, - "reason": "BigBird special-token registration is unrelated to Qwen3.5 recurrent state reset logic." - }, - { - "left": "issue:44977", - "right": "issue:45563", - "accept": false, - "reason": "flash-attention generation failure and a stale num_return_sequences warning are different behaviors." - }, - { - "left": "issue:43653", - "right": "issue:44442", - "accept": false, - "reason": "tokenizer special-token decode bug does not match FastSpeech2ConformerTokenizer loading failure." - }, - { - "left": "issue:44265", - "right": "issue:45198", - "accept": false, - "reason": "torch.export with torch_compilable_check is a different subsystem than Wav2Vec2 save/tokenization." - }, - { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "FP8 config failure in Qwen3Moe and quantized saving failure are distinct quantization bugs." - }, - { - "left": "issue:43065", - "right": "issue:43994", - "accept": false, - "reason": "dummy Conv2d cleanup in Sam3PixelDecoder is unrelated to SigLIP2 AutoModel/pipeline output quality." - }, - { - "left": "issue:43575", - "right": "issue:43701", - "accept": false, - "reason": "tensor-parallel OOM on load is unrelated to resume_from_checkpoint key mismatch." - }, - { - "left": "issue:29127", - "right": "issue:33357", - "accept": false, - "reason": "LayoutLMv3 box-clarity messaging is unrelated to a CLIP bus error on macOS." - }, - { - "left": "issue:45491", - "right": "issue:46693", - "accept": false, - "reason": "Gemma3 NaN embeddings and a FA2 long-context performance regression are different failure modes." - }, - { - "left": "issue:42490", - "right": "issue:43381", - "accept": false, - "reason": "slash-path import warning is unrelated to gradient-checkpointing restrictions in eval mode." - }, - { - "left": "issue:43065", - "right": "issue:45412", - "accept": false, - "reason": "dummy class cleanup in Sam3PixelDecoder is unrelated to RT-DETR memory release after deletion." - }, - { - "left": "issue:43994", - "right": "issue:45412", - "accept": false, - "reason": "SigLIP2 bad outputs and RT-DETR GC/memory lifecycle are unrelated." - }, - { - "left": "issue:29127", - "right": "issue:35141", - "accept": false, - "reason": "LayoutLMv3 error messaging is unrelated to embedding reinitialization after resize/post_init." - }, - { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "ReasoningEffort import failure in Gemma 4 loading is unrelated to a flash-attention AttributeError." - }, - { - "left": "issue:43575", - "right": "issue:44387", - "accept": false, - "reason": "Qwen2 tensor-parallel OOM is not the same root cause as the int4 CUDA reserved-memory regression." - }, - { - "left": "issue:45440", - "right": "issue:45593", - "accept": false, - "reason": "DeepseekV3MoE implementation divergence is unrelated to missing auxiliary losses in D-FINE." - }, - { - "left": "issue:43526", - "right": "issue:47217", - "accept": false, - "reason": "BeitImageProcessorFast label reduction is unrelated to VL image-placeholder handling." - }, - { - "left": "issue:45406", - "right": "issue:46701", - "accept": false, - "reason": "Gemma4 processor `_tokenizer` crash is unrelated to DiffusionGemmaGenerationOutput pipeline behavior." - }, - { - "left": "issue:45459", - "right": "issue:45712", - "accept": false, - "reason": "protobuf-exception masking in tokenizers is unrelated to leftover dummy classes leaking into `dir(transformers)`." - }, - { - "left": "issue:43334", - "right": "issue:43531", - "accept": false, - "reason": "missing `pad_token_id` on Qwen3-VL text config is unrelated to sliding_window behavior in Qwen3-MoE." - }, - { - "left": "issue:43421", - "right": "issue:45491", - "accept": false, - "reason": "runtime post-processor updates in TokenizersBackend are unrelated to Gemma3 NaN embeddings." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -10662,10 +10111,10 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:27957", "issue:29127", @@ -10691,13 +10140,12 @@ "issue:44462", "issue:44514", "issue:44625", - "issue:44743", - "issue:44811", "issue:44857", "issue:44898", "issue:45072", "issue:45245", "issue:45250", + "issue:45325", "issue:45372", "issue:45381", "issue:45406", @@ -10713,235 +10161,236 @@ "issue:46399", "issue:46640", "issue:46693", + "issue:46697", "issue:46821", "issue:47312" ], "soft_pairs": [ - "issue:44442|issue:45072", "issue:45250|issue:46640", - "issue:44625|issue:45584", + "issue:44442|issue:45072", "issue:45372|issue:45406", + "issue:44625|issue:45584", "issue:45412|issue:46369", "issue:45245|issue:45563", "issue:43066|issue:44462", "issue:45372|issue:45459", "issue:43526|issue:45834", "issue:43526|issue:46693", + "issue:43994|issue:46369", + "issue:43824|issue:44279", "issue:27957|issue:33290", "issue:27957|issue:29127", - "issue:43994|issue:46369", "issue:33290|issue:34689", "issue:33290|issue:35141", - "issue:43824|issue:44279", - "issue:43381|issue:43873", "issue:42915|issue:43931", + "issue:43381|issue:43873", "issue:44857|issue:45588", "issue:45588|issue:46821", "issue:46121|issue:46399", "issue:44514|issue:45381", "issue:43316|issue:47312", "issue:43646|issue:44077", + "issue:45325|issue:46697", "issue:43761|issue:45859", - "issue:44442|issue:44898", "issue:43262|issue:44206", - "issue:44743|issue:44811" + "issue:44442|issue:44898" ], - "prepared_review_unit_hash": "d770b8b9f5e969cdcc42993aae85b9490fc4acae5da58e30a0269f3e43e5e50f", + "prepared_review_unit_hash": "ecc0d6ac0f6b953f375eecd12f6ac4c90dd5e3b9393086774b9f7488b9d68453", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35870, - "estimated_input_tokens": 8968, - "estimated_eval_tokens": 18192 + "serialized_chars": 35907, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are largely unrelated and only loosely similar by subsystem or keywords. I don\u2019t see any soft pair that clearly describes the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "No soft pair looks like a true duplicate; the cluster is heterogeneous and most pairs only share a broad subsystem or keyword.", + "confidence": 0.92, + "canonical_issue_reason": "issue:46693 is the best representative issue here: it is the most concrete and reproducible Flash Attention 2 report, while the nearby FA2 titles are too vague or refer to different problems.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:46693 has the clearest symptom, version context, and likely code-path impact, making it the strongest issue to anchor this set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44442", - "right": "issue:45072", - "accept": false, - "reason": "Both touch tokenization/model inference, but one is a tokenizer loading bug and the other is a bf16 dtype mismatch; different failure modes." - }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Both mention Flash Attention 2, but one is a generic topic issue and the other is a specific crash/regression; not the same concrete bug." + "reason": "Both mention Flash Attention 2, but the titles are generic and do not indicate the same concrete bug or code path." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Different models and code paths: config propagation for Qwen3.5 vs Whisper generation after token alignment." + "reason": "Different failures in unrelated areas: tokenizer loading vs bfloat16 dtype mismatches." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma processor import failure and Gemma4 processor missing attribute are separate processor-loading bugs." + "reason": "Both involve Gemma 4, but one is an import/dependency error and the other is a missing processor attribute; different bugs." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated model families and symptoms; num_labels propagation is not the same as Whisper empty-transcription handling." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Both are memory-related, but one is a deletion/GC leak and the other is runtime overflow on a different model." + "reason": "Both are memory-related, but they affect different models and appear to stem from different causes." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Unrelated issues: category cardinality limit vs a stale generate warning." + "reason": "A category-limit runtime error is unrelated to a stale generation warning." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Both involve tokenizers, but one is decoder-type mismatch in v5 and the other is AutoTokenizer ignoring tokenizer.json." + "reason": "Both concern tokenizers, but one is a decoder-type regression and the other is ignoring tokenizer.json; not the same bug." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "One is a missing dependency import error; the other is tokenizer error masking when protobuf is absent." + "reason": "One is a Gemma processor import failure; the other is tokenizer exception masking when protobuf is absent." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "Different image-processing bugs: BEiT label reduction vs Kosmos2.5 long OCR index overflow." + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR index errors are different image-processing bugs." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "No same bug here; one is an image processor label bug, the other a Flash Attention performance regression." + "reason": "Different features and failure modes; no shared code-path bug." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: incorrect outputs vs memory overflow." + }, + { + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Adafactor/DeepSpeed OOM are unrelated." + "reason": "An import error for a specific class is not the same as a generic dependency issue." }, { "left": "issue:27957", - "right": "issue:29127", + "right": "issue:33290", "accept": false, - "reason": "Flash Attention/model support issue vs LayoutLMv3 error-message clarity issue." + "reason": "Flash Attention 2 and DeepSpeed Adafactor OOM are unrelated issues." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "Different problems: nonsensical SigLIP2 outputs vs memory overflow on sam3-litetext." + "reason": "Different model/features and different failure types; no same underlying bug." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "OOM in training optimizer setup and a model-loading regression for Llama 3.2 Vision are distinct." + "reason": "OOM in optimizer use and Llama model-loading breakage are unrelated." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Different failure classes: DeepSpeed OOM vs embedding reinitialization after resize." + "reason": "Different code paths: optimizer memory usage vs embedding resize/post_init reinitialization." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Import error for a specific model class is not the same as a broad dependency issue." + "reason": "Qwen3Moe FP8 configuration failure is not the same as Qwen3-VL weight-shape mismatch." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and quantization offloading behavior are separate concerns." - }, - { - "left": "issue:42915", - "right": "issue:43931", - "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different bugs in different model paths." + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate behaviors." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA loss crash and flash-attention sink handling crash are unrelated." + "reason": "Different subsystems and errors: AMP loss crash vs flash-attention auxiliary-state attribute error." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Flash Attention sink-less model crash and TimesFM window_size AttributeError do not share the same code path." + "reason": "Different models and bugs; sink-less flash-attention state handling is unrelated to TimesFM window_size." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Both are config/validation related, but one is a rope-params TypeError and the other is a kernel-registration decorator error." + "reason": "Rope-validation list handling and missing kernel registration decorator are different failures." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids; different bugs." + "reason": "Both are Qwen2.5-VL, but one is batched apply_chat_template padding behavior and the other is video rope position IDs." }, { "left": "issue:43316", "right": "issue:47312", "accept": false, - "reason": "Gemma3TextConfig API mismatch and kernel compatibility are not the same issue." + "reason": "Gemma3TextConfig API mismatch is unrelated to kernel version incompatibility." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Transformers 5 custom model initialization breakage is broader than the patchtsmixer post_init rule change." + "reason": "A broad custom-model-init regression is not the same as patchtsmixer's post_init policy issue." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU offload incompatibility are unrelated." + "reason": "Qwen2.5-VL rope scaling and Swin2SR padding are unrelated." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "AutoTokenizer loading failure for a tokenizer class vs Perceiver non-default-resolution failure are different model-loading issues." + "reason": "Different model families and different failures: hidden_states omission vs CPU offload incompatibility." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio processor chat-template sampling-rate default and feature-extractor center-arg crash are separate audio bugs." + "reason": "Audio chat-template sampling-rate defaults and a feature-extractor center-arg crash are different bugs." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Qwen3.5 recurrent-state reset with cache is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "FastSpeech2 tokenizer loading and Perceiver interpolation behavior are unrelated." } ] }, @@ -10960,10 +10409,10 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:25251", "issue:27957", @@ -10995,6 +10444,7 @@ "issue:44479", "issue:44496", "issue:44743", + "issue:44811", "issue:44855", "issue:44871", "issue:44913", @@ -11004,235 +10454,233 @@ "issue:45137", "issue:45216", "issue:45245", - "issue:45325", "issue:45440", "issue:45759", "issue:45803", "issue:45907", "issue:46178", "issue:46234", - "issue:46506", - "issue:46697" + "issue:46506" ], "soft_pairs": [ - "issue:45325|issue:46697", "issue:44977|issue:45245", + "issue:44743|issue:44811", "issue:43720|issue:44442", "issue:42175|issue:46234", "issue:42490|issue:44743", "issue:44077|issue:44479", - "issue:27957|issue:29870", - "issue:43493|issue:43827", "issue:43873|issue:44871", + "issue:27957|issue:29870", "issue:44062|issue:45907", - "issue:43316|issue:45759", + "issue:43493|issue:43827", "issue:44964|issue:45440", + "issue:43316|issue:45759", "issue:43643|issue:44913", "issue:43316|issue:43525", - "issue:25251|issue:28282", "issue:43749|issue:43931", + "issue:25251|issue:28282", "issue:44987|issue:46178", "issue:44855|issue:45137", - "issue:42617|issue:43575", "issue:43550|issue:43701", - "issue:44190|issue:44496", "issue:43931|issue:45216", + "issue:42617|issue:43575", + "issue:44190|issue:44496", "issue:43701|issue:46506", "issue:43761|issue:44079", "issue:43606|issue:43701", "issue:43575|issue:43742", "issue:44442|issue:45803" ], - "prepared_review_unit_hash": "3db4641326053355965e685c6579ea9dbaff948d0adefc0bf268ba51826e0bc9", + "prepared_review_unit_hash": "7c51d46801c4bfebe039ea550158fec7aa4702b190e046a58ce15075d4693607", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35881, - "estimated_input_tokens": 8971, - "estimated_eval_tokens": 18198 + "serialized_chars": 35254, + "estimated_input_tokens": 8814, + "estimated_eval_tokens": 17884 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a real duplicate cluster: the issues span many unrelated bugs, configs, regressions, and docs cleanup. The soft links are mostly superficial keyword overlap rather than the same underlying defect.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share one underlying bug or change.", + "summary": "This cluster is highly heterogeneous: the items span unrelated loading, config, generation, quantization, and docs issues across many models. I found no convincing duplicate pairs; all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single duplicate cluster exists here. If one issue must serve as the anchor, issue 43749 is the closest because it has the strongest engagement and is a broad loading/regression report, but it is still not representative of the rest.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good cluster representative; the soft pairs do not indicate a common root cause.", + "best_issue_reason": "Issue 43749 is the most central-looking issue by discussion and inbound references, so it is the best general representative of this mixed set, though not a true duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Both involve vision/image behavior, but one is Qwen2.5-VL rope position scaling and the other is Swin2SR padding; different code paths." + "reason": "Unrelated bugs: Qwen3.5 flash-attention generation vs a categorical feature-size runtime error." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Flash-attention generation bug vs category-count limit error; unrelated failures." + "reason": "Different code paths and models: recurrent cache reset in Qwen3.5 vs Whisper processor batch_decode handling." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet accelerate-loading issue vs tokenizer loading failure; different subsystems." + "reason": "Different subsystems: accelerate loading of packed BitNet weights vs tokenizer loading for FastSpeech2Conformer." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Backend packaging/install issue vs missing utility function; not the same bug." + "reason": "One is packaging/extras missing tensorflow, the other is a missing import utility symbol; not the same bug." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning vs Qwen recurrent-state reset; unrelated." + "reason": "Trailing-slash local model import warning is unrelated to Qwen recurrent-state behavior." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Model config validation change vs video-input regression; no shared root cause." + "reason": "Different models and failures: optional post_init restriction vs video-input regression in Qwen multimodal models." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to Gemma eos_token_id configuration mismatch." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Both touch generation/model code, but XLMRoberta Flash Attention 2 and BART decoder_attention_mask are different problems." + "reason": "Both are model bugs, but they affect different models and concrete paths (FA2 support vs generate() decoder_attention_mask initialization)." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Model implementation discrepancy vs docs still referencing removed pipeline API; unrelated." + "reason": "Tokenization argument collision is unrelated to list_repo_files failing to forward revision." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Quantization/offload behavior vs Gemma EOS-token config mismatch; different defects." + "reason": "SigLIP2 implementation discrepancy is not the same as docs still referencing pipeline()." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "Tokenizer AddedToken argument collision vs Hub API revision forwarding; unrelated." + "reason": "Different model families and symptoms: Phi-4 multimodal loading vs DeepSeekV3 implementation divergence." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both are config-related, but one is Gemma3TextConfig API inconsistency and the other is unwrapping text_config for composite Qwen configs." - }, - { - "left": "issue:44964", - "right": "issue:45440", - "accept": false, - "reason": "Phi-4 multimodal load failure vs DeepseekV3MoE divergence; different model families and issues." + "reason": "Both concern config APIs, but they are different concrete issues and model families; not mergeable as one fix." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code missing fields vs rotary_pct not persisting on reload; unrelated config bugs." + "reason": "Trust-remote-code missing fields on load is unrelated to GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Different models and missing fields: Gemma3TextConfig API discrepancy vs Llama4Config pad_token_id absence." + "reason": "Both are config attribute issues, but they involve different models and different missing fields." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Pipeline top_k nesting bug vs missing PyTorch environment error; unrelated." + "reason": "FSDP CPU RAM-efficient loading and a Qwen3-VL weight-shape mismatch are distinct loading failures." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "FSDP CPU RAM-efficient loading breakage vs Qwen3-VL shape mismatch; different loading paths." + "reason": "Pipeline top_k nesting behavior is unrelated to AutoModel raising that PyTorch is missing." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Loading a specific repo on transformers>=5.1.0 vs missing tensorflow_text backend mapping; unrelated." + "reason": "A specific model-loading regression is not the same as backend mapping not recognizing tensorflow_text." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "TorchScript import parsing error vs DeepSpeed ZeRO3 deque pop error; different code paths." + "reason": "Python 3.13 parsing/import failure in DebertaV2 is unrelated to DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Unable to run a script vs OOM while loading a large model with tp; not the same bug." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "torch.compile/SDPA bug in Bamba vs resume_from_checkpoint key mismatch; unrelated." + "reason": "Model shape mismatch on load and incorrect save_pretrained checkpoint output are different stages and different failures." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Local dataset loading issue vs unrecognized model config; different failure modes." + "reason": "Cannot run a parallel script and OOM on tensor-parallel load are not the same bug." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Weight-shape mismatch on load vs save_pretrained regression; not the same underlying issue." + "reason": "Local dataset loading in a training script is unrelated to model_type recognition in AutoModel." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint resume key mismatch vs CPU/CUDA output divergence; unrelated." + "reason": "Checkpoint key mismatch and CPU/CUDA numerical divergence are unrelated." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs ModelOutput key assignment bug; both about outputs, but not the same defect." + "reason": "CLIPVisionModel hidden_states regression is not the same as ModelOutput key assignment with None values." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch vs checkpoint resume key mismatch; unrelated." + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Large-model tp OOM vs MobileLLM key error; different bugs." + "reason": "OOM during tensor-parallel loading and a key error loading MobileLLM are different loading failures." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer load failure vs bare-except swallowing errors in FuyuBatchFeature; unrelated." + "reason": "Tokenizer loading failure and a bare-except error-swallowing bug in FuyuBatchFeature are unrelated." } ] }, @@ -11251,10 +10699,10 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:16998", "issue:22355", @@ -11307,16 +10755,16 @@ ], "soft_pairs": [ "issue:43232|issue:43388", + "issue:46829|issue:46932", "issue:27957|issue:32090", "issue:42490|issue:47276", - "issue:46829|issue:46932", "issue:43761|issue:44188", "issue:43295|issue:44871", "issue:43295|issue:43825", - "issue:43316|issue:43716", - "issue:44871|issue:45584", "issue:42907|issue:45698", "issue:44521|issue:47217", + "issue:43316|issue:43716", + "issue:44871|issue:45584", "issue:16998|issue:22355", "issue:44077|issue:44534", "issue:43646|issue:44913", @@ -11330,23 +10778,23 @@ "issue:45803|issue:46365", "issue:43540|issue:44514", "issue:44610|issue:46369", - "issue:45381|issue:47217", - "issue:43065|issue:44617" + "issue:43065|issue:44617", + "issue:45381|issue:47217" ], - "prepared_review_unit_hash": "1deaffa48e3ee103726cd2fb19f2946ea70a763bca6d0eab95d2bf4353bd0d55", + "prepared_review_unit_hash": "0a31ad5ce3f044352d1eeea954eb8c4c8b1a3da3b66415b05f18488a9f4b3e54", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35372, + "serialized_chars": 35371, "estimated_input_tokens": 8843, "estimated_eval_tokens": 17942 }, @@ -11355,168 +10803,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most pairs are only superficially similar and do not share the same concrete bug or change. None of the soft edges should be merged as duplicates; treat this as a loose topical grouping rather than a true duplicate cluster.", - "confidence": 0.92, - "canonical_issue_reason": "If a representative issue is needed, issue:44521 is the best anchor: it is the most central active multimodal/template regression report with the strongest discussion/inbound signals. It is still not a duplicate of the other items.", + "summary": "These items are mostly unrelated bug reports across different subsystems (generation, multimodal chat templates, config/load/save, flash-attn, and import issues). I found no soft pair that clearly describes the same underlying bug or change, so I would keep them separate.", + "confidence": 0.33, + "canonical_issue_reason": "issue:44521 is the most central anchor: it is open, has the most inbound references/discussion, and describes a concrete, reproducible multimodal bug with clear user impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest representative of the cluster\u2019s broad multimodal-chat-template area, but only as an anchor, not as a duplicate target for the rest.", + "best_issue_reason": "issue:44521 is the best single issue candidate because it is active, well-scoped, and likely to attract related reports around multimodal chat-template behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Different code paths: synced_gpus/generation kwargs update vs gather_for_metrics truncating tuple labels." + "reason": "Generation kwargs sync bug vs trainer metric-gathering bug; different code paths and symptoms." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism hidden-state output bug vs Gemma4 quantized dtype-casting fix; unrelated models and failures." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "XLMRoberta FlashAttention support and Trainer _gpu_broadcast_one NoneType errors are unrelated." + "reason": "Flash Attention model support issue vs Trainer distributed broadcast TypeError; not the same defect." }, { "left": "issue:42490", "right": "issue:47276", "accept": false, - "reason": "Import warning for trailing-slash local model paths vs a misleading synced_gpus warning message; different warning sites." - }, - { - "left": "issue:46829", - "right": "issue:46932", - "accept": false, - "reason": "Hidden-states output bug in VideoPrism classification is not the same as Gemma4 quantized embedder dtype casting." + "reason": "Local-path import warning vs synced_gpus warning wording; different warnings and behaviors." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVision hidden_states regression and torch.compile attention-kernel divergence are separate issues." + "reason": "CLIPVisionModel hidden_states regression vs torch.compile attention-kernel divergence; distinct bugs." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer API regression and Gemma eos_token_id config mismatch are different failures." + "reason": "Processor.tokenizer regression vs Gemma eos_token_id config inconsistency; different surfaces and fixes." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to pipeline translation-task messaging." + "reason": "Custom processor API regression vs pipeline translation error message; unrelated functionality." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch do not share a concrete bug." + "reason": "Save/dequantized model failure vs wrong custom module reload; both load/save related but not the same bug." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:44521", + "right": "issue:47217", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure are unrelated." + "reason": "Both are multimodal-template adjacent, but one is assistant mask generation and the other is image-placeholder handling; not the same concrete bug." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Both involve save/load flows, but one is dequantized model saving and the other is wrong custom-module loading after save_pretrained." + "reason": "Config API discrepancy vs dtype mismatch between preprocessor and model; different issues." }, { - "left": "issue:44521", - "right": "issue:47217", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Both concern multimodal chat/template handling, but one is assistant_masks going all zero and the other is image-placeholder placement causing model failure; not the same bug." + "reason": "Gemma eos token config vs Whisper empty-transcription failure after special-token alignment; unrelated models and logic." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "model_max_length handling for DeBERTa-V3 is unrelated to missing transformers.onnx import." + "reason": "Model max length question vs missing transformers.onnx module; no shared underlying bug." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "patchtsmixer post_init policy and non-persistent buffer junk in v5 are unrelated changes." + "reason": "patchtsmixer post_init policy vs non-persistent buffer junk fill; both v5-related but different problems." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage and GPTNeoXConfig rotary_pct reload regression are different code paths." + "reason": "Custom model initialization breakage vs GPTNeoX rotary_pct reload defaulting; separate configuration issues." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import_utils symbol and kernels v0.15 dependency/version import failure are separate import issues." + "reason": "Missing import_utils helper vs pipelines import failing on kernels v0.15; different dependency/import problems." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file breaking from_pretrained and unrecognized model_type config loading are both load failures, but not the same underlying problem." + "reason": "gguf_file loading regression vs unrecognized model_type in config.json; not the same loading failure." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma eos_token_id mismatch and quantized-model save/load breakage are unrelated." + "reason": "Gemma eos_token mismatch vs quantized model broken after save/load; both persistence-related but different bugs." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Compiled-forward generation inconsistency and chunked-prefill cache lazy-init recompilation are adjacent but not the same concrete bug." + "reason": "Chunked generation inconsistency under compile vs cache lazy init causing recompilation; related to performance, not same defect." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Mistral3 lm_head tying and Ministral-3 FlashAttention support are different model bugs." + "reason": "lm_head weight tying bug vs FlashAttention support failure in Ministral-3; different model issues." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "A model-specific FlashAttention 2 unsupported error is not the same as a generic flash-attention issue report." + "reason": "Specific Nemotron FlashAttention-2 unsupported error vs generic flash-attn issue; not enough evidence of sameness." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." + "reason": "ESM2 breakage vs janus image-generation test failure; unrelated models and failure modes." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except in Fuyu tensor conversion and Trainer import depending on datasets are different bugs." + "reason": "Bare-except in Fuyu tensor conversion vs Trainer import depending on datasets; unrelated." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Video input processing failure in Qwen3OmniMoe is unrelated to apply_chat_template padding=False batched crash." + "reason": "Video-input processing error in Qwen3OmniMoe vs batched chat-template crash in Qwen2.5-VL; different concrete bugs." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "OmDet-Turbo processor/model size mismatch and sam3-litetext memory overflow are not the same issue." + "reason": "Processor output-size mismatch vs Sam3-LiteText memory overflow; not the same underlying problem." }, { - "left": "issue:45381", - "right": "issue:47217", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Wrong vision_position_ids for Qwen2.5-VL video inputs is different from image-placeholder-in-user-text failures." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs Sam3Video OOM; different code paths and symptoms." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:45381", + "right": "issue:47217", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are distinct problems." + "reason": "Qwen2.5-VL vision_position_ids bug vs generic image-placeholder failure in VL models; too broad and not clearly the same change." } ] }, @@ -11535,14 +10983,13 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:25251", "issue:27957", - "issue:29870", "issue:35141", "issue:41950", "issue:42490", @@ -11590,217 +11037,210 @@ "issue:47217" ], "soft_pairs": [ - "issue:43572|issue:46178", "issue:44242|issue:46894", "issue:43504|issue:45698", "issue:45632|issue:46424", "issue:45542|issue:46234", + "issue:43572|issue:46178", "issue:44792|issue:44977", "issue:44479|issue:47217", "issue:44534|issue:44913", - "issue:43525|issue:43531", "issue:44792|issue:45600", - "issue:45803|issue:46170", - "issue:25251|issue:27957", + "issue:43525|issue:43531", "issue:45127|issue:45200", + "issue:45803|issue:46170", "issue:46082|issue:46697", "issue:43931|issue:44060", + "issue:25251|issue:27957", "issue:43650|issue:46202", - "issue:41950|issue:43475", "issue:46693|issue:47217", + "issue:41950|issue:43475", "issue:43673|issue:44743", - "issue:35141|issue:42490", "issue:43388|issue:43688", + "issue:35141|issue:42490", "issue:44190|issue:44964", "issue:44855|issue:45588", "issue:44792|issue:45405", - "issue:29870|issue:35141", "issue:44734|issue:45406" ], - "prepared_review_unit_hash": "274143a90895df951ba037ce8c6bd51c4bf4531a57eed08b1fcd297bfd467897", + "prepared_review_unit_hash": "efea5199079956d8b53c8b9d58165a09d573c8589d682e4a0150482c27726f9e", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35708, - "estimated_input_tokens": 8927, - "estimated_eval_tokens": 18110 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34769, + "estimated_input_tokens": 8693, + "estimated_eval_tokens": 17642 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft edges are rejected: the candidate pairs are only superficially similar (shared words like cache, generation, loading, or model family) but describe different bugs, code paths, or model-specific failures. This cluster is heterogeneous rather than a duplicate set.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "The cluster is a loose collection of unrelated Transformers bugs; none of the soft pairs look like true duplicates. Most are different model families or different code paths, even when they share broad themes like loading, caching, or multimodal processing.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45698 is the strongest standalone representative: it describes a concrete, high-impact save_pretrained/from_pretrained regression, has the most discussion/inbound references, and is clearly scoped. The other issues are largely orthogonal bug reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46693 has the strongest standalone signal in this mixed set (highest discussion/inbound references) and describes a concrete, broadly impactful regression; if one issue must be treated as the representative anchor, it is the best fit.", + "best_issue_reason": "issue:45698 is the best issue to keep as the representative item because it is specific, reproducible, and broadly relevant to model loading; it also has the strongest evidence of community impact among this set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43572", - "right": "issue:46178", - "accept": false, - "reason": "Unrelated failures: a StableLmConfig field mismatch vs a TensorFlow-text backend registration/import error." - }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Both concern losses, but they affect different models and different training paths; not the same bug." + "reason": "Both involve loss computation, but one is MoE load-balancing loss gating and the other is ASR training-loss shifting; different models and code paths." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "One is a legacy-field preset load failure in BEiT; the other is custom-module resolution after save_pretrained." + "reason": "Legacy preset field loading for BEiT segmentation is unrelated to custom-module resolution after save_pretrained/from_pretrained." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is a trust_remote_code path collision and the other is max_cache_length semantics." + "reason": "One is a local trust_remote_code cache-path collision; the other is cache max length being honored only for quantized cache. Different cache bugs." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend handling is unrelated to a missing import_utils availability helper." + "reason": "Undefined tf backend from tensorboard-only install is unrelated to a missing import_utils helper symbol." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Both mention missing config/backend pieces, but one is StableLmConfig pad_token_idx and the other is tensorflow_text backend mapping. Not the same bug." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different models and different generation failures; no shared concrete code path is evident." + "reason": "A failing Janus image-generation test and a Qwen3.5 flash-attention generation bug are different models and failures." }, { "left": "issue:44479", "right": "issue:47217", "accept": false, - "reason": "Video-input regression across Qwen VL models is distinct from image-placeholder handling in user text." + "reason": "Video-input regression for Qwen variants is not the same as VL failures when the image placeholder appears in user text." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization bug is unrelated to GPTNeoX config reload resetting rotary_pct." - }, - { - "left": "issue:43525", - "right": "issue:43531", - "accept": false, - "reason": "A missing Llama4Config attribute is unrelated to a Qwen3-MoE sliding_window bug." + "reason": "Non-persistent buffer junk on load/save is unrelated to GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image-generation test failure is not the same as auto_mappings referencing removed Sam3LiteText configs." + "reason": "Janus image test failure and stale auto_mappings references to removed Sam3LiteText configs are unrelated." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Bare except swallowing errors in Fuyu conversion is unrelated to Windows/ROCm torch.distributed import failures." + "reason": "Missing pad_token_id in Llama4Config is a config attribute bug; Qwen3-MoE sliding_window is a different generation behavior issue." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to XLMRoberta Flash Attention 2 support." + "reason": "LoRA merge with extended vocab on tied embeddings is unrelated to Gemma 4 requiring mm_token_type_ids defaults." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "LoRA merge collapse with extended vocab is a different issue from mm_token_type_ids defaults in Gemma 4." + "reason": "Bare except in Fuyu tensor conversion is a local error-handling bug; Windows ROCm import failure is a dependency/platform issue." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "LlamaConfig head_dim validation and Swin2SR image over-padding are unrelated." + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are different subsystems and defects." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL shape-mismatch loading and Qwen3-Next tied-weights warning are different model families and bugs." + "reason": "Qwen3-VL weight-shape mismatch on load and Qwen3-Next tied-weights warning are separate model-loading/training issues." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "The placeholder title is not enough to connect it to Gemma pipeline roundtrip behavior; different bug surfaces." + "reason": "Pipeline top_k nested-list output and XLMRoberta Flash Attention 2 support are unrelated." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "Video-classification processor selection is not the same as SAM3 vision encoder missing an output attribute." + "reason": "Generic filler issue \"ADD THE DATA\" has no technical overlap with Gemma pipeline roundtrip failure." }, { "left": "issue:46693", "right": "issue:47217", "accept": false, - "reason": "FA2 long-context performance regression is unrelated to VL image-placeholder failures." + "reason": "FA2 long-context performance regression is unrelated to multimodal placeholder handling in VL models." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Both involve cache, but one is a generic v5.0 chunked_prefill cache issue and the other is Qwen3.5 recurrent-state reset." + "reason": "Video-classification looking for image processors and missing fpn_position_embeddings in SAM3Video are different failures." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Embedding reinitialization on resize is unrelated to path-with-trailing-slash import warnings." + "reason": "Chunked-prefill cache missing in v5.0.0 and recurrent states resetting with cache are both cache-related but not the same code-path bug." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Different training/evaluation bugs: batch label dropping vs auxiliary-loss normalization." + "reason": "Metric gathering dropping tuple labels is unrelated to auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding resize reinit bug and trailing-slash local-model import warning are unrelated." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Dataset loading in a training script is unrelated to loading Phi-4 multimodal with the latest transformers." + "reason": "Local dataset loading in an example script is unrelated to loading a specific multimodal model." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import parsing failure in DebertaV2 is unrelated to flash_attention crashing on s_aux=None." + "reason": "Python 3.13 JIT parsing indentation error is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A Janus model test failure is unrelated to the MIN_PEFT_VERSION bump." - }, - { - "left": "issue:29870", - "right": "issue:35141", - "accept": false, - "reason": "BART generate() decoder_attention_mask bug is unrelated to post_init reinitializing output embeddings." + "reason": "A model test failure and a version-bump release issue do not describe the same bug." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." } ] }, @@ -11819,21 +11259,22 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:25251", "issue:29870", + "issue:35141", "issue:39692", "issue:41720", "issue:43065", - "issue:43295", "issue:43335", "issue:43526", "issue:43550", "issue:43644", + "issue:43673", "issue:43827", "issue:43854", "issue:43994", @@ -11851,7 +11292,6 @@ "issue:45072", "issue:45127", "issue:45245", - "issue:45276", "issue:45357", "issue:45362", "issue:45381", @@ -11861,6 +11301,7 @@ "issue:45632", "issue:46369", "issue:46399", + "issue:46421", "issue:46617", "issue:46655", "issue:46697", @@ -11874,9 +11315,10 @@ ], "soft_pairs": [ "issue:43827|issue:43994", - "issue:43335|issue:44855", "issue:45072|issue:46932", + "issue:29870|issue:35141", "issue:45245|issue:46858", + "issue:43335|issue:44855", "issue:44869|issue:46832", "issue:46399|issue:47312", "issue:43644|issue:44913", @@ -11886,231 +11328,240 @@ "issue:45381|issue:46369", "issue:41720|issue:45245", "issue:43550|issue:44190", - "issue:43827|issue:47321", "issue:44242|issue:46897", + "issue:43827|issue:47321", "issue:45563|issue:45584", - "issue:25251|issue:29870", "issue:39692|issue:47321", "issue:43854|issue:44792", "issue:43065|issue:44610", - "issue:43335|issue:44190", + "issue:25251|issue:29870", "issue:45381|issue:46655", + "issue:43335|issue:44190", "issue:44933|issue:45362", "issue:44479|issue:44734", "issue:39692|issue:44190", "issue:44617|issue:46369", - "issue:43295|issue:45276", + "issue:45127|issue:45357", "issue:43526|issue:46697", - "issue:45127|issue:45357" + "issue:43673|issue:46421" ], - "prepared_review_unit_hash": "8cdb6e6af3b0fdacfbf21a945b01b5b7d1dc930a817ac6703c76a165cf2926e9", + "prepared_review_unit_hash": "33ef342d570e5ad6bf496fd3e475383690d5bfe5514e75ed0e7c655696ae229b", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36015, - "estimated_input_tokens": 9004, - "estimated_eval_tokens": 18264 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36875, + "estimated_input_tokens": 9219, + "estimated_eval_tokens": 18694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad set of unrelated issues; the soft-similar pairs share surface keywords but not the same underlying bug/change. No pair should be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "Most candidate pairs are unrelated despite superficial topical overlap. The closest pair is issue:46399 and issue:47312, but the packet does not prove they share the same apply_rotary_pos_emb registration failure; treat that as a possible relation, not a confirmed duplicate.", + "confidence": 0.77, + "canonical_issue_reason": "issue:46399 is the most concrete report because it names the specific `use_kernels=True` failure and the `apply_rotary_pos_emb` registration path; issue:47312 is too generic to establish the same bug from the packet alone.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:46399 is the best representative issue because it is the clearest and most actionable description of the suspected kernels-compatibility failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Both mention pipeline/SigLIP2, but one is stale docs after v5 pipeline removals and the other is a model/processor behavior bug with nonsensical outputs." + "reason": "Docs referencing removed pipelines is unrelated to SigLIP2's model/processor and quantization errors." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:45072", + "right": "issue:46932", "accept": false, - "reason": "Different failures: SwitchTransformers config layer construction vs a Python 3.13 IndentationError in DebertaV2Model import parsing." + "reason": "Both mention dtype casting, but they affect different models and code paths." }, { - "left": "issue:45072", - "right": "issue:46932", + "left": "issue:29870", + "right": "issue:35141", "accept": false, - "reason": "Both are dtype-related, but they affect different models and paths: bfloat16 inference mismatches vs quantized Gemma4 vision/audio embedder casting." + "reason": "BART generate() UnboundLocalError is unrelated to embedding reinitialization on resize." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Unrelated bugs: category cardinality limit error versus static-cache slice arithmetic failing because seq length is a device tensor." + "reason": "Category-count overflow and cache seq-length tensor arithmetic are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer config creation is unrelated to a Python 3.13 import/parser error." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Different subsystems and root causes: Whisper timestamp decoding crash vs RT-DETR forward logic when feature levels are insufficient." + "reason": "Whisper timestamp decoding crash and RT-DETR feature-level mismatch are unrelated." }, { "left": "issue:46399", "right": "issue:47312", "accept": false, - "reason": "Both involve kernels, but one is a missing registration decorator for apply_rotary_pos_emb and the other is a broader incompatibility with kernels 0.16." + "reason": "The packet only suggests a possible kernels 0.16 / `use_kernels` relation; it does not establish the same `apply_rotary_pos_emb` registration bug." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization corruption is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "Buffer initialization corruption is not the same as config values reverting on reload." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video is a resource issue, not the Whisper empty-transcription crash after align_special_tokens." + "reason": "SAM3 video OOM and Whisper empty-transcription failure are different issues." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both touch trust_remote_code cache handling, but one is a leaf-directory cache collision and the other is a FileNotFoundError loading from cache." + "reason": "Both involve trust_remote_code cache behavior, but one is a leaf-dir collision and the other is a FileNotFoundError; not clearly the same bug." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "Both are interface/unpacking-style crashes, but they occur in different code paths with different objects and fixes." + "reason": "Flash-attention sink handling and xLSTM return-value unpacking are unrelated code paths." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Different models and failure modes: Qwen2.5-VL video position IDs vs Sam3-litetext memory overflow." + "reason": "Qwen2.5-VL video position IDs and SAM3-LiteText memory overflow are different problems." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "No substantive overlap: Qwen3 auto device mapping CUDA assert is unrelated to the category-count runtime error." + "reason": "CUDA assert in Qwen3 auto-mapping is unrelated to the category-count limit error." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA model crash is unrelated to a local dataset loading issue in an example script." - }, - { - "left": "issue:43827", - "right": "issue:47321", - "accept": false, - "reason": "Docs/pipeline removals are unrelated to an AMD Quark class update issue." + "reason": "torch.compile/SDPA failure is unrelated to local dataset loading in the training script." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "Both concern training loss computation, but they are different model-specific bugs with different incorrect loss formulations." + "reason": "Both concern training loss, but they are different models and distinct loss-shaping bugs." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:43827", + "right": "issue:47321", "accept": false, - "reason": "A stale warning in paged generate is not the same bug as Whisper generation failing on empty transcription." + "reason": "Pipeline-doc deprecation and AMD quark class update are unrelated." }, { - "left": "issue:25251", - "right": "issue:29870", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Pipeline top_k nesting behavior and Bart generate() decoder_attention_mask initialization are separate generation issues." + "reason": "Paged generate warning and Whisper empty-transcription crash are unrelated." }, { "left": "issue:39692", "right": "issue:47321", "accept": false, - "reason": "SigLIP2 docs/model mismatch is unrelated to the AMD Quark class update problem." + "reason": "SigLIP2 docs/model mismatch is unrelated to AMD quark class updates." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "Different models and failures: GLM-4.7-Flash unit-test loading vs Janus image-generation test failure." + "reason": "GLM-4.7-Flash unit-test loading and Janus image generation test failure are different issues." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor size mismatch are distinct vision-model bugs." + "reason": "SAM3 pixel-decoder dummy conv and OmDet-Turbo processor size mismatch are not the same bug." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:25251", + "right": "issue:29870", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to the image-classification example's local dataset loading failure." + "reason": "Pipeline top_k nesting change is unrelated to the BART decoder_attention_mask error." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video/image preprocessing related, but the underlying bugs are different: wrong position IDs vs incorrect padding calculation." + "reason": "Both are video-related, but they concern different models and different preprocessing defects." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer config creation and dataset loading are unrelated." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing import from image_utils is unrelated to Qwen3.5-35B chat crashing." + "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression in Qwen VL models is not the same as KV-cache continuation tensor indexing in transformers serve." + "reason": "Video-input regression in Qwen models is unrelated to KV-cache continuation indexing in serve." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs/model issues are unrelated to the image-classification example's dataset loading problem." + "reason": "SigLIP2 docs/model mismatch is unrelated to local dataset loading." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Both mention memory pressure, but one is a generic CUDA OOM and the other is a model-specific memory overflow in sam3-litetext." + "reason": "SAM3 video OOM and SAM3-LiteText memory overflow are different failure modes." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Processor.tokenizer regression and gemma4 resize_token_embeddings behavior affect different APIs and code paths." + "reason": "LoRA merge collapse with tied embeddings is unrelated to incorrect visual encoder keys on save." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Both are image-processor bugs, but one is label reduction losing array values and the other is over-padding when already divisible." + "reason": "BEiTImageProcessorFast label reduction and Swin2SR over-padding are different image-processor bugs." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "LoRA merge with extended vocabulary collapse is unrelated to incorrect visual encoder keys being saved." + "reason": "Missing cache during chunked prefill and lazy-init causing recompilation are related area-wise but not the same underlying bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The writeup is mostly grounded, but one soft-edge verdict overstates the evidence: marking issue:46399 vs issue:47312 as a duplicate/same bug is too strong from the packet alone. issue:47312 only says it is incompatible with kernels 0.16; the shared `apply_rotary_pos_emb` registration failure is not established by the provided text. The summary should stay at 'possible relation' rather than 'only plausible duplicate'." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -12123,10 +11574,10 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:27957", "issue:32090", @@ -12135,6 +11586,7 @@ "issue:41628", "issue:42175", "issue:42796", + "issue:43295", "issue:43317", "issue:43404", "issue:43531", @@ -12167,7 +11619,6 @@ "issue:45803", "issue:45907", "issue:46234", - "issue:46421", "issue:46489", "issue:46752", "issue:46858", @@ -12177,245 +11628,248 @@ "issue:47321" ], "soft_pairs": [ - "issue:43673|issue:46421", "issue:44779|issue:46489", + "issue:43295|issue:45276", "issue:43540|issue:44734", "issue:45276|issue:45584", - "issue:47145|issue:47321", "issue:44462|issue:45907", + "issue:47145|issue:47321", "issue:44112|issue:45600", "issue:43854|issue:44964", - "issue:43643|issue:44496", "issue:44521|issue:45381", + "issue:43643|issue:44496", "issue:43317|issue:47312", - "issue:43994|issue:47321", "issue:45290|issue:46752", + "issue:43994|issue:47321", "issue:43673|issue:46858", "issue:43611|issue:47321", - "issue:27957|issue:35141", "issue:44737|issue:45803", "issue:44112|issue:44964", "issue:44246|issue:45003", + "issue:27957|issue:35141", "issue:44938|issue:45542", "issue:42175|issue:44279", - "issue:44964|issue:45600", "issue:43404|issue:45216", "issue:42796|issue:44521", - "issue:32090|issue:35141", + "issue:44964|issue:45600", "issue:45632|issue:46234", + "issue:32090|issue:35141", "issue:44496|issue:47217", - "issue:43531|issue:45600", - "issue:36246|issue:41628" + "issue:36246|issue:41628", + "issue:43531|issue:45600" ], - "prepared_review_unit_hash": "77a0690bafaa93ed62c7135cb1a57ac663386429021ba8b4b5cb5b8ce33501db", + "prepared_review_unit_hash": "1bd9221dfe899d5a2d7d4c24b3518d7434cd74daef815c4d3ba0e592f2322366", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35942, - "estimated_input_tokens": 8986, - "estimated_eval_tokens": 18228 + "serialized_chars": 35970, + "estimated_input_tokens": 8993, + "estimated_eval_tokens": 18242 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These pairings are mostly broad Transformer regressions that share subsystem keywords but not the same concrete bug. I would reject all soft edges; there is no clear canonical duplicate in this set.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "Most soft pairs look like false positives across different features, models, or code paths. The DeepSeek pair (44779/46489) is the only clearly plausible duplicate family from the available titles and issue text, but that conclusion should be treated as tentative rather than definitive.", + "confidence": 0.85, + "canonical_issue_reason": "issue:46489 is the best canonical issue because it is the more specific DeepSeek tokenizer regression report and explicitly links the failure to a gap in a prior fix.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:46489 is the strongest representative of the DeepSeek tokenizer regression family in this packet, though the evidence is limited to issue text and titles.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43673", - "right": "issue:46421", - "accept": false, - "reason": "Both are cache-related, but one is a missing GenerationMixin cache in chunked prefill and the other is lazy cache init causing recompilation; different code paths." - }, { "left": "issue:44779", "right": "issue:46489", + "accept": true, + "reason": "Same underlying regression family: both report incorrect DeepSeek tokenization on transformers v5+." + }, + { + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and have different failure mechanisms." + "reason": "Different bugs: processor/tokenizer image-input regression versus Gemma4 resize_token_embeddings behavior." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "One is video-input validation in Qwen3OmniMoe; the other is KV-cache continuation tensor indexing in serve. Not the same bug." + "reason": "Different code paths and symptoms: Qwen3OmniMoe video processing error versus serve KV-cache crash." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Resize-token-embeddings weight tying is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "Different model behaviors: Gemma4 embedding resize issue versus Whisper empty-transcription failure." }, { - "left": "issue:47145", - "right": "issue:47321", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "FP8 weight_scale loading corruption and AMD quark class updates are unrelated." + "reason": "Both relate to repository/file lookup, but the concrete failures are different." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:47145", + "right": "issue:47321", "accept": false, - "reason": "Both involve forwarding an argument, but to different APIs and with different semantics; not a duplicate." + "reason": "Unrelated: FP8 checkpoint loading bug versus AMD quark class update issue." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both touch CI, but one is a stale test and the other is broken auto_mappings references; unrelated fixes." + "reason": "Both surfaced in CI, but the failing tests and root causes differ." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading problems, but for different models and different root causes." + "reason": "Different model-loading failures for different model families." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "trust_remote_code field loss is a different issue from unrecognized model configs missing model_type." + "reason": "Both are multimodal, but the specific bugs are different." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Both are multimodal template bugs, but one is assistant_masks being all zero and the other is wrong vision_position_ids for video." + "reason": "Related around config/loading, but the failures are not the same." }, { "left": "issue:43317", "right": "issue:47312", "accept": false, - "reason": "Dequantized model offload failure and kernel-version incompatibility are unrelated." + "reason": "Different compatibility issues with different failure modes." }, { - "left": "issue:43994", - "right": "issue:47321", + "left": "issue:45290", + "right": "issue:46752", "accept": false, - "reason": "Siglip2 inference corruption is unrelated to AMD quark class metadata updates." + "reason": "Both hit apply_chat_template, but the edge cases are different." }, { - "left": "issue:45290", - "right": "issue:46752", + "left": "issue:43994", + "right": "issue:47321", "accept": false, - "reason": "Both are apply_chat_template edge cases, but one is tool-call assistant messages and the other is an empty list." + "reason": "Different subsystems and symptoms." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both mention cache, but one is missing cache in chunked_prefill and the other is static-cache seq_length arithmetic on non-CUDA backends." + "reason": "Both mention cache, but the reported bug mechanics are different." }, { "left": "issue:43611", "right": "issue:47321", "accept": false, - "reason": "Transformers 5 base_model_prefix loading regression is unrelated to AMD quark class updates." - }, - { - "left": "issue:27957", - "right": "issue:35141", - "accept": false, - "reason": "XLMRoberta Flash Attention support and embedding reinitialization after resize_token_embeddings are different bugs." + "reason": "Completely unrelated: base_model_prefix loading regression versus AMD quark class update." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "One is a device placement bug in torch.arange; the other is a bare except swallowing interrupts/errors in Fuyu tensor conversion." + "reason": "Different issues: CPU device placement bug versus bare except swallowing errors." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flake and model-loading failure are unrelated." + "reason": "Both appeared in CI, but they concern unrelated failures." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowdown and unsafe sys.modules access are different import-system problems." + "reason": "Import slowdown and unsafe sys.modules access are different problems." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Different model behavior issues with no clear shared root cause." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend packaging are not the same issue." + "reason": "Different environment/backend failures." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Package-extra dependency omission and a generic dependency issue are too broad and not the same concrete bug." - }, - { - "left": "issue:44964", - "right": "issue:45600", - "accept": false, - "reason": "Model load regression and broken auto_mappings CI references are unrelated." + "reason": "Dependency-related, but not the same underlying bug." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Both involve saving/loading weights, but one is tied lm_head weights in Mistral3 and the other is a Qwen3.5 save_pretrained regression." + "reason": "Different model-specific regressions and different fixes." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant_mask generation." + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are unrelated." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Trainer GPU broadcast NoneType and embedding reinitialization after resize are unrelated." + "reason": "Different model-loading failures with no shared code path evident." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "trust_remote_code cache-path collision and a missing import_utils helper are different bugs." + "reason": "Different utilities/import problems with different failure modes." }, { - "left": "issue:44496", - "right": "issue:47217", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Unrecognized config loading and VL image-placeholder handling are separate failures." + "reason": "Training broadcast TypeError is unrelated to embedding reinitialization after resizing." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:44496", + "right": "issue:47217", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText references in auto_mappings are unrelated." + "reason": "Different failures: model auto-loading config issue versus VL image-placeholder handling." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import/export problems, but they concern different symbols and code paths; not the same bug." + "reason": "Both are ImportError-style reports, but they concern different symbols and modules." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to auto_mappings CI breakage." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The DeepSeek pair verdict is plausible, but the writeup overstates what the packet supports. In particular, claims like \"only true duplicate family\" and \"strongest representative\" go beyond the evidence available here. The rest of the soft-edge rejections are mostly conservative and grounded in the titles, but I would want the summary phrased more cautiously before accepting." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12425,12 +11879,12 @@ "component_count": 27, "review_unit_index": 42, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:36246", "issue:38617", @@ -12439,6 +11893,7 @@ "issue:42907", "issue:42994", "issue:43295", + "issue:43299", "issue:43335", "issue:43381", "issue:43441", @@ -12463,10 +11918,10 @@ "issue:44987", "issue:45042", "issue:45083", + "issue:45216", "issue:45335", "issue:45375", "issue:45446", - "issue:45584", "issue:45588", "issue:45593", "issue:45759", @@ -12484,16 +11939,16 @@ "issue:43335|issue:45593", "issue:36246|issue:38617", "issue:44496|issue:45042", - "issue:45083|issue:46506", - "issue:43295|issue:45335", "issue:44295|issue:46506", + "issue:45083|issue:46506", "issue:41950|issue:44016", + "issue:43295|issue:45335", "issue:43673|issue:46424", "issue:43976|issue:44987", "issue:44683|issue:45446", "issue:39692|issue:46932", - "issue:43673|issue:44336", "issue:46082|issue:46121", + "issue:43673|issue:44336", "issue:44496|issue:45759", "issue:43526|issue:43901", "issue:44016|issue:44220", @@ -12506,335 +11961,220 @@ "issue:44792|issue:46424", "issue:43441|issue:45588", "issue:44279|issue:46515", - "issue:42994|issue:47332", "issue:43976|issue:44279", + "issue:42994|issue:47332", "issue:43824|issue:44933", - "issue:45335|issue:45584", - "issue:43479|issue:45375" + "issue:43479|issue:45375", + "issue:43299|issue:45216" ], - "prepared_review_unit_hash": "de878be29237873613a43ebabf06b90579181175e1a9e34b98eb40abc837d3e4", + "prepared_review_unit_hash": "4712f17eecf559a71568fb1e251edec9b2b438ccf0b0635c500b6040d1243db1", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36112, - "estimated_input_tokens": 9028, - "estimated_eval_tokens": 18312 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 27, - "review_unit_index": 43, - "review_unit_count": 65, - "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", - "nodes": [ - "issue:39692", - "issue:41950", - "issue:42796", - "issue:43295", - "issue:43299", - "issue:43381", - "issue:43577", - "issue:43644", - "issue:43650", - "issue:43653", - "issue:43854", - "issue:43901", - "issue:43931", - "issue:43976", - "issue:44016", - "issue:44075", - "issue:44242", - "issue:44279", - "issue:44291", - "issue:44351", - "issue:44368", - "issue:44462", - "issue:44466", - "issue:44496", - "issue:44779", - "issue:45020", - "issue:45081", - "issue:45200", - "issue:45216", - "issue:45276", - "issue:45278", - "issue:45357", - "issue:45405", - "issue:45593", - "issue:45812", - "issue:45823", - "issue:46082", - "issue:46123", - "issue:46209", - "issue:46369", - "issue:46399", - "issue:46512", - "issue:46614", - "issue:47000", - "issue:47085", - "issue:47145", - "issue:47217" - ], - "soft_pairs": [ - "issue:43299|issue:45216", - "issue:43901|issue:44496", - "issue:41950|issue:45020", - "issue:43901|issue:47217", - "issue:44279|issue:45405", - "issue:43295|issue:44779", - "issue:39692|issue:43901", - "issue:46123|issue:46369", - "issue:46614|issue:47085", - "issue:42796|issue:43650", - "issue:43577|issue:45216", - "issue:44779|issue:45812", - "issue:44075|issue:44368", - "issue:43976|issue:45405", - "issue:41950|issue:45823", - "issue:44466|issue:45276", - "issue:46082|issue:46399", - "issue:43381|issue:47000", - "issue:43299|issue:45357", - "issue:43653|issue:45593", - "issue:46082|issue:46512", - "issue:44351|issue:45278", - "issue:44462|issue:45081", - "issue:43299|issue:43854", - "issue:43644|issue:47145", - "issue:44242|issue:45200", - "issue:43650|issue:46209", - "issue:44016|issue:44291", - "issue:43931|issue:47145" - ], - "prepared_review_unit_hash": "dfc755acce2e932aed30586f7c41ec163ccea7ba11cb8fea5ddc3990602b333e", - "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36008, - "estimated_input_tokens": 9002, - "estimated_eval_tokens": 18260 + "serialized_chars": 36702, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues across tokenizers, model loading, pipelines, docs, and regressions. I found no true duplicates among the soft pairs. The strongest single issue to serve as the canonical representative is the Granite AutoTokenizer regression, because it is a clear, concrete, user-facing v4\u2192v5 break with broad impact inside one model family.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45812 is the highest-signal report here: it states a concrete silent regression, isolates the affected family (Granite), and describes a clear tokenizer-output failure mode that is easy to triage and reproduce.", + "summary": "This cluster is mostly heterogeneous: many unrelated import, config, cache, docs, and model-specific runtime bugs were grouped by loose text similarity. The only clear near-family is the save/offload/quantized-model saving failures, where #42994 is the broadest representative.", + "confidence": 0.79, + "canonical_issue_reason": "#42994 is the broadest and most central issue in the only tight family here (model saving/offloading failures), so it is the best representative issue for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best overall issue to anchor this set: it is specific enough to be actionable but broad enough to represent the most significant regression-style reports in the list.", + "best_issue_reason": "#42994 best anchors the save-path failure family because its wording is broad enough to cover the closely related offloaded/quantized save reports, even though most other items are not duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Different bugs in the same model family: one is a load failure, the other is incorrect save_pretrained keys. Not the same underlying code-path." + "reason": "Different bugs: SwitchTransformers config construction vs D-FINE auxiliary-loss behavior." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "Docs mismatch for text-classification vs an unrecognized-model loading error; unrelated failures." + "reason": "Both are import errors, but for different missing symbols in different modules and code paths." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Video pipeline processor selection vs remote_code compatibility break; different subsystems and symptoms." + "reason": "Different failures: unrecognized model loading vs PIL image processors requiring torchvision." }, { - "left": "issue:43901", - "right": "issue:47217", + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "TextClassificationPipeline docs issue vs VL image-placeholder handling bug; no shared underlying defect." + "reason": "Buffer registration/readback bug vs CPU/CUDA discrepancy; not the same underlying defect." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:45083", + "right": "issue:46506", "accept": false, - "reason": "A generic dependency problem is not the same as bumping MIN_PEFT_VERSION to an unreleased version." + "reason": "Different helper behavior in qwen3_omni_moe vs device-dependent output mismatch." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Both are tokenizer/model regressions, but they affect different APIs and model families with distinct root causes." + "reason": "Pipeline image-processor lookup bug vs notebook syntax error; unrelated." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Two separate documentation issues about different topics; not duplicates." + "reason": "Custom processor/tokenizer regression vs t5gemma embedding resize bug; different code paths." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "MaskGenerationPipeline final-batch bookkeeping vs a memory overflow in sam3-litetext; unrelated." + "reason": "Both mention cache, but one is chunked_prefill cache missing and the other is max_cache_length handling for quantized cache." }, { - "left": "issue:46614", - "right": "issue:47085", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Stale phonemizer backend state vs tokenizers thread-safety regression; different components and bug shapes." + "reason": "Both are compatibility complaints, but one is Python support and the other is a model-loading regression on transformers>=5.1.0." }, { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Tokenizer BPE-marker handling vs a low-signal follow-up issue; no evidence they describe the same bug." + "reason": "Same subsystem (flex_attention), but one is a torch>=2.9 compile failure and the other is a bad version gate for AuxRequest import." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:39692", + "right": "issue:46932", "accept": false, - "reason": "Blip2 dtype propagation on load vs Qwen3.5 save_pretrained key corruption; different model paths." + "reason": "Docs example errors vs a Gemma4 quantized embedder dtype-casting fix; not the same bug." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Both involve tokenizer regressions, but the affected models and failure modes differ; not the same concrete defect." + "reason": "Different config validation issues: head_dim rejection vs JSON-list handling in rope validation." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Optimizer SGD args not used is unrelated to a tie_word_embeddings warning during LoRA fine-tuning." + "reason": "Cache-related vs ANSI output formatting; unrelated." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Python version support breakage is unrelated to PEFT version pinning." + "reason": "Different loading/config bugs: unrecognized model vs failing to unwrap text_config in from_config." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Pipeline processor lookup vs Gemma4 device-map mismatch; different model/pipeline code paths." + "reason": "Image processor label reduction bug vs docs mismatch about return_all_scores; not a duplicate." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Serialization of lm_head.weight on device vs resize_token_embeddings not updating Gemma4-specific embeddings; related theme but not the same bug." + "reason": "Notebook syntax error vs audio feature extraction bug; unrelated." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:42994", + "right": "issue:47333", "accept": false, - "reason": "Config validation for head_dim vs a missing decorator causing kernel registration failure; unrelated." + "reason": "Same broad save/offload theme, but the reports describe different model classes and failure contexts; not enough evidence of one concrete bug." }, { "left": "issue:43381", - "right": "issue:47000", + "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior vs RTDetr loss infeasibility; different failures entirely." + "reason": "Gradient-checkpointing eval-mode restriction vs aux-loss omission; different problems." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Qwen3VL load failure vs Qwen3.5 save_pretrained visual-key corruption; not the same underlying issue." + "reason": "Model saving failure vs FlashAttention crash; different subsystems and fixes." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "BigBirdTokenizer special-token registration vs D-FINE auxiliary-loss behavior; unrelated." + "reason": "Non-informative title vs audio feature extraction bug; no shared underlying issue." }, { - "left": "issue:46082", - "right": "issue:46512", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Head-dim validation error vs stale config.dtype after from_config; different model construction bugs." + "reason": "Notebook syntax error vs AddedToken special-argument collision; unrelated." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44327", + "right": "issue:46752", "accept": false, - "reason": "A specific missing import versus a broad import-errors report; the evidence does not show one concrete shared defect." + "reason": "QA top-k bounds error vs empty chat-template input IndexError; distinct runtime paths." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "AutoTokenizer preferring the wrong tokenizer source vs a Mistral regex patch crash; different tokenizer code paths." + "reason": "Janus image-generation test failure vs cache max-length handling; unrelated." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Both are model-loading problems, but for different models and different underlying causes." + "reason": "FlashAttention failure in Ministral-3 vs sink-less-model aux-attribute crash; different code paths." }, { - "left": "issue:43644", - "right": "issue:47145", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "General non-persistent-buffer junk issue vs FP8 weight_scale not applied; the latter is a specific checkpoint-loading bug, not the same defect." + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; too broad to be duplicates." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Router load-balancing loss omission vs Gemma4 token-type defaults; unrelated training behavior." + "reason": "Python-version support issue vs generic dependency issue; not the same bug." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:42994", + "right": "issue:47332", "accept": false, - "reason": "Placeholder issue text vs FP8 inference failure on B200; no real overlap." + "reason": "Both concern saving/offloading, but one is generic quantized saving and the other is a disk-offloaded Qwen3-VL save failure; likely separate root causes." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights argument mismatch; unrelated." + "reason": "Different missing imports from different modules and symbols." }, { - "left": "issue:43931", - "right": "issue:47145", + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different config-field bugs: default vision/audio config initialization vs a missing deepstack_visual_indexes field." + }, + { + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs FP8 compressed-tensors scale application; different failure modes and code paths." + "reason": "Different regression types: Qwen3VL model loading vs Qwen3.5 save_pretrained checkpoint corruption." } ] }, @@ -12849,304 +12189,290 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 44, + "review_unit_index": 43, "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ - "issue:33290", - "issue:42175", + "issue:39692", + "issue:41950", "issue:42796", - "issue:42994", - "issue:43317", - "issue:43441", - "issue:43479", - "issue:43525", - "issue:43575", - "issue:43643", - "issue:43673", - "issue:43761", - "issue:43784", - "issue:43873", - "issue:43881", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", "issue:43901", "issue:43976", "issue:44016", - "issue:44186", - "issue:44188", - "issue:44246", - "issue:44261", - "issue:44263", - "issue:44336", - "issue:44623", - "issue:44671", - "issue:44683", - "issue:44749", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44496", "issue:44779", + "issue:45020", "issue:45081", - "issue:45103", - "issue:45325", - "issue:45372", - "issue:45397", - "issue:45542", - "issue:45588", - "issue:45600", - "issue:45656", - "issue:45712", - "issue:45800", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45593", + "issue:45812", "issue:45823", - "issue:45834", - "issue:45859", - "issue:45907", - "issue:46851", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46614", "issue:47000", + "issue:47085", "issue:47145", "issue:47217" ], "soft_pairs": [ - "issue:44683|issue:45542", - "issue:45588|issue:47000", - "issue:45081|issue:45907", - "issue:44336|issue:46851", - "issue:45859|issue:46851", - "issue:43441|issue:45834", - "issue:43479|issue:43525", - "issue:45103|issue:45372", - "issue:43873|issue:47145", - "issue:33290|issue:45656", - "issue:42994|issue:43317", - "issue:44623|issue:44749", - "issue:44261|issue:44263", - "issue:42175|issue:43976", - "issue:44246|issue:47217", - "issue:44623|issue:45397", - "issue:44671|issue:44779", - "issue:44016|issue:45823", - "issue:45542|issue:45800", - "issue:44186|issue:47000", - "issue:43525|issue:43881", - "issue:43673|issue:43761", - "issue:43784|issue:45542", - "issue:44188|issue:44336", - "issue:45600|issue:45712", - "issue:43525|issue:43643", - "issue:43901|issue:44246", - "issue:42796|issue:43441", - "issue:45325|issue:46851", - "issue:43575|issue:47145" + "issue:45335|issue:45584", + "issue:43901|issue:44496", + "issue:41950|issue:45020", + "issue:44279|issue:45405", + "issue:43901|issue:47217", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:46123|issue:46369", + "issue:42796|issue:43650", + "issue:46614|issue:47085", + "issue:43577|issue:45216", + "issue:44779|issue:45812", + "issue:44075|issue:44368", + "issue:43976|issue:45405", + "issue:41950|issue:45823", + "issue:46082|issue:46399", + "issue:43299|issue:45357", + "issue:44466|issue:45276", + "issue:43381|issue:47000", + "issue:43653|issue:45593", + "issue:46082|issue:46512", + "issue:44351|issue:45278", + "issue:44462|issue:45081", + "issue:43299|issue:43854", + "issue:43650|issue:46209", + "issue:44242|issue:45200", + "issue:43644|issue:47145", + "issue:44016|issue:44291" ], - "prepared_review_unit_hash": "bfef269153496d74c3f2e5a202d98d14544b0b2c5e2a3cdbba84c4b22c3829a1", + "prepared_review_unit_hash": "49b5eccb935146a71601a70102a634ae6bd56ac0d4c139fb4270444c8e5cb2d8", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36669, - "estimated_input_tokens": 9168, - "estimated_eval_tokens": 18592 + "soft_pair_count": 28, + "serialized_chars": 36287, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; the soft pairs are only superficially similar and span unrelated Transformers bugs, regressions, and docs issues. No pair looks like the same underlying fix target.", - "confidence": 0.9, - "canonical_issue_reason": null, + "summary": "This is a heterogeneous cluster of mostly unrelated issue reports/regressions. None of the soft pairs look like the same underlying bug or change, so they should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue stands out; the cluster spans unrelated bugs, regressions, docs problems, and model-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most central/open item in the set, with the most discussion and inbound references, so it is the best single anchor issue if one must be chosen.", + "best_issue_reason": "No clear best issue for deduping; the items are too diverse to anchor on one representative bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Different problems: compiled flex_attention on torch>=2.9 vs missing TensorFlow backend packaging." + "reason": "Different bugs: token embedding resize vs Whisper empty-transcription failure after special-token alignment." }, { - "left": "issue:45588", - "right": "issue:47000", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Different code paths: flash_attention sink handling vs RTDetrLoss assignment infeasibility." + "reason": "Different subsystems: text-classification docs behavior vs unrecognized-model config loading." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Tokenizer regex patch crash vs Hub API revision forwarding; unrelated." + "reason": "Video-classification processor lookup vs remote_code model breakage; unrelated." }, { - "left": "issue:44336", - "right": "issue:46851", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "ANSI output formatting vs variable-length position_ids handling; no shared bug." + "reason": "Generic dependency trouble vs an unreleased PEFT version pin; not the same issue." }, { - "left": "issue:45859", - "right": "issue:46851", + "left": "issue:43901", + "right": "issue:47217", "accept": false, - "reason": "CPU offload incompatibility in Qwen3.5 MoE rotary embedding vs position_ids logic for variable lengths." + "reason": "Docs mismatch for text classification vs VL image-placeholder handling bug; unrelated." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "FlashAttention regression in Ministral-3 vs Kosmos2.5 OCR index error; different models and failures." + "reason": "Both are tokenizer regressions, but they hit different model families and failure modes." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Multimodal config None-handling vs missing pad_token_id on Llama4Config; separate config bugs." + "reason": "Different documentation problems in different examples; not the same underlying bug." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "auto_docstring annotation crash vs Gemma 4 processor import failure; unrelated subsystems." + "reason": "Partial-batch result dropping vs SAM model memory overflow; unrelated." }, { - "left": "issue:43873", - "right": "issue:47145", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "General quantization/offloading behavior vs FP8 weight_scale omission on frozen checkpoints; not the same defect." + "reason": "Tokenizer BPE-marker handling vs a separate placeholder/data-related issue; no shared bug." }, { - "left": "issue:33290", - "right": "issue:45656", - "accept": false, - "reason": "Adafactor/deepspeed OOM vs optimizer.step being called twice; different DeepSpeed issues." - }, - { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:46614", + "right": "issue:47085", "accept": false, - "reason": "Quantized model saving failure vs dequantized model load/offload failure; distinct lifecycle stages." + "reason": "Stale phonemizer backend state vs tokenizer thread-safety regression; different code paths." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "processor.save_pretrained missing files vs Chinese performance slowdown; unrelated." + "reason": "Blip2 dtype propagation bug vs Qwen3.5 save_pretrained regression; unrelated." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Missing rms_norm_eps precision mismatch vs torch.split return values; both mention GLM/MLA but different bugs." + "reason": "Both involve tokenizer regressions, but the reports are model-specific and do not clearly share one fix." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "TensorFlow not installed with torch extra vs Python version incompatibility in Transformers 5.1.0; unrelated." + "reason": "SGD arguments ignored vs a tie_word_embeddings warning; unrelated." }, { - "left": "issue:44246", - "right": "issue:47217", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Slow import sometimes vs VL image placeholder handling; different areas." + "reason": "Python compatibility break vs PEFT minimum-version bump; unrelated." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Processor save_pretrained file omission vs Gemma-4 zero3 from_pretrained; not the same path." + "reason": "Pipeline processor lookup bug vs Gemma4 device-map forward mismatch; different failures." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "CamemBERT masked LM regression vs Deepseek tokenizer regression; different model families and code paths." + "reason": "LlamaConfig head_dim validation vs Qwen3.5 kernel registration crash; unrelated." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Notebook syntax error vs Gemma4 PLE device mismatch under device_map=auto; unrelated." + "reason": "Model loading failure vs incorrect save_pretrained visual-encoder keys; different code paths." }, { - "left": "issue:45542", - "right": "issue:45800", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "TensorFlow backend packaging issue vs torch/transformers version incompatibility; different failure modes." + "reason": "Tied-weight serialization inconsistency vs resize_token_embeddings not updating embeddings; not the same bug." }, { - "left": "issue:44186", + "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "LayoutLMv2Tokenizer padding/truncation crash vs RTDetrLoss infeasible cost matrix; unrelated." - }, - { - "left": "issue:43525", - "right": "issue:43881", - "accept": false, - "reason": "Llama4Config missing pad_token_id vs glm-4v-9b loading failure; not the same defect." + "reason": "Gradient-checkpointing eval-mode issue vs RTDetr loss infeasibility; unrelated." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "GenerationMixin cache missing during chunked prefill vs CLIPVisionModel hidden_states regression; different regression points." + "reason": "BigBirdTokenizer special-token registration vs D-FINE auxiliary-loss behavior; unrelated." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "sentence-transformers import NameError vs TensorFlow backend packaging; unrelated." + "reason": "Config validation error vs stale config dtype after from_config; different bugs." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "torch.compile attention kernel divergence vs ANSI loading-report formatting; no overlap." + "reason": "Specific missing HybridCache import vs broad import errors after upgrade; not one concrete fix." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "auto_mappings referencing removed configs vs leftover dummy classes in dummy_pt_objects; both CI-related but different files and fixes." + "reason": "AutoTokenizer ignoring tokenizer.json vs Mistral regex patch crash; unrelated." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Missing pad_token_id on Llama4Config vs trust_remote_code returning incomplete AutoConfig fields; separate config-loading bugs." + "reason": "Qwen3VL loading regression vs GLM-4.7-Flash unit-test loading failure; unrelated." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Docs mismatch for text classification pipeline vs intermittent slow imports; unrelated." + "reason": "Nonspecific 'ADD THE DATA' report vs FP8 inference failure; no common underlying bug." }, { - "left": "issue:42796", - "right": "issue:43441", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Tokenizer BPE marker handling vs FlashAttention failure in Ministral-3; different model/tokenizer issues." + "reason": "MoE load-balancing loss issue vs Gemma4 token-type defaulting bug; unrelated." }, { - "left": "issue:45325", - "right": "issue:46851", + "left": "issue:43644", + "right": "issue:47145", "accept": false, - "reason": "Qwen2.5-VL rope indexing for still images vs Qwen3.5 variable-length position_ids; similar model family but different logic and symptom." + "reason": "Non-persistent buffer junk vs missing weight_scale application on FP8 load; different defects." }, { - "left": "issue:43575", - "right": "issue:47145", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Tensor-parallel OOM on load vs FP8 frozen checkpoint scaling omission; different memory vs correctness problems." + "reason": "Notebook syntax error vs init_empty_weights TypeError; unrelated." } ] }, @@ -13161,414 +12487,304 @@ "label": "issue", "component_index": 1, "component_count": 27, - 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unrelated." + "reason": "TensorBoard/TensorFlow packaging bug is unrelated to torch/transformers version incompatibility." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44186", + "right": "issue:47000", "accept": false, - "reason": "Incorrect tied-weights warning vs patchtsmixer post_init policy; different model logic." + "reason": "Tokenizer padding/truncation crash is unrelated to RTDetrLoss cost-matrix infeasibility." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Unsafe sys.modules access vs xdist race in testing utils; unrelated." + "reason": "Missing pad_token_id in Llama4Config is unrelated to glm-4v-9b loading failure." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "SAM3 video encoder attribute error vs SAM3 LiteText memory overflow; different failures." + "reason": "Generation cache/chunked prefill and CLIP hidden_states regression are different subsystems." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Strict config loading failure for granite_speech vs missing field in Qwen vision config." + "reason": "Import NameError in sentence-transformers is unrelated to TensorFlow backend installation." }, { - "left": "issue:44623", - "right": "issue:46726", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "save_pretrained missing files vs AutoProcessor backend-unavailable load error; different lifecycle stages." + "reason": "Removed config references breaking CI and leftover dummy classes are separate maintenance issues." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Model loading regression for a specific repo vs protobuf-related tokenizer exception masking." + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI code leakage in loading_report." }, { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Qwen3-VL-Moe regression vs CPU/CUDA output mismatch in PPDocLayoutV3; unrelated." + "reason": "A specific missing config attribute is not the same as generic missing fields from trust_remote_code AutoConfig." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention are different bug classes." + }, + { + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Router-loss omission bug vs AMP/CUDA image-loss crash; different components." + "reason": "Docs wording vs import latency are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but the models and mechanisms differ (Qwen2.5-VL temporal scaling vs Qwen3.5 variable-length inputs)." } ] }, @@ -13583,282 +12799,310 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 47, + "review_unit_index": 45, "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ - "issue:29870", - "issue:30333", - "issue:42199", - "issue:42886", - "issue:42994", - "issue:43065", - "issue:43408", - "issue:43475", + "issue:42491", + "issue:42617", + "issue:43299", + "issue:43526", "issue:43540", - "issue:43653", + "issue:43550", + "issue:43575", "issue:43723", - "issue:43906", - "issue:43931", + "issue:43824", + "issue:43976", "issue:44162", - "issue:44188", - "issue:44361", - "issue:44368", - "issue:44479", - "issue:44483", - "issue:44749", - "issue:44877", - "issue:44977", - "issue:44995", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", "issue:45103", - "issue:45200", - "issue:45229", + "issue:45362", "issue:45397", - "issue:45412", + "issue:45561", "issue:45563", "issue:45588", "issue:45593", - "issue:45656", - "issue:45685", - "issue:45987", - "issue:46082", - "issue:46123", - "issue:46132", - "issue:46170", - "issue:46202", - "issue:46421", - "issue:46431", - "issue:46710", + "issue:46291", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", "issue:46851", - "issue:46858", - "issue:47068", "issue:47145", - "issue:47312" + "issue:47176", + "issue:47177", + "issue:47217", + "issue:47333" ], "soft_pairs": [ - "issue:44995|issue:45200", - "issue:44479|issue:46170", - "issue:29870|issue:30333", - "issue:45397|issue:45656", - "issue:44877|issue:46170", - "issue:44368|issue:44977", - "issue:42199|issue:46851", - "issue:44995|issue:45588", - "issue:43653|issue:44162", - "issue:43475|issue:43540", - "issue:45685|issue:46431", - "issue:45412|issue:46123", - "issue:42886|issue:45229", - "issue:42994|issue:47312", - "issue:43723|issue:46710", - "issue:43065|issue:43408", - "issue:44188|issue:46202", - "issue:43931|issue:44368", - "issue:45987|issue:46082", - "issue:43906|issue:46202", - "issue:44368|issue:45563", - "issue:44483|issue:46202", - "issue:46132|issue:47145", - "issue:44188|issue:46421", - "issue:44361|issue:44749", - "issue:45593|issue:47068", - "issue:45103|issue:46858" + "issue:43824|issue:43976", + "issue:43575|issue:47145", + "issue:44589|issue:45362", + "issue:47176|issue:47177", + "issue:44336|issue:44373", + "issue:43723|issue:44162", + "issue:45362|issue:47333", + "issue:44297|issue:45397", + "issue:45083|issue:46851", + "issue:44246|issue:44496", + "issue:42617|issue:43976", + "issue:44871|issue:47145", + "issue:46291|issue:46399", + "issue:46399|issue:46851", + "issue:46655|issue:46726", + "issue:42491|issue:43299", + "issue:45003|issue:47217", + "issue:45072|issue:46829", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:45588|issue:46851", + "issue:44295|issue:45397", + "issue:45561|issue:45563", + "issue:45103|issue:46399", + "issue:46614|issue:46665", + "issue:45003|issue:46821", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:43550|issue:46506", + "issue:44242|issue:45593", + "issue:43540|issue:46655" ], - "prepared_review_unit_hash": "8696dc009c0b6734843a0aee07d288096f1cf8df2334f35f303ea45bb4c58922", + "prepared_review_unit_hash": "9ff5685582c78f1bb10d8389372fb8e6a70db31ec9af19531fb139e0c19ac377", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35370, - "estimated_input_tokens": 8843, - "estimated_eval_tokens": 17942 + "soft_pair_count": 31, + "serialized_chars": 36318, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a fuzzy-similarity false positive: the issues span unrelated models, subsystems, and failure modes. None of the soft pairs look like the same underlying bug, and there is no clear canonical duplicate hub.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous and the soft links are all cross-topic false positives.", + "summary": "This cluster is mostly heterogeneous false positives. The only loosely coherent theme is Qwen/Qwen3/v5 model-loading regressions, but the paired items still differ in model family or failure mode, so I would not merge any soft edge.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43299 is the clearest representative of the main coherent subtheme: a Transformers v5 regression breaking Qwen3 MoE model loading. It is broader than the LoRA-specific 42491 and more directly about the shared compatibility breakage than the many unrelated singleton issues.", "canonical_pr_reason": null, - "best_issue_reason": "No issue here is a good global representative for deduplication since the items are unrelated rather than alternate reports of one bug.", + "best_issue_reason": "issue:43299 is the best overall issue to anchor this cluster because it captures the broadest, most central model-loading regression theme visible here. The rest are either unrelated or too narrowly scoped to serve as a better representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Different bugs: stale indexer cache on second forward pass vs Gemma 4 text-only fine-tuning mm_token_type_ids handling." + "reason": "ImportError for a specific Qwen2.5-VL class is unrelated to a Python 3.9/3.10 compatibility complaint." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:43575", + "right": "issue:47145", "accept": false, - "reason": "Unrelated: video-input regression in Qwen VL models vs Windows/ROCm import failure from torch.distributed dependency." + "reason": "Qwen2 OOM on tensor parallel load and FP8 weight_scale loading are different bugs and code paths." }, { - "left": "issue:29870", - "right": "issue:30333", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Different domains: BART generate() UnboundLocalError vs MLflow job status reporting after failed training." + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashes." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:47176", + "right": "issue:47177", "accept": false, - "reason": "Both mention Deepspeed, but one is Gemma-4 from_pretrained loading and the other is an optimizer-step double-call bug." + "reason": "Both are security issues, but they are distinct vulnerabilities: shell operator bypass vs tar/zip slip file write." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Different subsystems: strict config loading for granite_speech vs a Windows ROCm import/type error." + "reason": "ANSI code output in loading_report and a wrong docstring are unrelated." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 breakage are different subsystems and failures." + }, + { + "left": "issue:45362", + "right": "issue:47333", + "accept": false, + "reason": "Qwen3.5 chat failure and disk-offload save failure are separate Qwen issues with different code paths." + }, + { + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Same model family, but not the same bug: a harmless tie_word_embeddings warning vs a flash-attention generation failure." + "reason": "Tokenizer config mismatch and gemma-4 zero3 from_pretrained are unrelated bugs." }, { - "left": "issue:42199", + "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Completely different models and failures: DETR cardinality logic vs Qwen3.5 variable-length position_ids behavior." + "reason": "Both involve Qwen models, but one is a feature-extraction helper bug and the other is a position_ids variable-length input issue." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Both are crashes, but they affect different code paths and models: stale indexer cache vs flash_attention.py s_aux=None handling." + "reason": "Import slowdown and unrecognized model_type are unrelated." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:42617", + "right": "issue:43976", "accept": false, - "reason": "Different models and symptoms: BigBirdTokenizer special-token registration vs ESM2 being broken." + "reason": "3d_parallel.py execution failure is unrelated to the Python version support issue." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:44871", + "right": "issue:47145", "accept": false, - "reason": "Unrelated: SAM3 vision encoder output attribute error vs Qwen3OmniMoe video-input ValueError." + "reason": "Gemma eos_token_id inconsistency is unrelated to FP8 compressed-tensors loading." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "No shared bug: an MPS histogram/int issue vs apply_chat_template requiring a chat template." + "reason": "Kernel dependency import failure and Qwen3.5 decorator-registration failure are different bugs." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:46399", + "right": "issue:46851", "accept": false, - "reason": "Different problems: RT-DETR memory not released on deletion vs MaskGenerationPipeline final-batch result dropping." + "reason": "Both are Qwen3.5-related, but one is kernel registration and the other is variable-length position_ids handling; not the same bug." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:46655", + "right": "issue:46726", "accept": false, - "reason": "Unrelated: offline tokenizer cache loading vs Gemma 4 multi-GPU inference CUDA OOM." + "reason": "Incorrect video padding and missing-vision-backend processor errors are different preprocessing failures." }, { - "left": "issue:42994", - "right": "issue:47312", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Different issues: quantized model saving failure vs kernels 0.16 incompatibility." + "reason": "Both are Qwen3 MoE/v5 loading regressions, but one is LoRA-on-hf4.x incompatibility and the other is Qwen3VL MoE base-model loading; too different to treat as one concrete bug." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:45003", + "right": "issue:47217", "accept": false, - "reason": "Different symptoms and scope: AutoTokenizer loading in v5 vs an accuracy regression after upgrading Transformers." + "reason": "sys.modules access in modeling_utils is unrelated to VL image placeholder handling." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:45072", + "right": "issue:46829", "accept": false, - "reason": "Same project area, but not the same bug: dummy Conv2d in Sam3PixelDecoder vs a model-type warning for sam3_video/sam3_tracker." + "reason": "dtype mismatch in bfloat16 inference and incorrect hidden_states return values are unrelated." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Unrelated: torch.compile branching in attention kernels vs Gemma pipeline roundtrip failure on \u2581." + "reason": "BEiT label reduction and unsafe sys.modules access are unrelated." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:43540", + "right": "issue:46752", "accept": false, - "reason": "Different failures: Qwen3-VL weight-shape mismatch vs a Qwen3.5 tied-embeddings warning." + "reason": "Qwen3OmniMoe video processing ValueError and empty-list chat_template IndexError are unrelated." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:45588", + "right": "issue:46851", "accept": false, - "reason": "Distinct bugs: StaticCache returning a tensor instead of int vs LlamaConfig rejecting incompatible head_dim." + "reason": "flash_attention s_aux handling and Qwen3.5 variable-length position_ids are different failure modes." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "No clear overlap: an isolated reproduction of another issue vs Gemma pipeline roundtrip tokenization failure." + "reason": "position_ids buffer read error and gemma-4 zero3 from_pretrained are unrelated." }, { - "left": "issue:44368", + "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Both are generation-related warnings, but one is a Qwen3.5 fine-tuning config warning and the other is a stale paged-generate warning." + "reason": "xdist captured_info race and stale num_return_sequences warning are unrelated testing/runtime issues." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "Different areas: /v1/chat/completions request rejection vs Gemma token roundtrip failure." + "reason": "auto_docstring future-annotations crash and Qwen3.5 kernel registration failure are unrelated." }, { - "left": "issue:46132", - "right": "issue:47145", + "left": "issue:46614", + "right": "issue:46665", "accept": false, - "reason": "Unrelated: AttentionInterface.register altering registered functions vs FP8 checkpoint weight_scale not applied." + "reason": "stale phonemizer backend state and inconsistent from_pretrained behavior inside Python classes are not the same bug." }, { - "left": "issue:44188", - "right": "issue:46421", + "left": "issue:45003", + "right": "issue:46821", "accept": false, - "reason": "Both involve cache/compile wording, but one is attention-kernel divergence and the other is lazy cache init causing recompilation." + "reason": "unsafe sys.modules access and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44242", + "right": "issue:44871", "accept": false, - "reason": "Different bugs: MLLukeTokenizer AttributeError vs a performance regression after upgrading Transformers." + "reason": "missing load-balancing loss and Gemma eos_token_id config mismatch are unrelated." }, { - "left": "issue:45593", - "right": "issue:47068", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Unrelated: D-FINE auxiliary-loss behavior vs a host synchronization concern from a CUDA tensor conditional." + "reason": "terminal ANSI code generation and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:45103", - "right": "issue:46858", + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and CPU/CUDA result drift in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern auxiliary losses, but they are different models and different omitted-loss conditions." + }, + { + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "Different code paths: auto_docstring annotations crash vs cache.get_seq_length() device-tensor arithmetic breakage." + "reason": "Qwen3OmniMoe video-input ValueError and SmolVLM video padding bug are different model-specific processor issues." } ] }, @@ -13873,289 +13117,290 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 48, + "review_unit_index": 46, "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ - "issue:28282", - "issue:30990", - "issue:39692", - "issue:41628", - "issue:43065", - "issue:43232", + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:42915", + "issue:43257", + "issue:43295", + "issue:43352", "issue:43475", - "issue:43643", - "issue:43646", - "issue:43673", - "issue:43701", - "issue:43723", - "issue:43784", - "issue:43994", + "issue:43596", + "issue:43901", "issue:44038", + "issue:44060", + "issue:44077", "issue:44162", - "issue:44188", - "issue:44297", - "issue:44373", + "issue:44220", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", "issue:44623", "issue:44749", - "issue:44869", - "issue:44871", - "issue:44933", - "issue:44964", + "issue:44779", + "issue:44877", + "issue:44987", + "issue:45003", "issue:45137", - "issue:45230", - "issue:45310", - "issue:45356", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", "issue:45375", - "issue:45397", - "issue:45478", + "issue:45459", "issue:45561", - "issue:45656", - "issue:46123", + "issue:45600", + "issue:45701", + "issue:45759", "issue:46132", - "issue:46326", - "issue:46399", - "issue:46463", + "issue:46170", + "issue:46369", + "issue:46506", + "issue:46655", "issue:46726", "issue:46752", - "issue:46821", - "issue:46851", - "issue:46877", - "issue:47000", - "issue:47020", - "issue:47217" + "issue:47217", + "issue:47312", + "issue:47321" ], "soft_pairs": [ - "issue:46752|issue:47020", - "issue:43994|issue:46726", - "issue:43701|issue:44749", - "issue:44749|issue:45656", - "issue:44297|issue:44623", - "issue:43065|issue:46123", - "issue:43646|issue:44162", - "issue:44623|issue:45656", - "issue:43475|issue:43643", - "issue:43475|issue:46821", - "issue:43784|issue:46399", - "issue:44964|issue:45137", - "issue:44373|issue:46851", - "issue:39692|issue:46726", - "issue:44188|issue:46851", - "issue:28282|issue:30990", - "issue:44871|issue:46132", - "issue:46463|issue:46877", - "issue:45561|issue:47217", - "issue:45375|issue:45478", - "issue:45230|issue:45397", - "issue:43723|issue:46326", - "issue:46877|issue:47000", - "issue:44038|issue:44623", - "issue:43232|issue:43673", - "issue:44869|issue:45356", - "issue:45310|issue:45375", - "issue:41628|issue:44933" + "issue:42886|issue:46132", + "issue:42915|issue:47312", + "issue:41950|issue:44220", + "issue:46726|issue:47217", + "issue:44779|issue:45292", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:44479|issue:46655", + "issue:36246|issue:43596", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45375|issue:45759", + "issue:44451|issue:46752", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:45292|issue:45701", + "issue:43295|issue:45292", + "issue:43352|issue:45250", + "issue:45137|issue:45600", + "issue:44466|issue:45335", + "issue:44060|issue:44077", + "issue:46170|issue:47321", + "issue:45003|issue:45561", + "issue:43475|issue:46369", + "issue:44877|issue:45375", + "issue:44623|issue:46726", + "issue:44038|issue:46506", + "issue:44987|issue:45459" ], - "prepared_review_unit_hash": "ab6ae3dab73d1196dadbcb00541730c5a93b26c7c57f63c423377f5c25037f72", + "prepared_review_unit_hash": "c120ebd6fd681337739c96f967e6c64eb0015cd7a177d060e61eda0e8d8019d9", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35272, - "estimated_input_tokens": 8818, - "estimated_eval_tokens": 17892 + "serialized_chars": 35908, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab-bag of Transformers regressions across generation, tokenization, vision, save/load, and docs; the soft pairs share superficial wording but not the same underlying bug, so none should be merged as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s dominant theme: Transformers 5.0 breaking model initialization/loading paths. It is more central and general than the other, narrower model-specific or API-specific regressions.", + "summary": "These issues are mostly unrelated regressions/compatibility reports across different models, configs, and subsystems in transformers. None of the soft-similarity pairs are clearly the same concrete bug, so I would keep them separate.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 44479 is the broadest, most representative regression report in the set: it spans several Qwen VL variants and a shared v5.3.0 video-input failure path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to anchor this cluster because it captures the widest cross-cutting regression class, while the rest are mostly specific manifestations or unrelated failures.", + "best_issue_reason": "Issue 44479 is the strongest global representative because it describes a user-facing regression affecting multiple model families and a concrete broken code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46752", - "right": "issue:47020", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Empty-chat-list chat-template crash and XLMRobertaTokenizer/Unigram constructor mismatch are different tokenizer bugs on different code paths." + "reason": "Offline cache loading in tokenizers and AttentionInterface.register behavior are different subsystems and failures." }, { - "left": "issue:43994", - "right": "issue:46726", + "left": "issue:42915", + "right": "issue:47312", "accept": false, - "reason": "SigLIP2 bad outputs with AutoModel/pipeline is a model-behavior bug; AutoProcessor 'Unrecognized image processor' is a missing-backend/loading error." + "reason": "Qwen3Moe FP8 loading and kernel/version incompatibility are unrelated bugs." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "resume_from_checkpoint key mismatch and the Chinese performance regression after upgrade are unrelated failures." + "reason": "Video-classification processor lookup and _torch_extract_fbank_features are separate audio/video paths." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:46726", + "right": "issue:47217", "accept": false, - "reason": "A data-filtering slowdown and a DeepSpeed optimizer-step duplication bug are different problems." + "reason": "Missing vision backend error handling is not the same as image-placeholder parsing in VL user text." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "tokenizer.save_pretrained tokenizer_class mismatch and processor.save_pretrained missing files are similar APIs but distinct save-format bugs." + "reason": "Tokenizer output changes and resize_token_embeddings not updating output embeddings are distinct bugs." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and MaskGenerationPipeline partial-batch dropping are unrelated model vs pipeline bugs." + "reason": "Docs mismatch for return_all_scores and unsafe sys.modules access are unrelated." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Generic custom-model initialization breakage and the ESM2-specific regression are not the same code-path or model family." + "reason": "Qwen3 MOE weight conversion and DeepSpeed ZeRO3 deque/index errors are different failure modes." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:44479", + "right": "issue:46655", "accept": false, - "reason": "Processor save_pretrained file emission and DeepSpeed optimizer-step behavior are unrelated." + "reason": "Both involve video processing, but the Qwen VL regression and SmolVLM padding bug are not the same code-path." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Missing Sam3VisionEncoderOutput field and AutoConfig trust_remote_code field loss are both missing-field symptoms, but in different objects and APIs." + "reason": "A Qwen2.5 VL import error and a ZeRO3/BertModel IndexError are unrelated." }, { - "left": "issue:43475", - "right": "issue:46821", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Sam3 vision encoder output attribute error and TimesFM window_size AttributeError involve different models and code paths." + "reason": "Missing Qwen2.5 VL export and huggingface_hub is_offline_mode import error are different import issues." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Sentence-transformers import NameError for nn and Qwen3.5 kernel registration ValueError are unrelated import/runtime bugs." + "reason": "Different missing symbols from different modules; not the same underlying defect." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are different subsystems and failure modes." + "reason": "Missing vision config fields and AutoModel text_config unwrapping are separate composite-config problems." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:44451", + "right": "issue:46752", "accept": false, - "reason": "A docstring typo for position_ids is not the same as a runtime variable-length input bug in Qwen3.5." + "reason": "Model loading failure and empty-chat-template IndexError are unrelated." }, { - "left": "issue:39692", - "right": "issue:46726", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "SigLIP2 documentation example errors and AutoProcessor missing-vision-backend handling are different kinds of issues." + "reason": "Position_ids buffer access and a performance regression after upgrade are not the same bug." }, { - "left": "issue:44188", - "right": "issue:46851", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "torch.compile attention-kernel divergence and Qwen3.5 position_ids behavior are different bugs." + "reason": "ESM2 breakage and Gemma 4 token-type defaults are different model-specific issues." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Missing PyTorch ImportError and sentence-transformers getting stuck loading are distinct startup problems." + "reason": "Embedding resize behavior and tokenization changes across versions do not describe the same defect." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior change are unrelated." + "reason": "Processor/tokenizer regression and embedding resize propagation are separate APIs and failure paths." }, { - "left": "issue:46463", - "right": "issue:46877", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "T5 decoder-input validation messaging and auto_docstring stdout spam are different issues in unrelated utilities." + "reason": "A model-specific Flash Attention unsupported error is not the same as the generic feature request/issue." }, { - "left": "issue:45561", - "right": "issue:47217", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "pytest-xdist captured_info.txt race and VL image-placeholder handling are unrelated." + "reason": "DeepSpeed ZeRO3 runtime failure and auto_mappings CI breakage are unrelated." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Missing deepstack_visual_indexes in Qwen3.5MoeVisionConfig and a broad Qwen3.5 Moe from_pretrained error are too unspecific to treat as the same bug." + "reason": "Serialization inconsistency for tied weights and t5gemma embedding resize behavior are different bugs." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Generic bug report and gemma-4 zero3 from_pretrained failure are not duplicates." + "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are unrelated." }, { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:46170", + "right": "issue:47321", "accept": false, - "reason": "AutoTokenizer.from_pretrained failure in v5 and continue_final_message for mistral_common are different tokenizer paths." + "reason": "Windows/ROCm torch.distributed import failure and AMD quark class drift are different compatibility issues." }, { - "left": "issue:46877", - "right": "issue:47000", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Import-time doc-lint stdout noise and RTDetrLoss infeasible cost-matrix crash are unrelated." + "reason": "Unsafe sys.modules access and xdist captured_info.txt race are unrelated test/runtime issues." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files do not describe the same underlying defect." + "reason": "SAM3 video encoder attribute error and SAM3-lite memory overflow are different SAM bugs." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "sync_gpus generation kwargs update and chunked_prefill cache absence are both generation-related but not the same concrete bug." + "reason": "Strict config rejection for granite_speech and missing Qwen vision config fields are separate config-schema problems." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44623", + "right": "issue:46726", "accept": false, - "reason": "Whisper trailing replacement-character crash and Kimi-K2.5 codec regression are different tokenizer failures." + "reason": "Missing files on save_pretrained and AutoProcessor backend-missing handling are different processor issues." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "A broad Qwen3.5 Moe from_pretrained error and a specific missing-config-field issue are not clearly the same underlying defect." + "reason": "Qwen3-VL-Moe bug and CPU/CUDA result divergence in PPDocLayoutV3 are unrelated." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "AutoImageProcessor import failure and a nonexistent image_utils import are different import errors with different symbols." + "reason": "Loading a model on transformers>=5.1.0 and protobuf decode-error masking are different tokenizer/loading failures." } ] }, @@ -14170,47 +13415,286 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 49, + "review_unit_index": 47, "review_unit_count": 65, - "status": "reviewed", + "status": "error", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ + "issue:29870", "issue:30333", - "issue:30990", - "issue:33290", - "issue:35141", - "issue:36010", - "issue:41628", - "issue:42175", - "issue:42371", - "issue:42673", - "issue:42831", - "issue:42898", - "issue:43232", - "issue:43278", - "issue:43704", - "issue:43784", - "issue:43824", - "issue:43873", - "issue:43976", - "issue:44038", - "issue:44222", - "issue:44351", - "issue:44496", - "issue:44568", - "issue:44661", - "issue:44743", - "issue:44792", - "issue:44843", + "issue:42199", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44749", "issue:44857", - "issue:44933", - "issue:44945", - "issue:45081", - "issue:45092", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46851", + "issue:47068", + "issue:47145", + "issue:47312" + ], + "soft_pairs": [ + "issue:44242|issue:44857", + "issue:44995|issue:45200", + "issue:44479|issue:46170", + "issue:29870|issue:30333", + "issue:45397|issue:45656", + "issue:44877|issue:46170", + "issue:44368|issue:44977", + "issue:42199|issue:46851", + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:45685|issue:46431", + "issue:43475|issue:43540", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:42994|issue:47312", + "issue:43723|issue:46710", + "issue:43065|issue:43408", + "issue:44188|issue:46202", + "issue:43931|issue:44368", + "issue:45987|issue:46082", + "issue:43906|issue:46202", + "issue:44368|issue:45563", + "issue:46132|issue:47145", + "issue:44188|issue:46421", + "issue:44483|issue:46202", + "issue:44361|issue:44749", + "issue:45593|issue:47068" + ], + "prepared_review_unit_hash": "72249c4cc1fd69da7e99a238266c2e07756bcc9c0d33de69b0f379336b9a9d59", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35238, + "estimated_input_tokens": 8810, + "estimated_eval_tokens": 17876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 48, + "review_unit_count": 65, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:43065", + "issue:43232", + "issue:43475", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + 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"issue:44871|issue:46132", + "issue:44188|issue:46851", + "issue:45561|issue:47217", + "issue:46463|issue:46877", + "issue:45375|issue:45478", + "issue:45230|issue:45397", + "issue:43723|issue:46326", + "issue:44038|issue:44623", + "issue:46877|issue:47000", + "issue:43232|issue:43673", + "issue:44869|issue:45356", + "issue:45310|issue:45375" + ], + "prepared_review_unit_hash": "95e5ab291d9fde5ad90ce5b0c39ab8d64e63624b021f94b565abecfd393835bd", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35442, + "estimated_input_tokens": 8861, + "estimated_eval_tokens": 17978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 49, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44843", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", "issue:45103", "issue:45137", "issue:45310", @@ -14228,18 +13712,19 @@ "issue:47085" ], "soft_pairs": [ + "issue:41628|issue:44933", "issue:42371|issue:45092", "issue:43873|issue:44945", - "issue:36010|issue:41628", "issue:44661|issue:47059", - "issue:45081|issue:45103", + "issue:36010|issue:41628", "issue:45406|issue:46202", + "issue:45081|issue:45103", "issue:43278|issue:45137", "issue:46202|issue:46701", "issue:44857|issue:46877", "issue:45593|issue:46877", - "issue:41628|issue:44351", "issue:44038|issue:45310", + "issue:41628|issue:44351", "issue:44945|issue:45753", "issue:43232|issue:44792", "issue:44222|issue:45310", @@ -14249,230 +13734,236 @@ "issue:42831|issue:44222", "issue:45405|issue:46877", "issue:30333|issue:33290", + "issue:43784|issue:43824", + "issue:42898|issue:44568", "issue:42673|issue:43704", "issue:42175|issue:45712", - "issue:42898|issue:44568", - "issue:43784|issue:43824", "issue:43976|issue:44933", "issue:44496|issue:45561", "issue:30990|issue:35141", "issue:44568|issue:47085", "issue:44843|issue:47085" ], - "prepared_review_unit_hash": "b7d1837352f44bc5cd29175218752937574eba59628433e300eb1183742aed12", + "prepared_review_unit_hash": "b80bfc469eaa9447fd0d777ce5d6482b96fafc1d3eda0ec6976d11743ecb0d19", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36083, - "estimated_input_tokens": 9021, - "estimated_eval_tokens": 18298 + "soft_pair_count": 31, + "serialized_chars": 36381, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one clear duplicate pair stands out: issue:42673 and issue:43704 describe the same Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads. The other soft pairs are only loosely related by subsystem or symptom and should remain separate.", - "confidence": 0.97, - "canonical_issue_reason": "issue:42673 is the best canonical issue because it is earlier and has more discussion activity than issue:43704, and both report the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads.", + "summary": "This cluster is mostly a set of unrelated Transformers issues. The only confirmed duplicate pair is issue:42673 and issue:43704, which report the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; the remaining pairs are only loosely similar by subsystem or symptom.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the best canonical issue for the Qwen3ForCausalLM VRAM-leak duplicate pair because it shares the same title/bug report as issue:43704 and has slightly higher discussion activity, making it the more representative thread.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative of the cluster: it matches the duplicate title, predates issue:43704, and has the fuller discussion thread.", + "best_issue_reason": "issue:42673 is the best overall issue candidate because it is the representative thread for the only clear duplicate pair in the cluster and is the more active of the two reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they involve different missing symbols and different failure modes." + }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "Both are Transformers issues, but they cover different bugs: TF32 settings versus old InternVL2 meta-init incompatibility." + "reason": "TF32 backend settings and InternVL2 meta-initialization incompatibility are unrelated bugs." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different failure modes." - }, - { - "left": "issue:36010", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but for different symbols and different root causes." + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different code paths." }, { "left": "issue:44661", "right": "issue:47059", "accept": false, - "reason": "Tokenizer model registration failure and a hub CLI completion regression are unrelated." + "reason": "Tokenizer mapping registration and CLI completion breakage are unrelated." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "These are separate utility crashes with different code paths and causes." + "reason": "Both are import errors, but for different exported names and different fixes." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Both mention Gemma, but one is a missing processor attribute and the other is a tokenizer roundtrip failure." + "reason": "Gemma processor crash and Gemma tokenization roundtrip failure do not look like the same bug." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex loading failure and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "BF16/FP32 dtype drift and a DeepSpeed deque underflow are unrelated bugs." + "reason": "Embedding dtype drift and DeepSpeed ZeRO3 deque failure are different problems." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "A tokenizer roundtrip issue and an image-text-to-text pipeline failure are not the same bug." + "reason": "They share Gemma in the title, but one is tokenization roundtrip and the other is an image-text pipeline issue." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "CUDA AMP loss crash and docstring lint stdout noise are unrelated." + "reason": "AMP/CUDA loss crash and import-time docstring logging are unrelated." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary-loss logic and auto_docstring logging are separate areas." + "reason": "D-FINE auxiliary-loss behavior and docstring logging are unrelated." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Different missing imports from different modules; not the same export bug." + "reason": "Both involve Qwen3 MoE loading, but they target different variants and version conditions." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Both involve Qwen3 MoE, but they describe different compatibility and from_pretrained failures." + "reason": "Different missing imports and different APIs; not the same defect." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline parallelism corruption and a specific-image infinite loop are distinct behaviors." + "reason": "Pipeline-parallel output corruption and Qwen3_5 infinite-loop behavior are different bugs." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation-kwargs sync behavior and a Janus image-generation test failure do not share a concrete code path." + "reason": "Generation kwargs sync behavior and janus image-generation test failure are unrelated." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained for MoE and Qwen3.5 from_pretrained errors are different failure mechanisms." + "reason": "FP8 save_pretrained on MoE and Qwen3.5 from_pretrained loading error are not the same concrete bug." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "A pytest-xdist race and a hub CLI completion break are unrelated." + "reason": "pytest-xdist race and CLI completion attribute error are unrelated." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "TensorFlow backend packaging and a nonexistent import from image_utils are separate issues." + "reason": "Backend package installation and missing image_utils export are unrelated." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and a DeepSpeed host-sync concern are unrelated." + "reason": "Qwen3.5 recurrent-state reset and DeepSpeed loss synchronization are different issues." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and FP8 MoE save_pretrained differ in symptom and path." + "reason": "FP8 accuracy regression and FP8 save_pretrained behavior are separate issues." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "A PEFT version pin and docstring lint output are completely unrelated." + "reason": "PEFT version bump and docstring logging are unrelated." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting after failed training and an Adafactor OOM are different training failures." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact same Qwen3ForCausalLM VRAM leak scenario with multiple dataloader threads; clear duplicate." + "reason": "MLflow reporting on failed jobs and DeepSpeed OOM with Adafactor are unrelated." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Missing TensorFlow backend in extras install and dummy class cleanup are unrelated packaging issues." + "reason": "These are different import-name regressions for different symbols." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Tokenizer cleanup spacing changes and add_special_tokens BOS/EOS behavior are different bugs." + "reason": "Tokenizer cleanup behavior change and missing BOS/EOS addition are only loosely related." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same Qwen3ForCausalLM VRAM leak report with identical title and matching bug description; this is the clear duplicate pair." + }, + { + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Both are import failures, but they concern different missing exports and different packages." + "reason": "Packaging/backend dependency issue and dummy class cleanup issue are unrelated." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and a missing image_utils import are unrelated." + "reason": "Python version compatibility and missing image_utils export are unrelated." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config recognition and a pytest-xdist race are separate problems." + "reason": "Model config loading failure and pytest-xdist file race are unrelated." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "A loading hang in Sentence Transformers and embedding reinitialization are different failures." + "reason": "SentenceTransformers loading hang and embedding resize/tie-word-embedding bug are different failures." }, { "left": "issue:44568", "right": "issue:47085", "accept": false, - "reason": "Tokenizer special-token behavior and tokenizer thread-safety are not the same issue." + "reason": "Tokenizer special-token regression and tokenizer thread-safety regression are different code-path problems." }, { "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "Offline Mistral regex patch crash and tokenizer thread-safety regression are different bugs." + "reason": "Offline mistral-regex patching bug and tokenizer thread-safety bug are unrelated beyond both involving tokenizers." } ] }, "evaluator_result": { "accept": false, - "feedback": "Reject: the canonical_issue_reason overstates the evidence. The packet supports that issue:42673 is earlier and has more discussion than issue:43704, but it does not support \u201csubstantially more discussion and inbound references\u201d because both items show 0 inbound references. The rest of the summary is conservative." + "feedback": "The cluster summary is mostly grounded, and the only clear duplicate pair is indeed issue:42673 with issue:43704. However, the canonical_issue_reason overstates the evidence by claiming 42673 has \u201cmore discussion/inbound references\u201d; the packet shows both issues have 0 inbound references, and only discussion activity is higher on 42673. Please keep the duplicate/representative claim, but remove the unsupported inbound-reference comparison and soften any \u201cexact duplicate\u201d wording unless you explicitly tie it to the identical title/body evidence." }, "evaluator_used": true, "retried": true, @@ -14488,10 +13979,10 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:22355", "issue:27957", @@ -14558,223 +14049,235 @@ "issue:42673|issue:47085", "issue:42898|issue:44779", "issue:30333|issue:34689", - "issue:27957|issue:30333", "issue:44060|issue:45125", + "issue:27957|issue:30333", "issue:42898|issue:43295", "issue:42898|issue:44448", "issue:30333|issue:36331", - "issue:43874|issue:45092", "issue:44295|issue:45656", "issue:42222|issue:45200", + "issue:43874|issue:45092", "issue:22355|issue:28282", "issue:44734|issue:45103", "issue:43116|issue:44190", "issue:44075|issue:46231", - "issue:45405|issue:45712", - "issue:44222|issue:44297" + "issue:44222|issue:44297", + "issue:45405|issue:45712" ], - "prepared_review_unit_hash": "2e126918411242f6c34a48c12be3d1ba56b54d8fcbce77a70a81337e6edc1bb3", + "prepared_review_unit_hash": "7a84956d8c02096420a913cfe0c86d51d1b4aa379fc67b2ee37ee28c59744f21", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36580, - "estimated_input_tokens": 9145, - "estimated_eval_tokens": 18546 + "serialized_chars": 36588, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The suggested pairs are mostly theme-level similarities rather than true duplicates; none look safe to merge as the same underlying bug/change. No PRs are present. The strongest standalone issue is the broad, high-impact Granite tokenizer regression.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45812 is the best anchor: it describes a broad, silent v4\u2192v5 regression affecting all Granite models, has multiple inbound references, and is more central than narrow single-model or documentation-only reports.", + "summary": "This cluster is mostly heterogeneous: many unrelated Transformers issues spanning tokenization, multimodal models, docs, training, and runtime infrastructure. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them. If forced to pick a placeholder canonical issue, 42898 is the broadest v5 regression report among the tokenization-related items.", + "confidence": 0.89, + "canonical_issue_reason": "issue:42898 is the most general, reusable regression report in the set; it is broad and version-centric rather than tied to one model or example, so it is the least specific placeholder canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 has the clearest combination of scope, severity, and reuse value as a reference point for related tokenizer regression reports.", + "best_issue_reason": "issue:42898 is the best overall representative only as a loose bucket for v5 tokenization regressions; it is still not a true duplicate cluster center because the rest of the items are mostly unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Both are model-output bugs, but they hit different code paths: multimodal config initialization vs. ImageClassifierOutput field assignment." + "reason": "Different multimodal/model-output bugs: config default initialization vs output field misassignment." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both involve v5 tokenizer behavior changes, but one is about clean_up_tokenization_spaces while the other is a Granite token-ID regression." + "reason": "Both are tokenizer regressions, but one is a global v5 cleanup-space behavior change and the other is Granite-specific wrong token IDs." }, { "left": "issue:44186", "right": "issue:47085", "accept": false, - "reason": "Different failures: LayoutLMv2Tokenizer NER/padding crash versus tokenizer thread-safety regression." + "reason": "Tokenizer crash on NER/padding is unrelated to Rust tokenizer thread-safety regression." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "One is missing files from processor.save_pretrained, the other is a from_pretrained load error for Qwen3.5 MoE." + "reason": "Processor save_pretrained missing files is not the same as Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "Both mention performance/multi-threaded usage, but one is a VRAM leak in dataloader threads and the other is an FA2 long-context performance regression." + "reason": "VRAM leak in multi-threaded dataloaders is unrelated to FA2 long-context performance regression." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are broken docs examples, but they are unrelated examples with different root causes and model families." + "reason": "Both are broken docs examples, but they concern different examples and different failure modes." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Generic tokenizer loading trouble is not the same bug as mDeBERTa not adding BOS/EOS with add_special_tokens=True." + "reason": "AutoTokenizer load failure is not the same bug as a specific tokenizer not adding BOS/EOS with add_special_tokens." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "Repository CI breakage from stale config references is unrelated to a huggingface_hub CLI compatibility failure." + "reason": "Removed auto-mapping configs breaking CI is unrelated to a huggingface_hub CLI compatibility failure." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and documentation parameter-name mismatch are both docs issues, but not the same artifact or bug." + "reason": "Notebook syntax error and docs parameter-name mismatch are different documentation issues." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Different multimodal/text generation bugs: config default handling versus Whisper word-timestamp decoding crash." + "reason": "Different areas: multimodal config defaults vs Whisper timestamp decoding crash." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "The former is config initialization, the latter is a generic ModelOutput key-assignment bug." + "reason": "Config initialization bug is unrelated to ModelOutput key assignment logic." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Both involve attention/pipeline behavior, but one is Gemma4 mask construction and the other is batch-finalization logic in MaskGenerationPipeline." + "reason": "Gemma4 attention-mask construction and MaskGenerationPipeline batching are separate bugs." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "Thread-related symptoms alone are insufficient; a VRAM leak is not the same as tokenizer thread unsafety." + "reason": "VRAM leak with dataloader threads is not the same as tokenizers becoming non-thread-safe." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are v5 tokenizer regressions, but they affect different models and different tokenization behaviors." + "reason": "Both are v5 tokenizer regressions, but they affect different models and likely different root causes." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow job-state reporting and Llama model loading are unrelated." + "reason": "MLFlow reporting on failed training jobs is unrelated to model-loading breakage for Llama 3.2 vision." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Flash Attention 2 on XLM-Roberta is unrelated to MLflow reporting after failed training jobs." + "reason": "Incorrect tied-weights warning is a different bug from missing _tp_plan for tensor parallelism." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "Both are Qwen-family issues, but one is a tied-weights warning and the other is missing tensor-parallel plan metadata." + "reason": "XLMRoberta Flash Attention 2 behavior is unrelated to MLFlow reporting on failed jobs." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both are v5 regressions, but one is tokenizer cleanup behavior and the other is processor/tokenizer API compatibility for custom code." + "reason": "Both involve v5 behavior changes, but one is tokenizer cleanup-space behavior and the other is processor/tokenizer API breakage." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Different tokenizer regressions: one changes cleanup-space behavior, the other changes Pegasus summarization output between major versions." + "reason": "These are both v4-v5 changes, but they are about different model outputs and not the same defect." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Failed training-job reporting is not the same as a custom trainer signature mismatch." - }, - { - "left": "issue:43874", - "right": "issue:45092", - "accept": false, - "reason": "Different multimodal loading issues: missing image-processor method versus remote-code checkpoint meta-init incompatibility." + "reason": "Training-job MLFlow reporting is unrelated to a CustomTrainer compute_loss signature mismatch." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "A buffer-reading error for position_ids is unrelated to double optimizer-step calls under deepspeed." + "reason": "Position_ids buffer access and deepspeed optimizer double-step are unrelated training/runtime bugs." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaults are different model-specific bugs." + "reason": "VitPose model breakage is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch method in a processor class is unrelated to remote-code checkpoint meta-initialization incompatibility." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency are separate import errors with different causes." + "reason": "Importing transformers.onnx and missing PyTorch for AutoModel are different environment/setup errors." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation indexing in serving is unrelated to the auto_docstring annotation crash." + "reason": "Serve/KV-cache tensor indexing crash is unrelated to auto_docstring annotation handling." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Classification script empty outputs and local dataset loading failure are different example-script issues." + "reason": "A multi-label classification example bug is unrelated to loading a local dataset in a different example script." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer args being ignored is not the same as a documentation parameter-name typo." + "reason": "Unused SGD args in optimizer code is unrelated to a documentation parameter-name typo." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained and tokenizer_class mismatch in tokenizer_config.json are separate save/export bugs." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "A minimum PEFT version bump and leftover dummy classes causing CI failure are unrelated maintenance issues." + "reason": "PEFT version pinning is unrelated to leftover dummy classes leaking into dir(transformers)." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different object types and code paths: multimodal config defaults vs ModelOutput key bookkeeping." + }, + { + "left": "issue:46077", + "right": "issue:46829", "accept": false, - "reason": "Both touch save_pretrained, but one concerns FP8 MoE saving and the other tokenizer metadata naming." + "reason": "Attention-mask logic in Gemma4 and ImageClassifierOutput hidden_states handling are unrelated." } ] }, @@ -14793,10 +14296,10 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:30990", "issue:38175", @@ -14863,10 +14366,10 @@ "issue:41628|issue:42757", "issue:43122|issue:46209", "issue:43504|issue:47059", - "issue:46614|issue:46932", "issue:43232|issue:47276", - "issue:44360|issue:46762", + "issue:46614|issue:46932", "issue:45071|issue:46082", + "issue:44360|issue:46762", "issue:44222|issue:44484", "issue:44190|issue:46082", "issue:43232|issue:45834", @@ -14874,226 +14377,226 @@ "issue:30990|issue:38175", "issue:44295|issue:44623", "issue:44327|issue:47059", - "issue:44263|issue:44373", "issue:43475|issue:46305", + "issue:44263|issue:44373", "issue:43232|issue:46424", "issue:45092|issue:45357", "issue:42907|issue:46050" ], - "prepared_review_unit_hash": "31ef825c31daf5fa2bdc2a85a9036c18d5b755a22c24b42eed83fe263da50f6a", + "prepared_review_unit_hash": "7f7b61f4bb4d0d3f6ad39ed73eb08e6877f5a189fa48ad6f01a511256797664a", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36658, - "estimated_input_tokens": 9165, - "estimated_eval_tokens": 18586 + "serialized_chars": 36652, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous and does not contain any clear duplicate issues or PRs; the soft pairs are mostly superficial theme matches within transformers internals.", - "confidence": 0.94, - "canonical_issue_reason": "issue:46082 is the most self-contained and concrete bug report in the set, with a clear repro and narrow scope; there is no stronger duplicate cluster to anchor on.", + "summary": "This cluster is a loose collection of distinct Transformers v5-era bugs, mostly around loading/saving, tokenizer/config handling, import regressions, and a few model-specific issues. The soft pairs do not look like true duplicates of the same underlying defect.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43644 is the broadest and most central representative: a core v5 state/buffer regression that can plausibly affect model loading and persistence across multiple downstream reports. It best captures the cluster\u2019s shared theme without being too model-specific.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46082 is the best representative issue overall because it describes a specific, actionable regression rather than a broad or speculative symptom.", + "best_issue_reason": "issue:43644 is the best single issue to anchor this cluster because it is a concrete, high-impact v5 regression in a foundational code path rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Different code paths: Pegasus output regression vs AttentionInterface registration semantics." + "reason": "Different problems: one is model output drift between v4 and v5 for Pegasus, the other is AttentionInterface.register changing callback behavior. Same subsystem, not the same bug." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer BPE marker handling and tokenizer import/loading failure are unrelated bugs." + "reason": "Both involve tokenizers, but one is a model-specific BPE marker handling bug and the other is a general AutoTokenizer.from_pretrained loading failure in v5." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save_pretrained metadata issue vs optimizer stepping twice; no shared underlying defect." + "reason": "Unrelated: tokenizer save metadata mismatch versus optimizer step being called twice under deepspeed." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy problem and processor.save_pretrained missing files are separate concerns." + "reason": "FP8 accuracy issue and processor.save_pretrained missing files are different code paths and different failure modes." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Multimodal config initialization bug vs non-persistent buffer junk; different failure modes." + "reason": "Phi4MultimodalConfig default initialization bug is not the same as junk-filled non-persistent buffers, even if both touch config/state handling." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Import re-export issue and dummy class cleanup are not the same bug." + "reason": "Both are import/availability related, but one is a missing import from image_utils and the other is cleanup of dummy pt objects leaking into namespace checks." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count runtime limit is unrelated to AttentionInterface behavior changes." + "reason": "Category-count RuntimeError is unrelated to AttentionInterface.register behavior changes." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 moe save_pretrained issue vs processor file-saving issue; different artifacts and fixes." + "reason": "FP8 save_pretrained for MoE and processor.save_pretrained missing files are different persistence bugs with different objects and failure points." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference failure on B200 and missing chat template support are unrelated." + "reason": "FP8 inference failure on B200 is unrelated to a processor lacking a chat template." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring correction and GLM-5 RoPE implementation bug are not the same change." + "reason": "Docstring issue versus a GLM-5 RoPE implementation bug; no shared underlying defect." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer class serialization mismatch vs Qwen3.5 MoE from_pretrained error; distinct defects." + "reason": "Tokenizer save metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading/import issue vs flash-attention generation regression; no common code-path." + "reason": "General tokenizer loading regression versus model-specific flash-attention generation failure." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Missing AutoImageProcessor import and missing is_offline_mode import are separate missing-symbol issues." + "reason": "Both are import errors, but they concern different symbols and different packages." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Version-to-version tokenization drift is unrelated to FP8 inference on B200." + "reason": "Tokenizer behavior change across versions is unrelated to FP8 inference on B200." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "BEiT preset loading and CLI completion attribute failure are unrelated subsystems." - }, - { - "left": "issue:46614", - "right": "issue:46932", - "accept": false, - "reason": "Stale phonemizer backend state vs Gemma4 quantized dtype casting; no shared bug." + "reason": "Pretrained model preset loading with a legacy field is unrelated to a CLI compatibility break with huggingface_hub 1.22.0." }, { "left": "issue:43232", "right": "issue:47276", "accept": false, - "reason": "Generation sync_gpus bug and warning-message wording are different issues." + "reason": "Generation-state update bug and misleading warning message are not the same underlying issue." }, { - "left": "issue:44360", - "right": "issue:46762", + "left": "issue:46614", + "right": "issue:46932", "accept": false, - "reason": "DSA indexer activation discussion vs Minimax numerical-difference report; not the same defect." + "reason": "Stale phonemizer backend state is unrelated to dtype casting for quantized Gemma4 embedders." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig typing regression and LlamaConfig head_dim validation are separate API problems." + "reason": "Type-checking regression in PretrainedConfig is not the same as LlamaConfig rejecting explicit head_dim values." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and numerical differences in Minimax MSA attention are different bugs." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save/load bug vs a question about default shard size; unrelated." + "reason": "FP8 save_pretrained/moe bug is unrelated to the max_shard_size default question." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading and LlamaConfig head_dim validation do not share a code path." + "reason": "Local dataset loading failure is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwarg update bug vs Kosmos2.5 OCR index error; different models and failures." + "reason": "Generation kwargs sync bug and Kosmos2.5 long OCR index error are different failures." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer and InternVL2 meta-init incompatibility are unrelated." + "reason": "torch.split return-value issue in GlmMoeDsaIndexer is unrelated to InternVL2 meta-initialization incompatibility." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers load hang and siglip2 zero probabilities are different model-specific problems." + "reason": "Sentence-Transformers loading hang and zero probabilities from SigLIP2 are distinct model/runtime issues." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "position_ids buffer access error vs processor.save_pretrained file omission; no overlap." + "reason": "Position_ids buffer read failure is different from missing processor save files." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "QA top-k bounds error and CLI completion attribute error are unrelated." + "reason": "QA decode_spans top_k bounds error and CLI completion attribute break are unrelated." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "Actual tensor split bug vs docstring-only issue; not duplicate." + "reason": "SAM 3 Video missing attribute and MoonshineStreaming off-by-one mask bug are different model-specific defects." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "SAM 3 Video attribute missing and MoonshineStreaming off-by-one are different model bugs." + "reason": "DSA indexer split behavior bug and a wrong docstring are not the same issue." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation state update bug and cache length configuration bug are separate code paths." + "reason": "Generation kwargs bug is unrelated to cache config max_cache_length semantics." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "InternVL2 meta initialization incompatibility and Qwen3.5 save_pretrained key regression are distinct." + "reason": "Both are Qwen/InternVL v5-era regressions, but they affect different model families and different code paths (meta init vs save_pretrained keys)." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Dequantized Ministrals/Devstrals save failure and sinq save/load break are different quantization issues." + "reason": "Dequantized Ministrals/Devstrals save failure is unrelated to sinq quantization save/load corruption." } ] }, @@ -15112,10 +14615,10 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:22355", "issue:27957", @@ -15172,12 +14675,12 @@ "issue:46305|issue:46655", "issue:43986|issue:46726", "issue:44263|issue:44360", - "issue:22355|issue:27957", "issue:42831|issue:45310", + "issue:22355|issue:27957", "issue:45381|issue:46305", "issue:43408|issue:46402", - "issue:41628|issue:43824", "issue:44483|issue:45406", + "issue:41628|issue:43824", "issue:44261|issue:45092", "issue:44964|issue:47059", "issue:42831|issue:44038", @@ -15188,29 +14691,29 @@ "issue:43784|issue:45600", "issue:42831|issue:45753", "issue:39401|issue:44568", - "issue:43756|issue:44060", - "issue:43986|issue:47217", "issue:42796|issue:43122", + "issue:43986|issue:47217", + "issue:43756|issue:44060", "issue:43644|issue:46305", "issue:42886|issue:42994", "issue:42886|issue:43066", "issue:39379|issue:46172", "issue:43408|issue:46369" ], - "prepared_review_unit_hash": "bd9e27ba4aeee25b6ff4b2c61ba13c460aa03c1202db35a57cb4f2a2b219da7b", + "prepared_review_unit_hash": "73cbbac23e13227ff61bef414ed7be9ae597145c8b717f9eecf5a4061ba997ed", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36116, + "serialized_chars": 36114, "estimated_input_tokens": 9029, "estimated_eval_tokens": 18314 }, @@ -15219,196 +14722,193 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated tokenizer, model-loading, processor, and accuracy bugs. The only plausible duplicate edge is the AutoProcessor/vision-backend missing-dependency crash pair; everything else appears to be separate issues.", - "confidence": 0.8, - "canonical_issue_reason": "issue:46726 is the broadest and most general report in the only plausible duplicate subcluster, covering AutoProcessor behavior when the required vision backend is missing.", + "summary": "The set is thematically broad and mostly heterogeneous: tokenizer regressions, multimodal/model-loading bugs, training/precision issues, and unrelated docs/CI failures. None of the soft-edge pairs look like true duplicates.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43122 is the clearest concrete regression report in the set (tokenization changes between 4.57.3 and 5.0), so it is the best representative issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46726 best represents the cluster\u2019s only coherent bug theme and is phrased at the right abstraction level for a canonical tracker issue.", + "best_issue_reason": "issue:43122 is the strongest single issue to anchor on because it is specific, reproducible, and framed as a version-regression bug rather than a vague subsystem complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "Different bugs: a vague dependency issue vs. a performance problem in SequenceFeatureExtractor.pad." + "reason": "Unrelated bugs: generic dependency problem vs a SequenceFeatureExtractor.pad performance issue." }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "Unrelated domains: sam3-litetext memory overflow vs. a broken DIA documentation example." + "reason": "Different subjects and failure modes: sam3-litetext memory overflow vs a DIA documentation example." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Both involve video processing, but the off-by-one mask bug and the SmolVLM padding bug are distinct code paths." + "reason": "Both involve video-related calculations, but they are different models and different bugs (mask off-by-one vs padding computation)." }, { "left": "issue:43986", "right": "issue:46726", - "accept": true, - "reason": "Both describe AutoProcessor failing when the required vision backend is missing; same underlying missing-dependency handling bug." + "accept": false, + "reason": "Both touch AutoProcessor and missing vision backends, but one is a video-model crash without torchvision and the other is an unrecognized image-processor error; not the same concrete bug." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same DSA indexer area, but one is about torch.split return values and the other about a missing ReLU; not the same bug." + "reason": "Same broad DSA indexer area, but one is about torch.split outputs and the other is a missing ReLU; distinct issues." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Completely unrelated: missing transformers.onnx module vs. XLMRoberta Flash Attention 2 behavior." + "reason": "Precision/accuracy issue vs from_pretrained model-loading error; no shared underlying bug." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "Different problems: FineGrainedFP8 accuracy vs. Qwen3.5 MoE from_pretrained failure." + "reason": "Completely unrelated: missing transformers.onnx module vs XLMRoberta Flash Attention 2 behavior." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Both are sequence/vision indexing issues, but they affect different models and different calculations." + "reason": "Both are video/multimodal bugs, but they affect different models and different indexing/mask logic." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Both mention sam3, but one is a model-type warning and the other is missing text encoder weights." + "reason": "Both are Sam3-related, but one is a model-type warning and the other is missing text-encoder weights; not the same bug." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different registration/load paths." + "reason": "Different code paths: /v1/chat/completions request handling vs transformers serve crashing on Gemma4Processor." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Different failures: chat/completions request rejection vs. Gemma4Processor missing _tokenizer." + "reason": "Both are import errors, but for different symbols and likely different causes; too generic to merge." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Different root causes: missing rms_norm_eps in MLA q_a_layernorm vs. meta-init incompatibility for InternVL2 checkpoints." + "reason": "MLA layernorm epsilon precision bug vs remote-code/meta-initialization incompatibility; unrelated." }, { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "Completely unrelated: Phi-4 multimodal loading vs. a huggingface_hub CLI completion regression." + "reason": "Model-loading failure vs CLI test failure from huggingface_hub API change; unrelated." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "No concrete shared bug: one is a FineGrainedFP8 accuracy issue, the other a Qwen3-VL-Moe load/error report." + "reason": "Different problem classes: FineGrainedFP8 accuracy vs a Qwen3-VL-Moe bug." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Different symptoms and causes: flash_attention_3 degenerate training vs. NaNs after checkout/init." + "reason": "Both mention classification heads, but one is Flash Attention 3 degeneracy and the other is NaNs on checkout/init; distinct root causes." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Unrelated CLI breakage vs. a sentence-transformers import NameError." + "reason": "Unrelated: broken transformers env command vs import-time NameError in sentence-transformers integration." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Different tokenizer topics: missing onnx module import vs. added-token spacing regression." + "reason": "Missing transformers.onnx module and tokenizer spacing after added tokens are unrelated." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Different bug classes: attention-kernel divergence under torch.compile vs. a wrong docstring." + "reason": "Attention-kernel divergence vs docstring typo; not a duplicate bug." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Different failures: import-time NameError vs. auto_mappings.py referencing removed configs." + "reason": "Different failures: sentence-transformers import NameError vs auto_mappings referencing removed configs." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "No shared underlying bug; one is an accuracy issue, the other an infinite loop on a specific image." + "reason": "FineGrainedFP8 accuracy issue vs Qwen3_5 image infinite loop; unrelated." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and different behaviors (offset mapping vs. BOS/EOS insertion)." + "reason": "Both are tokenizer behavior bugs, but one is offset mapping and the other is special-token insertion; different concrete issues." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:42796", + "right": "issue:43122", "accept": false, - "reason": "Both are model-architecture/configuration reports, but about different models and different mistakes." + "reason": "Both involve tokenizers, but one is BPE marker handling for a specific model and the other is a version-to-version tokenization regression; not the same underlying bug." }, { "left": "issue:43986", "right": "issue:47217", "accept": false, - "reason": "Both involve vision inputs, but one is missing-backend crash handling and the other is image-placeholder placement in user text." + "reason": "Both are multimodal processor issues, but one is missing torchvision backend handling and the other is image-placeholder placement in user text." }, { - "left": "issue:42796", - "right": "issue:43122", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Tokenizer-related, but one is BPE marker handling and the other is a broader version-to-version tokenization change." + "reason": "Different model architecture bugs: RoPE layer dropping vs a tied-weights warning involving linear_attn.dt_bias." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Unrelated: non-persistent buffer initialization junk vs. a streaming mask off-by-one." + "reason": "Non-persistent buffer initialization bug vs streaming sliding-window mask off-by-one; unrelated." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Different bugs: offline cache loading failure vs. quantized model saving failure." + "reason": "Tokenizer cache/offline loading bug vs quantized model saving failure; different subsystems." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer regressions, but one is offline cache loading and the other is decoder-type selection in v5." + "reason": "Both are tokenizer-related v5 regressions, but one is offline cache loading and the other is decoder type selection; not the same bug." }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "Different model internals: mllama mask handling vs. deepseek-v4 tensor transpose/cast behavior." + "reason": "Different tensor/shape bugs in different models: mllama mask handling vs deepseek-v4 transpose logic." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Same sam3 family only at a very high level; a model-type warning is not the same as a memory overflow." + "reason": "Different Sam3-related failures: model-type warning vs memory overflow when calling sam3-litetext." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The summary stays close to the packet, and the lone accepted soft edge (43986 \u2194 46726) is a conservative same-bug call. The other verdicts are mostly cautious rejections and do not overstate duplicate evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -15420,10 +14920,10 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:22355", "issue:27957", @@ -15477,8 +14977,8 @@ "soft_pairs": [ "issue:42757|issue:45278", "issue:27957|issue:30990", - "issue:43646|issue:46002", "issue:45381|issue:46909", + "issue:43646|issue:46002", "issue:43540|issue:46909", "issue:30990|issue:33357", "issue:44295|issue:44297", @@ -15493,34 +14993,34 @@ "issue:41628|issue:45278", "issue:44117|issue:44704", "issue:42371|issue:44263", - "issue:44704|issue:45290", "issue:42907|issue:43937", + "issue:44704|issue:45290", "issue:43122|issue:44521", - "issue:22355|issue:29159", "issue:43408|issue:43475", + "issue:22355|issue:29159", "issue:42907|issue:43452", "issue:44360|issue:44485", "issue:44038|issue:44297", - "issue:46172|issue:46762", - "issue:43824|issue:44351", "issue:44038|issue:44295", + "issue:43824|issue:44351", + "issue:46172|issue:46762", "issue:45216|issue:45478", "issue:43116|issue:45200" ], - "prepared_review_unit_hash": "385ea26dcf98af3769a696ca00bd4cbde2f40a765e75d13a4c49d7fda972ec88", + "prepared_review_unit_hash": "35157556f241023a6b8147892ebcb1eb6b7bd9293db805492acfcc25b16de7d3", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36577, + "serialized_chars": 36580, "estimated_input_tokens": 9145, "estimated_eval_tokens": 18546 }, @@ -15529,208 +15029,205 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed bag of unrelated Transformers issues across imports, tokenization, multimodal/video, and model-specific regressions. The only clearly related soft edge is a specific missing import fitting a broader import-regression report.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45278 is the broadest and most representative issue here: it describes a general import-regression after upgrading, which best matches the one plausible duplicate subtheme in this cluster.", + "summary": "This cluster is mostly a grab-bag of unrelated regressions, import errors, tokenizer/model bugs, and docs issues. None of the soft pairs look like the same underlying bug or change closely enough to merge.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44521 is the strongest representative issue here: it is open, has a detailed repro, strong discussion/inbound activity, and describes a concrete API bug that could attract related reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best standalone issue because it is the most general, likely to subsume related import failures, and describes the clearest cross-cutting regression pattern in the set.", + "best_issue_reason": "issue:44521 is the best overall issue candidate because it is current, specific, and already functioning like an active tracking issue for a user-facing regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both mention import failures, but one is a specific huggingface_hub symbol and the other is a broad Transformers upgrade regression; not the same underlying bug." + "reason": "Both mention import failures, but one is a missing huggingface_hub symbol and the other is a broad post-upgrade import breakage; different root causes." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Different problems: Flash Attention 2 support for XLM-Roberta vs a loading hang in Sentence Transformers." + "reason": "Different models and failure modes: Flash Attention 2 behavior for XLMRoberta vs Sentence Transformers hanging on load." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:45381", + "right": "issue:46909", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes with no shared code-path evidence." + "reason": "Qwen2.5-VL video position_ids bug and a broken DIA documentation example are unrelated." }, { - "left": "issue:45381", - "right": "issue:46909", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Qwen2.5-VL video position-id bug is unrelated to a broken DIA documentation example." + "reason": "Custom model initialization breakage and NaNs in classification heads are separate bugs in different code paths." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to documentation issues." + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to a documentation example bug." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Both are loading/runtime failures, but one is a Sentence Transformers hang and the other is a MacOS bus error on a community CLIP model; too different to merge." + "reason": "Both are loading-related, but one is stuck loading a Sentence Transformers model and the other is a MacOS bus error on a CLIP community model; not the same issue." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "One is a buffer/position_ids read error; the other is tokenizer_class metadata mismatch on save_pretrained. Different bugs." + "reason": "One is a position_ids buffer access problem; the other is tokenizer_class metadata mismatch on save_pretrained." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Dequantized save failure for Ministrals/Devstrals and inability to load Phi-4 multimodal are unrelated model-specific issues." + "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal are different model-specific failures." }, { "left": "issue:43329", "right": "issue:47059", "accept": false, - "reason": "Undefined multimodal-token helpers in video code and CLI tests failing with huggingface_hub 1.22.0 are unrelated." + "reason": "Undefined video token helper in multimodal token counting is unrelated to a CLI test failure from huggingface_hub." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version compatibility issue and pipeline-parallelism output corruption are unrelated." + "reason": "Python version compatibility breakage and incorrect pipeline-parallel output are different problems." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both involve tokenizer behavior, but one is a version-to-version tokenization change and the other is a continue_final_message bug in mistral_common tokenizers; not the same bug." + "reason": "Both involve tokenization, but one is a version-to-version tokenization change and the other is a continue_final_message bug for mistral_common-based tokenizers." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated." + "reason": "num_labels propagation in Qwen3.5 and flash_attention_3 training degeneration are unrelated." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Save/dequantization failure and pipeline-parallelism wrong output are different regressions." + "reason": "Saving dequantized models and wrong LLM output under pipeline parallelism do not share the same underlying bug." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong offset_mapping for Qwen3 tokenizer and a separate model loading failure are not the same issue." + "reason": "Wrong offset_mapping in Qwen3 tokenizer and failure to load a specific model are different issues." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset_mapping bug and all-zero assistant_masks in multimodal chat templating are different code paths." + "reason": "Offset mapping behavior and multimodal assistant_masks are both tokenizer-adjacent, but they are not the same concrete bug." }, { "left": "issue:41628", "right": "issue:45278", - "accept": true, - "reason": "This specific missing import fits the broader post-upgrade import-regression described by issue:45278, so they likely share the same underlying release break." + "accept": false, + "reason": "Both are import-related, but one is missing AutoImageProcessor and the other is a broad post-upgrade import regression." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs are different from_pretrained-related bugs." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs to cached_file are separate internals with different failure points." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API guidance and a GlmMoeDsaIndexer torch.split issue are unrelated." + "reason": "TF32 settings guidance and a torch.split return-value bug in GlmMoeDsaIndexer are unrelated." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "AutoProcessor kwargs forwarding and chat-template crashes with tool-call messages are unrelated." + "reason": "Dequantized save failure and invalid GenerationConfig are different model/config issues." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Different model families and different bugs: save/dequantization failure vs invalid GenerationConfig." + "reason": "AutoProcessor kwargs passthrough and apply_chat_template crashing on tool-call assistant messages are distinct code paths." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenizer version drift and multimodal assistant_mask generation are not the same underlying defect." + "reason": "Tokenizer version differences and multimodal assistant mask generation are not the same bug." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "onnx import failure and slow/fast tokenizer inconsistency are unrelated." + "reason": "Both are SAM 3 video-related, but one is a model-type mismatch warning and the other is a missing attribute on Sam3VisionEncoderOutput." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Both are SAM3 video-related, but one is a model-type warning and the other is a missing attribute; not the same bug." + "reason": "Missing transformers.onnx module and tokenizer inconsistencies are unrelated." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized save failure and gguf_file loader breakage are different issues." + "reason": "Dequantized save failures and gguf_file loading breakage are different from_pretrained/save_pretrained problems." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are unrelated." + "reason": "DSA indexer missing ReLU and GLM-5 RoPE implementation are unrelated design/implementation discussions." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug and tokenizer save_pretrained metadata mismatch are unrelated." + "reason": "Qwen3-VL-Moe loading bug and tokenizer save_pretrained class mismatch are different issues." }, { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "DeepSeek-v4 tensor transpose issue and Minimax MSA numerical differences are unrelated model-specific problems." + "reason": "Qwen3-VL-Moe load failure and position_ids buffer error do not match." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing exports and there is no evidence of one shared root cause." + "reason": "Both are import errors, but they concern different exported symbols and likely different breakages." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "Different subsystems: Qwen3-VL-Moe behavior vs position_ids buffer access." + "reason": "DeepSeek-V4 transpose bug and Minimax MSA numerical differences are separate attention/math issues." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5 around version 5.4.0+, but one is save_pretrained checkpoint correctness and the other is from_pretrained failure; related family, but not clearly the same bug." + "reason": "One is save_pretrained producing a bad Qwen3.5 checkpoint; the other is a from_pretrained error in Qwen3.5 Moe." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Multi-label classification example bug and Gemma 4 mm_token_type_ids behavior are unrelated." + "reason": "Empty multi-label classification results and mm_token_type_ids defaulting are different issues in classification vs multimodal token handling." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The only soft-edge acceptance (issue:41628 vs issue:45278) is plausibly supported by the titles: a specific missing import fits the broader import-regression report. The other pairwise rejections also look appropriately cautious and not overstated." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -15742,10 +15239,10 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:22355", "issue:28348", @@ -15799,22 +15296,22 @@ "soft_pairs": [ "issue:44038|issue:44222", "issue:43122|issue:44779", - "issue:42175|issue:44938", "issue:39401|issue:46614", + "issue:42175|issue:44938", "issue:43278|issue:44945", "issue:22355|issue:29127", "issue:42222|issue:47312", "issue:36296|issue:43116", - "issue:39379|issue:43232", "issue:43493|issue:45753", + "issue:39379|issue:43232", "issue:42757|issue:44351", "issue:44188|issue:46328", "issue:46231|issue:46877", "issue:28348|issue:46640", - "issue:42898|issue:46614", "issue:44483|issue:47217", - "issue:43937|issue:44485", + "issue:42898|issue:46614", "issue:43611|issue:46002", + "issue:43937|issue:44485", "issue:43976|issue:45446", "issue:42673|issue:45072", "issue:45357|issue:45478", @@ -15822,199 +15319,199 @@ "issue:44625|issue:46002", "issue:43066|issue:44779", "issue:44995|issue:46697", - "issue:45083|issue:45446", - "issue:43116|issue:43493" + "issue:43116|issue:43493", + "issue:45083|issue:45446" ], - "prepared_review_unit_hash": "3b045b0d12c4160dec780f3e0acd64a0cbf399468f7a17859a0cf7d1b691f28f", + "prepared_review_unit_hash": "c5a75c1d217aef27aa384acc20d0e7cd4355008634da9cb2dd9cd0157133e79e", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35202, - "estimated_input_tokens": 8801, - "estimated_eval_tokens": 17858 + "serialized_chars": 35197, + "estimated_input_tokens": 8800, + "estimated_eval_tokens": 17856 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The paired issues are mostly about different models, different subsystems, or different failure modes, so none look like true duplicates. The most central issue in this set is the broad import-regression report around upgrading to Transformers 5.5.0.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45278 is the broadest, most representative regression report in the set, covering multiple import failures after a version upgrade.", + "summary": "These are mostly superficially similar issue titles (same model family, same subsystem, or same release window), but they describe different bugs and code paths. I would not merge any of the soft pairs.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45278 is the closest umbrella candidate because it captures the broad import-regression pattern shared by several items, but the set is too heterogeneous for a true single canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single issue candidate because it is general, clearly scoped, and likely to subsume related import-breakage reports.", + "best_issue_reason": "issue:45278 is the best triage anchor among the listed issues since it is the most general and likely to absorb related import-failure reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Different problems: one is a Qwen3-VL-Moe regression in Transformers 5.0, the other is an FP8 save_pretrained issue for moe models." + "reason": "Same broad MoE area, but one is a Qwen3-VL-Moe bug and the other is an FP8 save_pretrained issue; different failure modes and code paths." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both mention v5 tokenizer regressions, but they appear model-specific and do not clearly describe the same tokenizer bug or code path." + "reason": "Both are tokenizer regressions, but they involve different models and symptoms: generic version-to-version tokenization drift vs Deepseek-specific incorrect results." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:39401", + "right": "issue:46614", "accept": false, - "reason": "Packaging backend selection with `pip install '.[torch]'` is unrelated to a Python 3.14 load failure." + "reason": "Qwen3 offset_mapping bug and Wav2Vec2 phonemizer language-state bug are unrelated tokenizer subsystems." }, { - "left": "issue:39401", - "right": "issue:46614", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Different tokenizer components and different failure modes: Qwen3 offset mapping vs Wav2Vec2 phonemizer language state." + "reason": "One is an extra-backend packaging issue and the other is a Python 3.14 load failure; not the same underlying problem." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "One is a dtype change between train/eval, the other is incorrect output under pipeline parallelism; not the same bug." + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to incorrect output under pipeline parallelism." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Importing `transformers.onnx` and a LayoutLMv3 error-message clarity issue are unrelated." + "reason": "Import error for transformers.onnx and a LayoutLMv3 validation/error-message issue are different bugs." }, { "left": "issue:42222", "right": "issue:47312", "accept": false, - "reason": "Vitpose model breakage and a kernel compatibility issue are different failures." + "reason": "Vitpose model breakage and kernel 0.16 incompatibility are not the same concrete defect." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training and a run_classification.py multi-label example bug are unrelated." + "reason": "Tensor parallel training bug and example-script multi-label classification behavior affect different paths and features." }, { - "left": "issue:39379", - "right": "issue:43232", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "mllama mask handling and generation kwargs update after `sync_gpus` are different code paths." + "reason": "SigLIP2 implementation discrepancy and a Qwen3_5 infinite-loop case are distinct model-specific failures." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:39379", + "right": "issue:43232", "accept": false, - "reason": "SigLIP2 implementation discrepancy and a Qwen3_5 image-triggered infinite loop are unrelated." + "reason": "Incorrect mllama masking and a generation kwargs update issue are separate code paths." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols from different packages and do not look like one bug." + "reason": "Both are import errors, but they target different missing symbols from different modules; not one duplicate bug." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under `torch.compile` is unrelated to a `SequenceFeatureExtractor.pad` performance issue." + "reason": "Attention-kernel divergence under torch.compile and a padding performance issue are unrelated." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "A docstring parameter-name mismatch is not the same as import-time doc-lint diagnostics being printed to stdout." + "reason": "Documentation parameter-name mismatch and import-time doc-lint output are different tooling/doc issues." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "One requests Flash Attention 2 support for GPT2LMHeadModel; the other is a separate generic Flash Attention 2 issue." + "reason": "Flash Attention 2 support for GPT2LMHeadModel is a feature request, while the other is a generic bug report with no evidence it is the same change." }, { - "left": "issue:42898", - "right": "issue:46614", + "left": "issue:44483", + "right": "issue:47217", "accept": false, - "reason": "Tokenization-space cleanup behavior in v5 is unrelated to stale phonemizer language state." + "reason": "Chat-completions request rejection and VL placeholder handling are different API/model-input problems." }, { - "left": "issue:44483", - "right": "issue:47217", + "left": "issue:42898", + "right": "issue:46614", "accept": false, - "reason": "A rejected chat/completions request and a VL placeholder parsing failure are different API-level problems." + "reason": "Both mention tokenization behavior, but one is a v5 cleanup change and the other is stale phonemizer backend state." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "GenerationConfig validation for GLM-5 and a RoPE implementation discussion are not the same concrete defect." + "reason": "base_model_prefix loading regression and NaNs in classification heads are not the same failure." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Base-model-prefix loading breakage and NaNs in classification heads are unrelated issues." + "reason": "GenerationConfig validation for GLM-5 and RoPE implementation discussion are separate issues." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python-version compatibility and an incorrect PyTorch version check for a flex_attention import are different bugs." + "reason": "Python-version support regression and a PyTorch version check bug in flex_attention are unrelated." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leakage in Qwen3ForCausalLM and dtype mismatches in inference are unrelated." + "reason": "VRAM leak in Qwen3ForCausalLM under multiple dataloader threads and dtype mismatches in inference are different problems." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5-related, but save_pretrained key serialization and from_pretrained loading errors are distinct code paths." + "reason": "Both concern Qwen3.5, but one is save_pretrained key serialization and the other is from_pretrained loading failure; not the same concrete bug." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "A specific missing import symbol and a broad set of import errors after upgrade are related in theme but not the same underlying issue." + "reason": "45278 is a broad umbrella for many import errors, but this pair is not clearly the same underlying import regression." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Config propagation of `num_labels` is unrelated to NaNs in classification heads." + "reason": "num_labels propagation in Qwen3.5 config and NaNs in classification heads are unrelated." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Wrong tokenizer decoder type and Deepseek v5 tokenization regressions are not clearly the same bug." + "reason": "Wrong tokenizer decoder type and Deepseek tokenization regression are both v5 tokenizer issues, but they are not the same bug." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "A stale cache crash in GlmMoeDsa and Swin2SR over-padding are unrelated." + "reason": "GlmMoeDsa stale cache crash and Swin2SR over-padding are unrelated model/preprocessing bugs." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "A feature-extractor length helper issue and a flex_attention version-check bug are unrelated." + "reason": "Example-script classification output bug and SigLIP2 implementation discrepancy affect different components." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Multi-label example-script behavior and a SigLIP2 HF-vs-JAX discrepancy are different problems." + "reason": "Feature-extractor length computation and an AuxRequest import/version-check issue are unrelated." } ] }, @@ -16033,10 +15530,10 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:33453", "issue:39379", @@ -16087,8 +15584,8 @@ "issue:47116" ], "soft_pairs": [ - "issue:44075|issue:44936", "issue:44610|issue:46909", + "issue:44075|issue:44936", "issue:44038|issue:45478", "issue:44355|issue:46231", "issue:43618|issue:46829", @@ -16100,8 +15597,8 @@ "issue:43992|issue:44704", "issue:46328|issue:47116", "issue:43827|issue:45446", - "issue:39379|issue:43688", "issue:33453|issue:39401", + "issue:39379|issue:43688", "issue:43824|issue:46981", "issue:43673|issue:46328", "issue:45092|issue:46762", @@ -16110,194 +15607,194 @@ "issue:45405|issue:45446", "issue:44117|issue:45588", "issue:43937|issue:45563", - "issue:44263|issue:46762", "issue:44466|issue:46002", + "issue:44263|issue:46762", "issue:42222|issue:47000" ], - "prepared_review_unit_hash": "8ee65b59949382342c65fad2812743740eb9a75cfa15d6badc0d7edd150b39ed", + "prepared_review_unit_hash": "fd31ead3b801f9acba7f317e3f75c8577c7d98a5008b995e60b6234a102c4c5e", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34743, - "estimated_input_tokens": 8686, - "estimated_eval_tokens": 17628 + "serialized_chars": 34749, + "estimated_input_tokens": 8688, + "estimated_eval_tokens": 17632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most pairs are only superficially similar by subsystem or v5-era wording, but they describe different bugs, models, or code paths. I would not merge any of the soft pairs.", - "confidence": 0.89, - "canonical_issue_reason": "If one issue must anchor the cluster, issue:44038 is the most concrete and representative user-facing regression among the set, but the cluster does not actually have a strong duplicate core.", + "summary": "This cluster is mostly a loose bag of unrelated Transformers issues that only share broad similarity around v5, loading, tokenizer, and model-initialization themes. None of the soft edges look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue cleanly subsumes the cluster; the items span unrelated bugs in tokenizers, processors, trainers, generation, model outputs, and docs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:44038 is the clearest standalone bug report here; it is specific, actionable, and closer to the cluster's broad v5/model-loading theme than the others.", + "best_issue_reason": "If one issue must represent the cluster, 33453 is the broadest tokenizer-loading regression and the closest umbrella for a few nearby tokenizer-related reports, but it is still only a loose representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:44610", + "right": "issue:46909", "accept": false, - "reason": "Different failures in different trainer flows: SGD optimizer args vs evaluate-after-train behavior." + "reason": "Different problems: processor input size mismatch vs a broken docs example." }, { - "left": "issue:44610", - "right": "issue:46909", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Unrelated domains: OmDet image sizing mismatch vs a broken DIA documentation example." + "reason": "Unrelated trainer bugs: SGD args ignored vs evaluate() failing after train()." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen/MoE loading complaints, but they target different model families and likely different code paths; too weak to treat as the same bug." + "reason": "Both are Qwen/MoE-related, but the concrete failures and code paths differ." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors and a doc parameter-name typo are unrelated." + "reason": "Compiled Python file errors and a docs parameter-name typo are unrelated." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both involve output fields, but they affect different models and different output tensors; not the same underlying bug." + "reason": "Different output-field bugs in different model classes; not the same defect." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder-type regression and a downstream accuracy regression are not the same issue." + "reason": "A tokenizer decoder-type regression is not the same as an accuracy drop in a specific model." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing image-processor method are unrelated." + "reason": "TF32 settings issue and missing image-processor method are unrelated." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Both mention AutoProcessor.from_pretrained, but one is a missing backend error and the other is repeated HTTP 429 retry behavior." + "reason": "Backend-missing processor error vs HTTP 429 retry behavior are different loading paths." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example-script multi-label classification failure and pipeline() error-message wording are different problems." + "reason": "Example-script classification failure and a pipeline deprecation/error-message issue are distinct." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leakage in multi-threaded loading and tokenizer BPE-marker handling are unrelated." + "reason": "VRAM leak in multithreaded generation and tokenizer BPE-marker handling are unrelated." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Model weight loading in UMT5Encoder and passing kwargs in AutoProcessor are different code paths." + "reason": "Model weight-loading omission vs AutoProcessor kwargs forwarding are different bugs." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "Performance regression in SequenceFeatureExtractor.pad and a streaming pipeline regression do not describe the same bug." + "reason": "Padding performance issue and streaming pipeline regression do not share the same code defect." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() and a flex_attention PyTorch version check are unrelated." + "reason": "Docs referencing removed pipeline APIs and a PyTorch version check bug are unrelated." }, { - "left": "issue:39379", - "right": "issue:43688", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "A masking bug in mllama and an auxiliary-loss normalization bug in OLMoE/GPT Oss are different model-specific issues." + "reason": "Both mention tokenizers, but one is loading regression and the other is offset_mapping correctness." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:39379", + "right": "issue:43688", "accept": false, - "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are not the same concrete failure." + "reason": "Different model families and different bugs: masked text row handling vs auxiliary-loss normalization." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "ImportError for a Qwen2_5_VL class and AutoProcessor retry behavior on 429s are unrelated." + "reason": "ImportError for a missing model class is unrelated to repeated HTTP 429 retries." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache behavior and SequenceFeatureExtractor padding performance are entirely different subsystems." + "reason": "Generation cache regression and SequenceFeatureExtractor.pad performance are unrelated." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Remote-code meta-initialization incompatibility and attention numerical differences are not the same underlying defect." + "reason": "Meta-initialization incompatibility and numerical attention mismatch are different issues." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Both are v5 compatibility regressions, but one is an init_empty_weights argument error and the other is a PretrainedConfig type-checking break; separate fixes." + "reason": "Both involve v5 loading/type behavior, but the concrete failures are different code paths." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and generation cache missing are unrelated." + "reason": "Trainer optimizer-state corruption and chunked-prefill cache handling are unrelated." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A PEFT version pin problem and a flex_attention import version check are unrelated maintenance issues." + "reason": "A dependency version bump and a version-check import bug are not duplicates." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping returning None and flash_attention crashing on s_aux=None are different failure modes in different paths." + "reason": "Tokenizer mapping None handling and flash_attention s_aux=None crash are unrelated." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig and a stale warning about num_return_sequences are not the same bug." + "reason": "Invalid GenerationConfig and stale warning text are different generation bugs." }, { - "left": "issue:44263", - "right": "issue:46762", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "A torch.split return-value issue in an indexer and numerical differences in attention are unrelated." + "reason": "Serialization inconsistency and NaNs after checkout/init are not the same defect." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:44263", + "right": "issue:46762", "accept": false, - "reason": "Serialization of tied weights and NaNs in classification heads are different bugs with different symptoms." + "reason": "A torch.split indexing bug and Minimax attention numerical differences are distinct." }, { "left": "issue:42222", "right": "issue:47000", "accept": false, - "reason": "VitPose model breakage and RTDetrLoss infeasible cost-matrix crashes are unrelated." + "reason": "VitPose model breakage and RTDetr loss infeasibility are unrelated model-specific failures." } ] }, @@ -16314,12 +15811,12 @@ "component_count": 27, "review_unit_index": 56, "review_unit_count": 65, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:38617", "issue:39379", @@ -16373,19 +15870,19 @@ "soft_pairs": [ "issue:44380|issue:46077", "issue:42222|issue:43441", - "issue:39379|issue:46897", - "issue:42222|issue:46752", "issue:44117|issue:45081", + "issue:39379|issue:46897", "issue:43937|issue:44977", + "issue:42222|issue:46752", "issue:45071|issue:46512", "issue:42617|issue:45341", "issue:43450|issue:43986", "issue:39401|issue:44779", "issue:43408|issue:43742", "issue:45632|issue:46981", + "issue:44410|issue:45310", "issue:45071|issue:47059", "issue:44829|issue:45216", - "issue:44410|issue:45310", "issue:44704|issue:47110", "issue:45341|issue:46328", "issue:45341|issue:45561", @@ -16396,209 +15893,32 @@ "issue:43937|issue:44496", "issue:39401|issue:43421", "issue:42371|issue:44261", - "issue:44261|issue:46762", "issue:38617|issue:44220", + "issue:44261|issue:46762", "issue:44964|issue:45278" ], - "prepared_review_unit_hash": "8c08342a4fb46aee111ee9947b7f83de633a250ab4dde668d3e7848b04486fd1", + "prepared_review_unit_hash": "e729fbd94496430470ebbbfb48fec6e5b0a775cf997db6ab004cf3924bcaaa3f", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35990, - "estimated_input_tokens": 8998, - "estimated_eval_tokens": 18252 + "serialized_chars": 35993, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "This cluster is a grab bag of mostly unrelated Transformers bugs and regressions across import/loading, tokenization, attention, video processors, testing utils, and model-specific behavior. The soft pairs share broad subsystem vocabulary, but they do not look like the same underlying bug or change.", - "confidence": 0.89, - "canonical_issue_reason": "Best umbrella candidate in the set: it is the broadest, most general regression report and naturally covers multiple import-failure variants better than the narrower model-specific issues.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most representative broad failure report among otherwise narrow, model-specific bug reports.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44380", - "right": "issue:46077", - "accept": false, - "reason": "Both are attention/mask config bugs, but they affect different models and different code paths; not the same change." - }, - { - "left": "issue:42222", - "right": "issue:43441", - "accept": false, - "reason": "Different models and failures: vitpose package breakage vs Ministral-3 FlashAttention incompatibility." - }, - { - "left": "issue:39379", - "right": "issue:46897", - "accept": false, - "reason": "Different models and symptoms; one is an mllama mask bug, the other is a Florence2 training-loss shift issue." - }, - { - "left": "issue:42222", - "right": "issue:46752", - "accept": false, - "reason": "Unrelated failures: vitpose import/runtime breakage vs empty-list crash in apply_chat_template." - }, - { - "left": "issue:44117", - "right": "issue:45081", - "accept": false, - "reason": "Both involve tokenizers, but one is a mapping lookup bug and the other is a Mistral regex patch crash." - }, - { - "left": "issue:43937", - "right": "issue:44977", - "accept": false, - "reason": "Different models and different bugs: invalid GenerationConfig vs flash-attention generation failure." - }, - { - "left": "issue:45071", - "right": "issue:46512", - "accept": false, - "reason": "Both are config-related regressions, but one is type checking and the other is stale dtype state after from_config." - }, - { - "left": "issue:42617", - "right": "issue:45341", - "accept": false, - "reason": "Different areas entirely: 3d_parallel runtime failure vs a testing_utils bug." - }, - { - "left": "issue:43450", - "right": "issue:43986", - "accept": false, - "reason": "One is a video processor shape bug; the other is an AutoProcessor crash without torchvision." - }, - { - "left": "issue:39401", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different outputs." - }, - { - "left": "issue:43408", - "right": "issue:43742", - "accept": false, - "reason": "Different model-loading issues for different model families; not the same bug." - }, - { - "left": "issue:45632", - "right": "issue:46981", - "accept": false, - "reason": "Both involve processor/model loading, but one is a cache-path collision and the other is repeated 429 retry behavior." - }, - { - "left": "issue:45071", - "right": "issue:47059", - "accept": false, - "reason": "Different failure modes: config type checking vs CLI incompatibility with a hub dependency change." - }, - { - "left": "issue:44829", - "right": "issue:45216", - "accept": false, - "reason": "Distinct bugs: degenerate training with flash_attention_3 vs incorrect save_pretrained checkpoint contents." - }, - { - "left": "issue:44410", - "right": "issue:45310", - "accept": false, - "reason": "Both are Qwen-related, but one is missing projections in qwen3next and the other is a from_pretrained error in Qwen3.5 MoE." - }, - { - "left": "issue:44704", - "right": "issue:47110", - "accept": false, - "reason": "Different code paths: cached_file kwargs forwarding vs special_tokens being a list instead of a mapping." - }, - { - "left": "issue:45341", - "right": "issue:46328", - "accept": false, - "reason": "Testing-utils bug vs feature-extractor performance issue; unrelated." - }, - { - "left": "issue:45341", - "right": "issue:45561", - "accept": false, - "reason": "Same file area, but one is a generic testing_utils bug and the other is a pytest-xdist race on captured_info.txt." - }, - { - "left": "issue:44877", - "right": "issue:46231", - "accept": false, - "reason": "Unrelated: strict config loading failure vs documentation parameter-name mismatch." - }, - { - "left": "issue:43208", - "right": "issue:46894", - "accept": false, - "reason": "Different models and different training bugs; only the general training-loss theme overlaps." - }, - { - "left": "issue:38617", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but they are for different symbols and likely different breakpoints." - }, - { - "left": "issue:43122", - "right": "issue:46298", - "accept": false, - "reason": "Tokenizer behavior regression vs a noisy logging message; not the same issue." - }, - { - "left": "issue:43937", - "right": "issue:44496", - "accept": false, - "reason": "Different problem classes: invalid generation config vs unrecognized model/config loading." - }, - { - "left": "issue:39401", - "right": "issue:43421", - "accept": false, - "reason": "Both concern tokenizers, but one is offset mapping and the other is runtime post-processor updates." - }, - { - "left": "issue:42371", - "right": "issue:44261", - "accept": false, - "reason": "Different numerical/config issues in different model paths; no shared concrete bug." - }, - { - "left": "issue:44261", - "right": "issue:46762", - "accept": false, - "reason": "Both are numerical correctness reports, but they concern different attention/norm implementations and likely different fixes." - }, - { - "left": "issue:38617", - "right": "issue:44220", - "accept": false, - "reason": "ImportError from configuration_utils vs audio feature extraction issue; unrelated." - }, - { - "left": "issue:44964", - "right": "issue:45278", - "accept": false, - "reason": "One is a specific multimodal model-loading failure; the other is a broad release-wide import-errors report." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -16614,10 +15934,10 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:27957", "issue:41628", @@ -16669,9 +15989,9 @@ "issue:47116" ], "soft_pairs": [ + "issue:44483|issue:45464", "issue:42371|issue:42831", "issue:44075|issue:45656", - "issue:44483|issue:45464", "issue:44484|issue:45310", "issue:43097|issue:44493", "issue:43066|issue:43122", @@ -16683,8 +16003,8 @@ "issue:46752|issue:47116", "issue:41628|issue:45071", "issue:43874|issue:44261", - "issue:43441|issue:44829", "issue:43931|issue:44038", + "issue:43441|issue:44829", "issue:27957|issue:43352", "issue:43012|issue:43577", "issue:43097|issue:43452", @@ -16693,28 +16013,28 @@ "issue:44360|issue:46172", "issue:43208|issue:46897", "issue:44117|issue:44987", - "issue:44261|issue:44485", "issue:43531|issue:45341", + "issue:44261|issue:44485", "issue:43986|issue:45341", "issue:45003|issue:45341", "issue:43097|issue:45588", "issue:44246|issue:46981", "issue:45753|issue:46369" ], - "prepared_review_unit_hash": "8248b3b96a1ce1a0e1fcaa0d4538b0553ad45e1e81f7d1caef805afbcce69c58", + "prepared_review_unit_hash": "385becd9155983e895e0cc149079853ff3ecca4747b669cd37be0c9eefb32a97", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36464, + "serialized_chars": 36463, "estimated_input_tokens": 9116, "estimated_eval_tokens": 18488 }, @@ -16723,174 +16043,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated Transformers bugs that happen to share broad themes like v5 regressions, tokenizer/model loading, or Flash Attention. I found no soft pair that is clearly the same underlying issue, so no duplicates are accepted.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 44483 is the most central high-impact report in this set: it describes a broad user-facing v5 chat/completions API regression with concrete failure, making it a better anchor than the narrower model-specific bugs.", + "summary": "The soft pairs are mostly weak thematic similarities across unrelated Transformers regressions. I found no safe duplicate merges; the set is too heterogeneous to form one canonical issue cluster.", + "confidence": 0.82, + "canonical_issue_reason": "No single canonical issue is safe here: the items span distinct bugs across chat/completions, tokenization, dtype/precision, optimizer behavior, FlashAttention, model loading, and model-specific architecture changes.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44483 is the best overall representative because it is broad, severe, and likely to subsume nearby chat/completions regression reports better than the model- or implementation-specific items.", + "best_issue_reason": "issue:44483 is the broadest/highest-severity regression thread in the set, but it still only represents one API failure mode and does not subsume the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Same API area, but one is a general /v1/chat/completions request rejection and the other is a streaming failure on a specific Qwen3.5 model; not the same bug." + }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "Both are precision-related, but one is TF32 settings and the other is a FineGrainedFP8 accuracy bug; different code paths and failure modes." + "reason": "Both touch numeric behavior, but TF32 settings and FineGrainedFP8 accuracy are different precision paths and failure modes." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Both mention optimizers, but one is SGD args being ignored while the other is double optimizer steps under deepspeed; not the same bug." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "Same broad chat/completions area, but 44483 is a general request-acceptance regression while 45464 is a specific Qwen3.5-0.8B streaming failure." + "reason": "Both mention optimizer behavior, but SGD args being ignored and DeepSpeed calling step twice are different bugs." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Unrelated problems: save_pretrained sharding behavior versus a Qwen3.5 MoE from_pretrained error." + "reason": "Unrelated topics: save_pretrained sharding size versus a Qwen3.5-MoE from_pretrained load error." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Both are v5 regressions, but one is a removed config option and the other is unexpected position-id keys; different underlying defects." + "reason": "One is a removed config option warning, the other is a position-id key mismatch during model loading; different underlying issues." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer-related, but one is a decoder-type regression and the other is tokenization output differing across versions; not clearly the same bug." + "reason": "Both are tokenizer regressions, but wrong decoder type and changed tokenization behavior are not the same concrete defect." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Both are GLM-related, but one is a torch.split/indexing bug and the other is a RoPE implementation issue." + "reason": "Different GLM-related internals, but torch.split return handling and RoPE implementation are distinct code paths." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different Qwen model families and different failures: missing projections versus a from_pretrained loading error." + "reason": "Different model families and failures: missing projections in qwen3next versus a Qwen3.5-MoE loading error." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "PatchTSMixer post_init validation is unrelated to AutoProcessor retry behavior on HTTP 429." + "reason": "No overlap beyond being model-loading/training adjacent; patchtsmixer post_init policy is unrelated to AutoProcessor retry behavior." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Both are model-loading/model-structure issues, but they concern different architectures and different missing/mismatched components." + "reason": "Both affect Qwen-family models, but a weight-shape mismatch is not the same bug as missing attention projections." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache during chunked prefill is unrelated to a testing_utils bug." + "reason": "Generation cache handling and a testing_utils bug are unrelated." }, { "left": "issue:46752", "right": "issue:47116", "accept": false, - "reason": "An empty-list apply_chat_template crash is unrelated to a streaming pipeline regression." + "reason": "Both are runtime regressions, but empty chat-template input and streaming pipeline failure are different code paths." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Importing AutoImageProcessor and PreTrainedConfig type-checking are separate API regressions." + "reason": "Different API breaks: missing AutoImageProcessor import versus PretrainedConfig type-checking regression." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Different model-specific issues: missing image-patch counting method versus a missing rms_norm_eps in MLA q_a_layernorm." + "reason": "Different multimodal/model-internal issues: missing image patch counting versus missing rms_norm_eps in MLA q_a_layernorm." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Both involve flash attention, but one is a model support error and the other is a training degeneration regression in sequence classification." + "reason": "Same broad Qwen3-VL family, but a shape-mismatch load error and a from_pretrained bug on a different variant are not the same concrete issue." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "These both mention Qwen3-VL-Moe, but one is a specific weight-shape mismatch and the other is a broader v5 loading bug without enough evidence they are the same defect." + "reason": "Both involve FlashAttention, but one is a model-specific support/failure issue and the other is a training degeneration bug under FA3." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Different models and different flash-attention support complaints; not the same code-path failure." + "reason": "Same attention backend mention, but XLMRoberta FA2 support and NemotronHForCausalLM FA2 support status are different issues." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both are dtype-related, but one is a compile-time PyTorch warning and the other is a BLIP2 dtype propagation bug." + "reason": "Both concern dtype/precision, but a compile-time warning and BLIP2 submodule staying float32 are different defects." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "A removed config option and a gguf_file loading breakage are unrelated." + "reason": "One is about a removed config field, the other about gguf_file breaking from_pretrained for tokenizer/model loading; unrelated." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Save-pretrained shard sizing has nothing to do with the Qwen3.5 MoE from_pretrained error." + "reason": "Completely different topics: sharded save size versus Qwen3.5-MoE loading failure." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Both are low-level tensor/code bugs, but in different models and different operations; no shared underlying defect is evident." + "reason": "Both are model-internal math issues, but GLM DSA indexing and DeepSeek dtype/transpose behavior are not the same bug." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "DSA indexer missing ReLU is unrelated to deepseek-v4 tensor transposition behavior." + "reason": "Different code paths and symptoms: missing ReLU in the DSA indexer versus a DeepSeek comb dtype/transpose issue." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "xLSTM training blockers are unrelated to the Florence2 double-shift loss bug." + "reason": "Both are training bugs, but xLSTM startup failures and Florence2 double-shift loss issues are unrelated." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but one is tokenizer-mapping None handling and the other is a specific model loading regression; too little evidence they are the same issue." + "reason": "Tokenizer-mapping None handling and a specific model load failure may be related indirectly, but the available evidence does not show the same underlying bug." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Same GLM area, but one is a normalization epsilon config bug and the other is a RoPE implementation issue." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a testing_utils bug." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing_utils bug." + "reason": "Different GLM bugs: missing layernorm epsilon versus RoPE implementation details." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "A torchvision-missing crash in AutoProcessor is unrelated to testing_utils." + "reason": "AutoProcessor video-model crash without torchvision is unrelated to testing_utils." }, { "left": "issue:45003", @@ -16902,19 +16222,19 @@ "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "A removed config option and a flash_attention.py sink-less-model AttributeError are different failures." + "reason": "Config-field removal and flash_attention s_aux=None crash are different failures." }, { "left": "issue:44246", "right": "issue:46981", "accept": false, - "reason": "Import slowness and repeated 429 retries are different performance/retry problems." + "reason": "Both can slow loading, but intermittent import slowness and repeated 429 retries are different root causes." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "An infinite loop on a specific image and a memory overflow in sam3-litetext are different model/runtime failures." + "reason": "Different model families and failure modes: infinite loop on a specific image versus memory overflow in sam3-litetext." } ] }, @@ -16933,10 +16253,10 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:38617", "issue:42757", @@ -16991,23 +16311,23 @@ "issue:45440|issue:46172", "issue:43097|issue:46050", "issue:43986|issue:47312", - "issue:43874|issue:44263", "issue:44410|issue:45375", + "issue:43874|issue:44263", "issue:43673|issue:46123", "issue:43097|issue:43873", "issue:44062|issue:44117", "issue:43012|issue:46821", "issue:44038|issue:44410", - "issue:38617|issue:42757", "issue:44117|issue:46701", + "issue:38617|issue:42757", "issue:46655|issue:46664", "issue:43064|issue:44315", "issue:46298|issue:46752", - "issue:46172|issue:46710", "issue:43986|issue:44484", + "issue:46172|issue:46710", "issue:42890|issue:46298", - "issue:44704|issue:45103", "issue:38617|issue:44351", + "issue:44704|issue:45103", "issue:44936|issue:46365", "issue:43502|issue:43992", "issue:44451|issue:47116", @@ -17019,214 +16339,214 @@ "issue:43012|issue:43550", "issue:45712|issue:46298" ], - "prepared_review_unit_hash": "fd7eb0738d15c0237663bb5c0b5ebf66541fcabf362b73203627cacc4b1c934d", + "prepared_review_unit_hash": "516814003681b528efd31033ef22931b00893e6cbfa2da6a94cdcb63480ec600", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36381, - "estimated_input_tokens": 9096, - "estimated_eval_tokens": 18448 + "serialized_chars": 36379, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose grab-bag of unrelated Transformers issues/regressions. None of the soft pairs look like the same underlying bug or change; most are only superficially similar by subsystem or model family.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43873 has the strongest signal in the set: the most discussion and inbound references, plus a concrete runtime bug with clear user impact, so it is the best anchor for this heterogeneous cluster.", + "summary": "This cluster is heterogeneous: most items are distinct Transformers bugs or regressions in different code paths. I did not find any soft pair that is convincingly the same underlying issue, so none are merged as duplicates. The most representative issue is the open, high-activity quantization/offloading report, but only as a loose cluster anchor, not a true canonical duplicate.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43873 is the broadest and most active report in the set (open, many discussion events, multiple inbound refs), so it is the best loose anchor for the cluster. It is not actually a duplicate of the other issues, which span unrelated failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the highest-signal issue here and the best representative anchor, even though it is not a duplicate of the others.", + "best_issue_reason": "43873 is the best single issue to represent the cluster because it has the most evidence of ongoing user impact and discussion. It still should not be treated as the same bug as the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek problems: model divergence vs a tensor dtype/transpose bug." + "reason": "Different model families and failure modes: remote-implementation divergence vs a specific dtype/transpose bug." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "API removal warning/compat issue vs broken quantized save/load behavior." + "reason": "One is a removed public API/compatibility complaint; the other is a quantization save/load breakage." }, { "left": "issue:43986", "right": "issue:47312", "accept": false, - "reason": "Unrelated failures: missing torchvision dependency vs kernel compatibility error." + "reason": "Unrelated runtime problems: missing torchvision in AutoProcessor vs a kernels-version incompatibility." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Same broad model family, but different code paths: image patch counting vs torch.split indexing." + "reason": "Both touch Qwen models, but one reports missing attention projections and the other a dropped config field." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Both Qwen-related, but one is a missing layer projection bug and the other is a config field being dropped." + "reason": "Both involve GLM internals, but one is an image-patch accessor missing and the other is a torch.split return-value bug." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Cache/memory initialization bug vs pipeline batching logic dropping final results." + "reason": "Different cache/pipeline paths: chunked-prefill cache initialization vs mask pipeline batch-end handling." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Different issues: removed API surface vs offloading/quantization behavior." + "reason": "API-removal complaint vs quantization/offloading behavior; same release era, not the same bug." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer constructor argument error vs tokenizer mapping returning None; distinct failures." + "reason": "Tokenizer construction error vs TOKENIZER_MAPPING_NAMES returning None; separate failure points." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "PyTorch precision warning vs TimesFM window_size attribute error." + "reason": "Different subsystems: PyTorch bfloat16 compile warning vs TimesFM window_size AttributeError." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "General Qwen3-VL-Moe bug vs specific missing projections in qwen3next layer 0." + "reason": "General Qwen 5.0 bug report vs a specific missing-projection bug in qwen3next; too different to merge." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:44117", + "right": "issue:46701", "accept": false, - "reason": "Both are import errors, but for unrelated symbols and different modules." + "reason": "Tokenizer mapping bug vs image-text-to-text pipeline failure; no shared code-path." }, { - "left": "issue:44117", - "right": "issue:46701", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Tokenizer mapping bug vs image-text-to-text pipeline failure in DiffusionGemma output handling." + "reason": "Two unrelated import errors from different modules and dependencies." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Same model family, but padding calculation and num_frames semantics are distinct bugs." + "reason": "Same video processor area, but padding math and num_frames semantics are distinct bugs." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2 optimizer-state corruption vs Liger Kernel not applied with model_init." + "reason": "Trainer FSDP/PEFT optimizer-state corruption vs Liger Kernel application with model_init; different root causes." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging vs empty-list chat template crash; no shared underlying defect." + "reason": "A noisy logging complaint is unrelated to an IndexError in apply_chat_template." }, { - "left": "issue:46172", - "right": "issue:46710", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Tensor operation/type bug vs a model accuracy regression after upgrading Transformers." + "reason": "AutoProcessor/video-model dependency issue vs save_pretrained shard-size question; unrelated." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:46172", + "right": "issue:46710", "accept": false, - "reason": "Missing torchvision import dependency vs save_pretrained shard-size behavior." + "reason": "Specific DeepSeek-V4 tensor operation bug vs broad accuracy regression after upgrade; not the same defect." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Seed-related test flakiness vs logging noise; unrelated." + "reason": "Test flakiness from missing seeds vs a logging-message complaint." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "cached_file kwargs forwarding bug vs docstring parsing crash under future annotations." + "reason": "Two separate import-name regressions in different modules." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Both are import errors, but they concern different removed/missing symbols and different failure modes." + "reason": "AutoProcessor kwarg forwarding bug vs auto_docstring crash under future annotations; unrelated code paths." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "trainer.evaluate() state bug vs import failure caused by datasets; not the same issue." + "reason": "Trainer evaluation failure after training vs inability to import Trainer because of datasets; different problems." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Offline/local-files-only network leak vs missing embed_tokens weights in UMT5 loading." + "reason": "Offline/API-request leakage vs missing embedding weights in UMT5Encoder loading." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "Loading a specific model failing vs a streaming pipeline regression." + "reason": "ScandiBERT loading regression vs streaming pipeline regression; no common underlying bug." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs vs Bamba torch.compile/SDPA failure." + "reason": "xLSTM training bugs vs Bamba torch.compile SDPA failure; separate model-specific issues." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Attention-scaling config ignored vs lazy cache causing recompilation; different mechanisms." + "reason": "Attention-scaling behavior vs cache lazy-init recompilation; different mechanisms." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure vs unsupported backend mapping error." + "reason": "Python 3.14 import/load issue vs backend-name validation error for tensorflow_text." }, { "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "Different concrete bugs: distributed optimizer-state issue vs streaming pipeline regression." + "reason": "Distributed training optimizer-state corruption is unrelated to streaming pipeline regression." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Dequantized model save failure vs Qwen3_5 image infinite-loop bug." + "reason": "Dequantized save failure vs Qwen3_5 infinite-loop behavior; different symptoms and code paths." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Compilation warning on bfloat16 models vs a specific SDPA compile failure." + "reason": "Compile-time bfloat16 warning is not the same as a model-specific SDPA compile crash." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Leftover dummy classes/check_repo failure vs noisy logging; unrelated." + "reason": "Dummy PT object cleanup/leakage vs a logging-message annoyance; no shared bug." } ] }, @@ -17245,10 +16565,10 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:36010", "issue:36683", @@ -17309,17 +16629,17 @@ "issue:43352|issue:43976", "issue:45584|issue:46365", "issue:44734|issue:47116", - "issue:44038|issue:44230", "issue:44162|issue:46172", + "issue:44038|issue:44230", "issue:44380|issue:46132", "issue:43352|issue:44380", "issue:43097|issue:46298", - "issue:43208|issue:43526", "issue:44077|issue:46365", - "issue:36683|issue:43582", + "issue:43208|issue:43526", "issue:44380|issue:45479", - "issue:43012|issue:47276", + "issue:36683|issue:43582", "issue:42757|issue:43824", + "issue:43012|issue:47276", "issue:42175|issue:46365", "issue:44222|issue:45478", "issue:42890|issue:47059", @@ -17330,148 +16650,172 @@ "issue:36010|issue:42757", "issue:43618|issue:43761" ], - "prepared_review_unit_hash": "0945451c34057c47ab6b78b1e8ed59641a04b06f1ba4f7620d6807a6c4232977", + "prepared_review_unit_hash": "49178d9ea5564547b94e3e0adbbfdeceaeb0dc8ad7df0760ed666dc051a14511", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36217, - "estimated_input_tokens": 9055, - "estimated_eval_tokens": 18366 + "serialized_chars": 36215, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated bug reports, with the soft edges appearing to be title-level similarity rather than true duplicates. I would reject all proposed pairings. No PRs are present. If one issue must anchor the set, 43097 is the broadest, most central v5 regression report.", - "confidence": 0.93, - "canonical_issue_reason": "No single true duplicate cluster emerges, but issue 43097 is the best anchor because it is a broad v5 API regression with inbound references and stronger cross-issue relevance than the others.", + "summary": "The cluster is heterogeneous: it mixes import errors, model-specific regressions, docs/issues, training bugs, serving bugs, and warning-message changes. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated code paths and failure modes rather than one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 has the clearest standalone triage value: broad impact, explicit breakage, and signs that it is referenced by related reports.", + "best_issue_reason": "No single best issue stands out; the cluster is too diverse to use one issue as a representative duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is a dequantized-model save failure and the other is Pipeline.save_pretrained; different code paths." + "reason": "Both involve saving, but one is about dequantized model saving and the other about Pipeline.save_pretrained; different objects and failure modes." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "The second is only a reproduction of another issue; there is no evidence it targets the same tokenizer-decoder bug." + "reason": "Both mention import/repro behavior, but they target different symbols and different underlying issues." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Different regressions: a PyTorch compile bfloat16 warning versus a tie_word_embeddings config warning." + "reason": "These are distinct warnings: bfloat16/float32 precision warning versus a tie_word_embeddings config warning." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "One is about pipeline error messaging, the other about pipeline serialization; not the same bug." + "reason": "One is a v5 pipeline error message regression; the other is a save_pretrained failure for Pipeline objects." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens.weight loading and a max_shard_size default question are unrelated." + "reason": "UMT5Encoder state loading vs save_pretrained shard sizing; unrelated save/load behaviors." }, { "left": "issue:43827", "right": "issue:47116", "accept": false, - "reason": "Docs still referencing pipeline() versus a runtime streaming regression are separate issues." + "reason": "Docs still referencing pipeline() is not the same as a runtime streaming pipeline regression." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Model backend support and Python-version compatibility are unrelated problems." + "reason": "Flash Attention support for one model is unrelated to the Python version compatibility issue." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to the Trainer import conflict." + "reason": "Whisper empty-transcription generation bug is unrelated to importing Trainer with datasets installed." }, { "left": "issue:44734", "right": "issue:47116", "accept": false, - "reason": "KV-cache indexing crash in serve and streaming pipeline regression are different code paths." + "reason": "Both are serving/streaming-adjacent, but they affect different endpoints and different code paths." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "Both mention Qwen MoE, but one is a transformers 5 bug and the other is fp8 inference support; not the same change." + "reason": "ESM2 breakage and deepseek-v4 tensor conversion are different model-specific bugs." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "ESM2 breakage and deepseek-v4 tensor conversion are distinct model-specific failures." + "reason": "General Qwen3-VL-Moe regression and fp8 inference support are distinct changes/failures." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention is not the same as AttentionInterface.register behavior change." + "reason": "GPT2 attention scaling in SDPA/FlashAttention is a different issue than AttentionInterface.register behavior." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "A model support gap and a GPT2 backend scaling bug are unrelated." + "reason": "Flash Attention support gating and GPT2 attention scaling are separate attention-related bugs." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "API removal regression is not the same as a noisy logging message." + "reason": "A removed config API and a noisy logging message are not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTST post_init validation is unrelated to a Trainer import dependency conflict." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and BEiT label reduction are unrelated model issues." + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated model/component bugs." }, { - "left": "issue:44077", - "right": "issue:46365", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Config validation for patchtsmixer is unrelated to importing Trainer." + "reason": "Attention scaling backend behavior is unrelated to the zero-loss classification bug." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3 config missing vocab_size and Apple Silicon allocator TypeError are unrelated." + "reason": "Gemma3Config missing vocab_size and Apple Silicon warmup TypeError are different subsystems." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different packages, symbols, and fixes." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "A precision warning during compilation is unrelated to a synced_gpus warning message." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Missing TensorFlow backend in an extra install is unrelated to the Trainer import conflict." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained MoE and from_pretrained load errors are related only loosely by model family, not the same bug." + "reason": "FP8 save_pretrained issues and Qwen3.5 MoE from_pretrained errors are different code paths." }, { "left": "issue:42890", "right": "issue:47059", "accept": false, - "reason": "Flaky tests due to missing set_seed and a CLI breakage from huggingface_hub are different problems." + "reason": "Seed-related flaky tests and a huggingface_hub CLI attribute error are unrelated test failures." }, { "left": "issue:43064", @@ -17483,31 +16827,31 @@ "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Different models and different RoPE implementation complaints; not mergeable as one fix." + "reason": "Smollm3 RoPE layer dropping and GLM-5 RoPE implementation are different model-specific problems." }, { "left": "issue:42831", "right": "issue:44261", "accept": false, - "reason": "Both are precision-related, but one is FineGrainedFP8 accuracy and the other is missing rms_norm_eps in MLA." + "reason": "FineGrainedFP8 accuracy issue and MLA rms_norm_eps precision mismatch are not the same bug." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat/completions request handling and batched chat-template padding crash are different code paths." + "reason": "Chat completions request rejection and Qwen2_5_VLProcessor batched template crash are different endpoints and failures." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols from different dependencies." + "reason": "GenerationMixin import failure and is_offline_mode import failure are separate missing-symbol regressions." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both touch CLIP v5 regressions, but missing attentions and missing hidden_states are distinct failures." + "reason": "CLIP attentions missing and CLIP hidden_states missing are related only broadly; they are different output fields and regressions." } ] }, @@ -17524,12 +16868,12 @@ "component_count": 27, "review_unit_index": 60, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ "issue:29870", "issue:33453", @@ -17582,10 +16926,10 @@ ], "soft_pairs": [ "issue:38617|issue:43502", - "issue:45276|issue:46077", "issue:43299|issue:43867", - "issue:43618|issue:44380", + "issue:45276|issue:46077", "issue:44655|issue:47321", + "issue:43618|issue:44380", "issue:44625|issue:46365", "issue:42994|issue:44655", "issue:44655|issue:47332", @@ -17608,363 +16952,253 @@ "issue:43010|issue:45278", "issue:43064|issue:44492", "issue:43867|issue:46202", - "issue:44075|issue:46365", "issue:43992|issue:45310", + "issue:44075|issue:46365", "issue:44393|issue:47000", "issue:29870|issue:33453", "issue:44393|issue:47337", "issue:36296|issue:43575", - "issue:43867|issue:45375", - "issue:43618|issue:44077" - ], - "prepared_review_unit_hash": "0b661c741bba3b1f6252fc1d83311e8ab901e9886db3c8983f2e2783bac32af2", - "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37727, - "estimated_input_tokens": 9432, - "estimated_eval_tokens": 19120 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 27, - "review_unit_index": 61, - "review_unit_count": 65, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", - "nodes": [ - "issue:28282", - "issue:30333", - "issue:30990", - "issue:31795", - "issue:33453", - "issue:41669", - "issue:42548", - "issue:42890", - "issue:42898", - "issue:43010", - "issue:43065", - "issue:43232", - "issue:43502", - "issue:43525", - "issue:43576", - "issue:43618", - "issue:43723", - "issue:43824", - "issue:43867", - "issue:43874", - "issue:43976", - "issue:44062", - "issue:44112", - "issue:44222", - "issue:44246", - "issue:44351", - "issue:44355", - "issue:44360", - "issue:44387", - "issue:44485", - "issue:44556", - "issue:44734", - "issue:44749", - "issue:44964", - "issue:45071", - "issue:45125", - "issue:45357", - "issue:45375", - "issue:45440", - "issue:45478", - "issue:45561", - "issue:45850", - "issue:46132", - "issue:46285", - "issue:46617", - "issue:46664", - "issue:47110", - "issue:47317" - ], - "soft_pairs": [ - "issue:41669|issue:44246", - "issue:42890|issue:45561", - "issue:43010|issue:43976", - "issue:43867|issue:45357", - "issue:43010|issue:45850", - "issue:28282|issue:33453", - "issue:44222|issue:45125", - "issue:43618|issue:46285", - "issue:44360|issue:45440", - "issue:42548|issue:44351", - "issue:45125|issue:45478", - "issue:43502|issue:44062", - "issue:43525|issue:47317", - "issue:45125|issue:45375", - "issue:42890|issue:44112", - "issue:42890|issue:44964", - "issue:42898|issue:46664", - "issue:44734|issue:46617", - "issue:45071|issue:47317", - "issue:43723|issue:44556", - "issue:44387|issue:44556", - "issue:43010|issue:43065", - "issue:43824|issue:46617", - "issue:43502|issue:44485", - "issue:43576|issue:46132", - "issue:43874|issue:46617", - "issue:45850|issue:47110", - "issue:30333|issue:33453", - "issue:30990|issue:31795", - "issue:44355|issue:44749", - "issue:43010|issue:43232" + "issue:43867|issue:45375" ], - "prepared_review_unit_hash": "ef60ca320c0fd78df20fb3535db2387c3e513a474b4b6e73bbc4ef56c15a06df", + "prepared_review_unit_hash": "eb811924fae396a1e1e2fd9323f2c0119dbca355cc0bc4a1cc56997ee971b5c9", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36591, - "estimated_input_tokens": 9148, - "estimated_eval_tokens": 18552 + "soft_pair_count": 34, + "serialized_chars": 37431, + "estimated_input_tokens": 9358, + "estimated_eval_tokens": 18972 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft duplicate looks credible: the import slowdown issue and the report that importing transformers is sometimes slow. The other candidate pairs are either different subsystems, different symptoms, or too broad to safely merge as duplicates.", - "confidence": 0.74, - "canonical_issue_reason": "issue:41669 is the clearest root-cause report: it identifies import * usage in models and quantifies the startup slowdown, which also explains the slower-import symptom in issue:44246.", + "summary": "No soft edges look like true duplicates: the pairs mostly share only broad themes (saving/loading, config attrs, model-specific errors) but point to different code paths or models. I selected a single high-signal issue as the best representative, but there are no PRs in this set.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45216 is the clearest, most actionable report in the set: it is a regression, names the exact API (`save_pretrained`), the affected model family (Qwen3.5), and the version boundary (since 5.4.0).", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best standalone issue because it states a concrete cause, a measurable impact, and is more actionable than the symptom-only report.", + "best_issue_reason": "issue:45216 has the strongest bug-report quality and the most precise reproduction scope, making it the best representative issue here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "Same underlying problem: transformers import is slow due to model import * usage; one report is root cause, the other is the symptom." + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different failures: import-time missing symbol vs unwanted network access during loading." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Different failures: one is a flaky SamHQ integration test missing set_seed, the other is a pytest-xdist race on captured_info.txt." + "reason": "Different loading bugs affecting different models/code paths; no concrete shared defect." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Unrelated issues: cache update should use no_grad versus a Python version compatibility problem." + "reason": "One is about token embedding resize propagation, the other about bidirectional attention mask construction." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:44655", + "right": "issue:47321", "accept": false, - "reason": "Different code paths and symptoms: model loading/state_dict ordering versus save_pretrained writing incorrect visual encoder keys." + "reason": "Unrelated subsystems: pipeline save_pretrained vs AMD quark class update." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Too broad and not the same bug: one is a cache update decorator issue, the other is a generic complaint about many broken models." + "reason": "Different issues in different model heads/backends; only broad attention terminology overlaps." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "Unrelated import failure for PyTorch versus a tokenizer loading regression." + "reason": "Qwen3.5 config propagation bug vs Trainer import failure from datasets interaction." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Different Qwen3.5 MoE problems: FP8 save_pretrained behavior versus missing _tp_plan/tensor-parallel metadata." + "reason": "Both mention saving, but one is quantized model saving and the other is pipeline object serialization." }, { - "left": "issue:43618", - "right": "issue:46285", + "left": "issue:44655", + "right": "issue:47332", "accept": false, - "reason": "Both involve CLIP, but the reported defects are different structures/outputs and not the same concrete code-path problem." + "reason": "Both involve saving, but disk-offloaded model saving is a different path from generic pipeline serialization." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Completely different topics: DSA indexer ReLU discussion versus DeepSeekV3 MoE divergence." + "reason": "Different configuration bugs with no shared underlying code path." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43352", + "right": "issue:45593", "accept": false, - "reason": "Both are import errors, but for different symbols with no evidence they share the same broken export or code path." + "reason": "Different models and failures: unsupported Flash Attention vs missing auxiliary losses." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Related model family, but one is a missing tensor-parallel plan field and the other is a generic from_pretrained failure; not enough evidence of the same bug." + "reason": "Both are attribute errors, but for different model configs/outputs and different missing fields." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:44355", + "right": "issue:46877", "accept": false, - "reason": "Different failures: local_files_only still making API requests versus AddedToken receiving duplicate keyword arguments." + "reason": "Compiled-file import errors vs auto-docstring stdout pollution are unrelated." }, { - "left": "issue:43525", - "right": "issue:47317", + "left": "issue:36683", + "right": "issue:44077", "accept": false, - "reason": "Unrelated issues: Llama4Config missing pad_token_id versus a PPFormulaNet training-loss bug." + "reason": "Different model/config bug vs a PatchTSMixer validation/optional-post_init issue." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Different missing config fields in different Qwen3.5 MoE config classes; same family, but not the same issue." + "reason": "Both are Python compatibility reports, but for different Python versions and failure modes." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "One is a missing seed in a model integration test; the other is a CI race in patched testing utilities." + "reason": "Different save/load problems with different triggers and model families; not the same bug." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:46077", + "right": "issue:46512", "accept": false, - "reason": "Unrelated failures: test flakiness versus model loading failure for Phi-4 multimodal." + "reason": "Attention-mask behavior vs stale config dtype after from_config; unrelated." }, { - "left": "issue:42898", - "right": "issue:46664", + "left": "issue:44938", + "right": "issue:47059", "accept": false, - "reason": "Different behavior regressions: tokenization-space handling versus video processor num_frames semantics." + "reason": "Python 3.14 import failure vs CLI breakage with huggingface_hub 1.22.0." }, { - "left": "issue:44734", - "right": "issue:46617", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Different code paths: KV-cache continuation crash in serve versus FileNotFoundError when loading a trust_remote_code model from cache." + "reason": "CLIP attentions assignment bug is unrelated to Qwen3.5 checkpoint saving regression." }, { - "left": "issue:45071", - "right": "issue:47317", + "left": "issue:36683", + "right": "issue:47110", "accept": false, - "reason": "Unrelated: config type-checking regression versus a training-loss bug." + "reason": "Different config/key handling problems; no shared code path indicated." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "Tokenizer loading regression and checkpoint reload incompatibility are related to loading, but not the same concrete defect." + "reason": "Both are missing-attribute errors, but in different configs and on different fields." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate() decoder mask bug vs tensor-parallel training bug are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs handling vs variable-length position_ids behavior are different subsystems." + }, + { + "left": "issue:43992", + "right": "issue:47317", + "accept": false, + "reason": "Model loading weight miss vs a training-loss bug for a different model." + }, + { + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Different problems: int4 quantization memory growth versus cross-version checkpoint reload failure." + "reason": "Both are import-related, but one is compiled-file errors and the other is a torch.jit parsing/IndentationError issue." }, { "left": "issue:43010", - "right": "issue:43065", + "right": "issue:45278", "accept": false, - "reason": "Different models and defects: no_grad cache update versus a dummy Conv2d in Sam3PixelDecoder." + "reason": "Cache/no_grad behavior vs broad import breakage after version upgrade are not the same defect." }, { - "left": "issue:43824", - "right": "issue:46617", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Different import/load failures affecting different mechanisms and symbols." + "reason": "Distributed optimizer-state corruption vs a typo in cache strategies have no overlap beyond being in training/runtime code." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "Unrelated: offline API requests bug versus GLM-5 RoPE implementation discussion." + "reason": "State-dict loading error vs Gemma pipeline roundtrip issue are different save/load pathways." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Different areas: CLI/env command behavior versus attention interface register semantics." + "reason": "Both involve Qwen3.5 loading, but one is missing encoder weights and the other is a Moe from_pretrained regression." }, { - "left": "issue:43874", - "right": "issue:46617", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "Different failures: multimodal token counting helper missing versus cache file not found on trust_remote_code load." + "reason": "Optimizer argument handling vs import failure from datasets are unrelated." }, { - "left": "issue:45850", - "right": "issue:47110", + "left": "issue:44393", + "right": "issue:47000", "accept": false, - "reason": "Too generic versus a specific special_tokens attribute error; no evidence of the same root cause." + "reason": "Both are vision/detection-adjacent, but one is Qwen3-VL bbox output behavior and the other is RTDetrLoss infeasible cost matrix." }, { - "left": "issue:30333", + "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." + "reason": "Bart generate() mask bug vs tokenizer loading regression are different issues." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:44393", + "right": "issue:47337", "accept": false, - "reason": "Sentence Transformer loading hang and forward-doc confusion are unrelated." + "reason": "Both mention bounding boxes, but one is model output hallucination/error and the other is a flaky test with out-of-range coordinates." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Compiled Python file errors and slower filtering after upgrade are different issues." + "reason": "Tensor-parallel bug vs OOM when loading a specific model under tp are related only at a very broad level." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Cache no_grad decorator issue is unrelated to generation kwargs sync behavior." + "reason": "State-dict loading error vs missing Qwen3_5MoeVisionConfig field are distinct config/model issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: issue:41669 does spell out the import-* cause and the startup cost, and issue:44246 is the matching symptom. The remaining pair verdicts are conservative and do not overclaim duplicates based only on broad topical similarity." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -17972,505 +17206,321 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 62, + "review_unit_index": 61, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ - "issue:29870", + "issue:28282", "issue:30333", + "issue:30990", "issue:31795", "issue:33453", - "issue:34689", - "issue:36296", - "issue:38617", - "issue:41628", + "issue:41669", "issue:42548", - "issue:42757", - "issue:43299", - "issue:43352", - "issue:43475", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", "issue:43502", "issue:43525", "issue:43576", - 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"summary": "This cluster is not a true duplicate set; it mixes many unrelated v5-era regressions, model-specific bugs, CLI/import issues, and test failures. The only commonality is very broad \"Transformers 5.x is broken\" sentiment, not a single underlying bug.", - "confidence": 0.97, - "canonical_issue_reason": "If forced to pick one anchor, issue 45850 is the broadest umbrella for the shared v5-breakage theme, but it is too generic to be a clean canonical duplicate.", + "summary": "This cluster is mostly a noisy mix of unrelated transformers regressions and import/load failures. Only one pair looks like a clear duplicate around import-time slowdown; the rest are too different in model, code path, or symptom to merge.", + "confidence": 0.54, + "canonical_issue_reason": "issue:41669 is the clearest concrete root-cause report in the only strong duplicate pair, directly explaining the import slowdown symptom seen in 44246.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the best available representative of the loose cluster theme because it is the most general report of widespread v5 regressions.", + "best_issue_reason": "issue:41669 is specific, reproducible, and actionable, making it the best duplicate target among a largely heterogeneous set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Lazy-loading/import behavior vs TensorBoard-without-TF backend error; different bugs." - }, - { - "left": "issue:44485", - "right": "issue:46664", - "accept": false, - "reason": "GLM-5 RoPE math issue vs SmolVLM video-frame meaning/padding issue; unrelated models and code paths." - }, - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "Specific processor save_pretrained file omission vs an unspecified bug report." - }, - { - "left": "issue:44273", - "right": "issue:45003", - "accept": false, - "reason": "Lazy loading performance/correctness vs unsafe sys.modules access in modeling_utils; different failures." - }, - { - "left": "issue:45381", - "right": "issue:46664", - "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug vs SmolVLM video processor padding/num_frames bug." + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same import slowdown regression: 41669 identifies import * in models as the cause, and 44246 reports the resulting slow/variable import time." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "Import-star performance regression vs GenerationMixin cache missing during chunked_prefill; not the same defect." + "reason": "Different bugs: missing attentions assignment in CLIP output vs a post_init allowance/validation issue in patchtsmixer." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is specific; 45850 is only a broad umbrella complaint." + "reason": "Both mention test flakiness, but they are different failures in different test utilities and code paths." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Different Qwen3-VL issues: 2D box output error vs infinite loop on a specific image." + "reason": "Unrelated: cache/layer no_grad behavior vs a Python version compatibility problem." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Model-specific output bug vs global PretrainedConfig type-checking regression." + "reason": "Different model-load/save problems: sorted state_dict loading vs incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { - "left": "issue:43572", + "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is distinct from a generic v5 breakage report." + "reason": "One is a concrete cache update mutation issue; the other is a vague broad complaint about many models breaking." }, { - "left": "issue:44466", - "right": "issue:44556", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Serialization of tied weights depends on device vs checkpoint reload failure after upgrade; related area but different bug." + "reason": "Different import/load errors: missing PyTorch for AutoModel vs tokenizer-loading regression." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "PatchTSMixer post_init policy issue vs AttributeError in tied-weight-key handling; different code paths." + "reason": "Different Qwen/MoE issues: FP8 save_pretrained behavior vs missing _tp_plan for tensor parallelism." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:43618", + "right": "issue:46285", "accept": false, - "reason": "Broken transformers env CLI vs checkpoint reload incompatibility; not the same underlying issue." + "reason": "Both involve CLIP, but one is an output attribute regression and the other is a structural model-layout inconsistency." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "TF32 API migration guidance vs a typo in cache strategies; unrelated." + "reason": "Completely different topics: DSA indexer activation choice vs DeepSeekV3 implementation divergence." }, { - "left": "issue:45850", - "right": "issue:47059", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Generic v5 breakage complaint vs HF Hub CLI completion attribute error in tests." + "reason": "Same model family, but one is a missing tensor-parallelism plan and the other is a generic from_pretrained error; not enough evidence they are the same bug." }, { - "left": "issue:44492", - "right": "issue:45850", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Documentation typo vs broad version-breakage umbrella." + "reason": "Both are import errors, but they concern different exported symbols and likely different fixes." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "Import slowness vs lazy loading malfunction; could be adjacent, but not clearly the same bug." + "reason": "Different problems: unwanted network requests with local_files_only vs AddedToken keyword duplication." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Sam3 model-type warning vs Liger Kernel not applied with model_init; distinct problems." + "reason": "Both are Qwen3.5-related, but one is tensor parallelism metadata and the other is a missing vision-config field." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:43525", + "right": "issue:47317", "accept": false, - "reason": "Import-time performance from import * vs missing Qwen3_5 symbol export/import failure." + "reason": "Unrelated: a config attribute missing pad_token_id vs a PPFormulaNet training-loss bug." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance issue; unrelated." + "reason": "Different CI/test issues in different models; no shared underlying bug." }, { "left": "issue:42890", - "right": "issue:44908", + "right": "issue:44964", "accept": false, - "reason": "Test flakiness from missing seed vs inverse_sqrt scheduler ignoring kwargs; different subsystems." + "reason": "Different failures: flaky integration tests vs inability to load Phi-4 multimodal model." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:42898", + "right": "issue:46664", "accept": false, - "reason": "Python-version compatibility regression vs Qwen3-VL box-output bug." + "reason": "Different behavior changes in different subsystems: tokenization cleanup vs video processor num_frames semantics." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:44734", + "right": "issue:46617", "accept": false, - "reason": "position_ids buffer access error vs generic bug report." + "reason": "Different paths: KV-cache continuation crash in serve vs trust_remote_code cache FileNotFoundError." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:45071", + "right": "issue:47317", "accept": false, - "reason": "tokenizer_class mismatch in saved config vs generic bug report." + "reason": "Different issues: type checking regression in PretrainedConfig vs training loss bug." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "AutoProcessor kwargs propagation vs scheduler kwargs handling; unrelated." + "reason": "Both involve loading after v5 upgrades, but one is tokenizer loading and the other is checkpoint reload compatibility; not the same concrete bug." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "CLI env command breakage vs scheduler timescale bug." + "reason": "Different regressions: int4 quantization memory growth vs inability to reload older checkpoints after upgrade." }, { - "left": "issue:43576", - "right": "issue:47176", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "Broken env command vs command-substitution allowlist bypass; different security/CLI issues." + "reason": "Unrelated: cache update autograd semantics vs a dummy Conv2d in Sam3PixelDecoder." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:43824", + "right": "issue:46617", "accept": false, - "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking regression." + "reason": "Different import/load failures: missing top-level Qwen2_5_VL export vs cache loading failure for trust_remote_code." }, { - "left": "issue:41669", - "right": "issue:45341", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Import performance regression vs a small testing_utils bug." + "reason": "Different API regressions: broken env command vs changed behavior of AttentionInterface.register." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "Pipeline save_pretrained issue vs tied-weight-key AttributeError; different save/export paths." + "reason": "Unrelated: local_files_only network leakage vs GLM-5 RoPE implementation discussion." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:43874", + "right": "issue:46617", "accept": false, - "reason": "Import-star slowdown vs missing HybridCache export/import; not the same defect." + "reason": "Different issues: missing image-patch helper in a processor vs cache file loading failure." }, { - "left": "issue:43976", - "right": "issue:46218", + "left": "issue:45850", + "right": "issue:47110", "accept": false, - "reason": "Python support regression vs missing Qwen3_5ForCausalLM import." + "reason": "The first is a vague umbrella complaint about many models breaking; the second is a specific special_tokens attribute error." }, { - "left": "issue:31795", + "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward args vs tokenizer loading regression." - }, - { - "left": "issue:43976", - "right": "issue:47176", - "accept": false, - "reason": "Python-version compatibility vs shell-operator allowlist bypass." - }, - { - "left": "issue:46018", - "right": "issue:46172", - "accept": false, - "reason": "DeepSeek-V4 gating logic vs tensor transpose bug; not the same change." - }, - { - "left": "issue:43519", - "right": "issue:46655", - "accept": false, - "reason": "Qwen3VL timestamp calculation vs SmolVLM video padding calculation." - }, - { - "left": "issue:44315", - "right": "issue:44829", - "accept": false, - "reason": "Liger Kernel application bug vs flash_attention_3 training degeneration; different mechanisms." + "reason": "Different subsystems: MLFlow reporting on training failure vs tokenizer-loading regression." }, { - "left": "issue:44485", - "right": "issue:47176", - "accept": false, - "reason": "RoPE implementation issue vs shell command substitution security bypass." - }, - { - "left": "issue:44360", - "right": "issue:45468", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "DSA indexer ReLU discussion vs Gemma-4 audio positional encoding bug." + "reason": "No shared underlying bug: compiled Python file errors vs performance slowdown after upgrade." }, { - "left": "issue:43576", - "right": "issue:44273", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "Broken env CLI vs lazy loading malfunction; adjacent v5 complaints but not one bug." + "reason": "SentenceTransformers loading hang and documentation confusion are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays conservative and is grounded in the packet. The only accepted pair, issue:41669 vs issue:44246, is plausibly the same import-slowdown problem, and the remaining pairwise rejections do not overclaim equivalence beyond the available evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18478,408 +17528,318 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 64, + "review_unit_index": 62, "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ - "issue:28348", "issue:29870", "issue:30333", - "issue:31515", "issue:31795", + "issue:33453", "issue:34689", "issue:36296", "issue:38617", - "issue:41669", - "issue:42371", - "issue:42913", - "issue:43066", - "issue:43298", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", "issue:43352", + "issue:43475", "issue:43502", - "issue:43519", + "issue:43525", "issue:43576", - "issue:43606", - "issue:43618", - "issue:43704", - "issue:43717", - "issue:43976", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", "issue:44230", - "issue:44263", - "issue:44273", + "issue:44315", "issue:44351", + "issue:44355", + "issue:44360", "issue:44485", "issue:44492", - "issue:44623", - "issue:44861", - "issue:44908", - "issue:44998", - "issue:45230", - "issue:45250", - "issue:45290", - "issue:45310", - "issue:45341", + "issue:44556", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", "issue:45468", "issue:45850", "issue:46095", + "issue:46143", "issue:46144", - "issue:46218", - "issue:46894", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726", "issue:47059", - "issue:47110", - "issue:47176", - "issue:47177" + "issue:47110" ], "soft_pairs": [ - "issue:43298|issue:46095", - "issue:45468|issue:46894", - "issue:45230|issue:45310", - "issue:43976|issue:47177", - "issue:43519|issue:44485", - "issue:44485|issue:47177", - "issue:44273|issue:44908", - "issue:43519|issue:44908", - "issue:31795|issue:34689", - "issue:43576|issue:46218", - "issue:41669|issue:43704", - "issue:44485|issue:45468", - "issue:44861|issue:47110", - "issue:45850|issue:47177", - "issue:45850|issue:47176", - "issue:43704|issue:44485", - "issue:42371|issue:43704", - "issue:43352|issue:47177", - "issue:43502|issue:43519", - "issue:43606|issue:45468", - "issue:42913|issue:43066", - "issue:45850|issue:46218", - "issue:43519|issue:44623", - "issue:44263|issue:45468", - "issue:44861|issue:47059", - "issue:43704|issue:45341", - "issue:43352|issue:46218", - "issue:44351|issue:46218", - "issue:28348|issue:45250", - "issue:44861|issue:45290", - "issue:44908|issue:44998", - "issue:44998|issue:47177", - "issue:44998|issue:47176", - "issue:44492|issue:44998", - "issue:44230|issue:44623", - "issue:28348|issue:43352", - "issue:43618|issue:44998", - "issue:31515|issue:38617", - "issue:44230|issue:45310", - "issue:29870|issue:31515", - "issue:30333|issue:31515", - "issue:31515|issue:36296", - "issue:31515|issue:31795", - "issue:43298|issue:44230", - "issue:43717|issue:46144" + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:43299|issue:44556", + "issue:43502|issue:44222", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:42757|issue:43576", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:44038|issue:45125", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:44351|issue:46617", + "issue:44315|issue:44360", + "issue:44230|issue:46095", + "issue:45375|issue:47110", + "issue:45362|issue:45850", + "issue:44485|issue:44961", + "issue:44961|issue:45468", + "issue:43525|issue:47110", + "issue:43673|issue:44492", + "issue:44315|issue:46209", + "issue:43352|issue:44961" ], - "prepared_review_unit_hash": "b0cc6f883fa1b8584c88f26db05184250799c7c932d5255a6a79e20602174c65", + "prepared_review_unit_hash": "1a1328957ff900c164a81a62f9c1716280a925106521ee9f3b420036e02df8cb", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 45, - "serialized_chars": 39769, - "estimated_input_tokens": 9943, - "estimated_eval_tokens": 20142 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36695, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. A few items orbit Flash Attention 2.0, but the soft pairs are largely generic topical overlaps rather than the same concrete bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45250 is the broadest Flash Attention 2.0 umbrella in the set and best fits the small flash-attention subset.", + "summary": "The cluster is semantically noisy: most pairs are broad v5/loading/import regressions but not the same underlying defect. No soft edge looks like a true duplicate pair.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 33453 is the most general concrete loading-regression report here, so it best represents the broad tokenizer/model-loading failure theme better than the more model-specific or unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:28348 is the most concrete and actionable issue, with an explicit model target and a clear requested change.", + "best_issue_reason": "Issue 33453 is the best global anchor because it is broad enough to subsume related loading regressions and is more representative than niche model-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43298", - "right": "issue:46095", - "accept": false, - "reason": "Audio-model continuous batching support vs a DeepSeek weight-conversion question; different problem classes." - }, - { - "left": "issue:45468", - "right": "issue:46894", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Different models and failure modes: Gemma-4 audio positional encoding vs CohereASR training-loss shifting." + "reason": "Both involve generation internals, but one is about no_grad decoration for cache updates and the other is a sync_gpus/model_kwargs bug." }, { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:46664", + "right": "issue:46726", "accept": false, - "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression; too vague to be the same bug." + "reason": "Video processor frame semantics and missing-vision-backend image processor errors are unrelated failure modes." }, { - "left": "issue:43976", - "right": "issue:47177", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "Python version compatibility issue vs a shell command-substitution security bypass; unrelated." + "reason": "Both are v5 model-loading regressions, but they affect different model families and likely different root causes." }, { - "left": "issue:43519", - "right": "issue:44485", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "Qwen3VL timestamp calculation vs GLM-5 RoPE implementation; different model/code paths." + "reason": "local_files_only network leakage and FP8 save_pretrained behavior are different subsystems and bugs." }, { - "left": "issue:44485", - "right": "issue:47177", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "RoPE implementation discussion vs shell-operator command-injection bypass; unrelated." + "reason": "MLFlow reporting after failed training is unrelated to a tensor-parallel training bug." }, { - "left": "issue:44273", - "right": "issue:44908", + "left": "issue:29870", + "right": "issue:31795", "accept": false, - "reason": "Lazy loading malfunction vs inverse_sqrt scheduler kwargs handling; different subsystems." + "reason": "A runtime UnboundLocalError in generate() is not the same as confusing forward() documentation." }, { - "left": "issue:43519", - "right": "issue:44908", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Processor timestamp bug vs scheduler configuration bug; no concrete overlap." + "reason": "Pipeline documentation drift and an unrelated issue title do not indicate the same bug." }, { - "left": "issue:31795", + "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion in forward args vs a Llama 3.2 model-loading breakage; not the same issue." + "reason": "Both are loading regressions, but one is tokenizer loading and the other is a specific Llama 3.2 Vision model-loading breakage." }, { - "left": "issue:43576", - "right": "issue:46218", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "Broken env command vs inability to import a specific Qwen class; different failures." + "reason": "Passing kwargs through RoFormer methods and not using the attention interface are related but distinct design/code-path issues." }, { - "left": "issue:41669", - "right": "issue:43704", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Import-star cleanup proposal vs a Qwen3 VRAM leak; unrelated changes." + "reason": "FP8 save_pretrained and FP8 inference support are different problems." }, { - "left": "issue:44485", - "right": "issue:45468", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Both touch positional encodings, but for different models and distinct bugs." + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are separate missing-export issues." }, { - "left": "issue:44861", - "right": "issue:47110", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "Tied-weight-key attribute crash vs special_tokens being a list; different code paths." + "reason": "local_files_only network requests and an unrelated issue title are not the same underlying defect." }, { - "left": "issue:45850", - "right": "issue:47177", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "Broad model-breakage complaint vs a file-write/RCE vulnerability; unrelated." + "reason": "Compiled Python file errors and PretrainedConfig type-checking breakage are different regressions." }, { - "left": "issue:45850", - "right": "issue:47176", + "left": "issue:43576", + "right": "issue:45071", "accept": false, - "reason": "Broad model-breakage complaint vs shell-command allowlist bypass; unrelated." + "reason": "Broken transformers env CLI and PretrainedConfig type checking affect different code paths." }, { - "left": "issue:43704", - "right": "issue:44485", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "Qwen3 VRAM leak vs GLM-5 RoPE implementation; no shared concrete defect." + "reason": "CLI env-command breakage and Qwen2.5-VL import failure are unrelated." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "TF32 API/settings guidance vs VRAM leak in Qwen3ForCausalLM; unrelated." + "reason": "huggingface_hub offline-mode import failure is not the same as the transformers env CLI regression." }, { - "left": "issue:43352", - "right": "issue:47177", + "left": "issue:43576", + "right": "issue:47059", "accept": false, - "reason": "Flash Attention support request for Nemotron vs a security file-write exploit; unrelated." + "reason": "CLI completion breakage from huggingface_hub and the transformers env command are different issues." }, { - "left": "issue:43502", - "right": "issue:43519", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "Unexpected network access with local_files_only vs Qwen3VL timestamp bug; different issues." + "reason": "Forward() documentation confusion and a missing layer_type_validation import are unrelated." }, { - "left": "issue:43606", - "right": "issue:45468", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "CPU offload device mismatch vs Gemma-4 audio positional encoding; unrelated bugs." + "reason": "A generic v5/Qwen3-VL-Moe bug report and missing tensor-parallel plan for Qwen3_5Moe are not the same concrete bug." }, { - "left": "issue:42913", - "right": "issue:43066", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they describe different concrete symptoms and are too broad to treat as duplicates." + "reason": "Tensor-parallel training behavior and text-classification pipeline docs are unrelated." }, { - "left": "issue:45850", - "right": "issue:46218", + "left": "issue:43475", + "right": "issue:46617", "accept": false, - "reason": "General v5 model breakage vs import failure for Qwen3_5ForCausalLM; different failures." + "reason": "SAM 3 Video attribute mismatch and trust_remote_code cache loading are different model-loading failures." }, { - "left": "issue:43519", - "right": "issue:44623", + "left": "issue:44351", + "right": "issue:46617", "accept": false, - "reason": "Timestamp calculation bug vs missing files on processor.save_pretrained; different behaviors." + "reason": "HybridCache import failure and cached trust_remote_code FileNotFoundError are separate loading/import issues." }, { - "left": "issue:44263", - "right": "issue:45468", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "torch.split return-value issue in a MoE indexer vs Gemma-4 audio positional encoding; unrelated." + "reason": "model_init not applying Liger Kernel and a DSA indexer discussion are unrelated." }, { - "left": "issue:44861", - "right": "issue:47059", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "Tied-weight-key crash vs CLI test failure with huggingface_hub 1.22.0; different roots." + "reason": "FP8 inference support and a weight-conversion-script question are not the same bug." }, { - "left": "issue:43704", - "right": "issue:45341", + "left": "issue:45375", + "right": "issue:47110", "accept": false, - "reason": "VRAM leak vs a small testing_utils bug; not the same underlying change." + "reason": "missing config field in Qwen3_5MoeVisionConfig and a special_tokens list error are different parsing/config bugs." }, { - "left": "issue:43352", - "right": "issue:46218", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "Flash Attention 2.0 support request vs class import failure; distinct issues." + "reason": "Qwen3.5-35B chat crash and a vague 'v5 breaks too many models' report are not the same concrete failure." }, { - "left": "issue:44351", - "right": "issue:46218", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "Missing HybridCache export vs missing Qwen3_5ForCausalLM import; similar symptom, but not enough evidence of the same fix." + "reason": "GLM-5 RoPE implementation and an unrelated issue title are not duplicates." }, { - "left": "issue:28348", - "right": "issue:45250", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "Specific GPT2 Flash Attention 2.0 support request vs a broad generic Flash Attention 2.0 issue; same topic, not the same concrete change." + "reason": "The placeholder title 'racoon' provides no evidence of the same bug as Gemma-4 audio positional encoding." }, { - "left": "issue:44861", - "right": "issue:45290", + "left": "issue:43525", + "right": "issue:47110", "accept": false, - "reason": "Tied-weight-key crash vs apply_chat_template crash with tool calls; unrelated." + "reason": "Llama4Config pad_token_id missing and special_tokens list handling are different attribute/config problems." }, { - "left": "issue:44908", - "right": "issue:44998", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Scheduler kwargs bug vs an unrelated 'Unemployment' issue." + "reason": "GenerationMixin cache missing during chunked_prefill and a cache-strategy typo are unrelated." }, { - "left": "issue:44998", - "right": "issue:47177", + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "Completely unrelated topics: unemployment vs command-substitution RCE." + "reason": "Liger Kernel model_init behavior and FP8 inference on B200 are different performance/runtime issues." }, { - "left": "issue:44998", - "right": "issue:47176", - "accept": false, - "reason": "Completely unrelated topics: unemployment vs shell allowlist bypass." - }, - { - "left": "issue:44492", - "right": "issue:44998", - "accept": false, - "reason": "Cache-strategy typo vs unrelated non-technical issue." - }, - { - "left": "issue:44230", - "right": "issue:44623", - "accept": false, - "reason": "FP8 support request for Qwen3-VL/Qwen3.5 MoE vs processor.save_pretrained missing files; unrelated." - }, - { - "left": "issue:28348", - "right": "issue:43352", - "accept": false, - "reason": "Both mention Flash Attention 2.0, but they are separate model-specific support requests and not the same concrete bug/change." - }, - { - "left": "issue:43618", - "right": "issue:44998", - "accept": false, - "reason": "CLIPOutput attentions regression vs unrelated non-technical issue." - }, - { - "left": "issue:31515", - "right": "issue:38617", - "accept": false, - "reason": "Slow from_pretrained loading vs an ImportError for layer_type_validation; different code paths." - }, - { - "left": "issue:44230", - "right": "issue:45310", - "accept": false, - "reason": "FP8 support request vs a from_pretrained error; related model family, but different concrete problems." - }, - { - "left": "issue:29870", - "right": "issue:31515", - "accept": false, - "reason": "BART generate UnboundLocalError vs slow checkpoint loading; unrelated." - }, - { - "left": "issue:30333", - "right": "issue:31515", - "accept": false, - "reason": "MLflow reporting on failed jobs vs slow from_pretrained loading; unrelated." - }, - { - "left": "issue:31515", - "right": "issue:36296", - "accept": false, - "reason": "Checkpoint load slowness vs tensor-parallel training bug; different subsystems." - }, - { - "left": "issue:31515", - "right": "issue:31795", - "accept": false, - "reason": "Slow loading vs documentation confusion around model.forward args; unrelated." - }, - { - "left": "issue:43298", - "right": "issue:44230", - "accept": false, - "reason": "Continuous batching for audio models vs FP8 support for Qwen3-VL/Qwen3.5 MoE; different feature requests." - }, - { - "left": "issue:43717", - "right": "issue:46144", + "left": "issue:43352", + "right": "issue:44961", "accept": false, - "reason": "Mamba init_weights behavior vs RoFormer attention interface use; unrelated." + "reason": "Flash Attention 2 support for NemotronHForCausalLM is unrelated to the placeholder issue." } ] }, @@ -18894,343 +17854,353 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 65, + "review_unit_index": 63, "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-528", + "cluster_id": "cluster-10000-529", "nodes": [ - "issue:37934", - "issue:42936", - "issue:43240", - "issue:43668", - "issue:43813", - "issue:44031", + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43867", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44393", + "issue:44466", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45341", + "issue:45381", + "issue:45542", + "issue:45753", + "issue:45850", "issue:46018", - "issue:46144" + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" ], "soft_pairs": [ - "issue:42936|issue:46018", - "issue:43668|issue:44031", - "issue:42936|issue:43240", - "issue:43240|issue:46144", - "issue:42936|issue:44031", - "issue:42936|issue:46144", - "issue:42936|issue:43813", - "issue:43668|issue:43813", - "issue:43240|issue:43668", - "issue:37934|issue:43668", - "issue:42936|issue:43668" + "issue:43867|issue:47110", + "issue:44273|issue:45542", + "issue:44485|issue:46664", + "issue:44623|issue:45230", + "issue:45381|issue:46664", + "issue:44273|issue:45003", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43572|issue:45850", + "issue:44466|issue:44556", + "issue:44077|issue:44861", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:44246|issue:44273", + "issue:44492|issue:45850", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44492|issue:46328", + "issue:42890|issue:44908", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:44704|issue:44908", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:44908|issue:45071", + "issue:41669|issue:45341", + "issue:44655|issue:44861", + "issue:41669|issue:44351", + "issue:43976|issue:46218", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:46018|issue:46172", + "issue:43519|issue:46655" ], - "prepared_review_unit_hash": "137f4f87c0ef24e94e3ec04d11e1f8d3bdef013d00888167f256d9a253af98fb", + "prepared_review_unit_hash": "960ff30747ac92c900ae72dc2a6cdb6e8fc6a625615e8d4cc3738853ea7f773c", "component_budget": { - "node_count": 528, - "item_count": 528, - "soft_pair_count": 1949, - "serialized_chars": 1009956, - "estimated_input_tokens": 252489, - "estimated_eval_tokens": 505234 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 11, - "serialized_chars": 7774, - "estimated_input_tokens": 1944, - "estimated_eval_tokens": 4144 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38133, + "estimated_input_tokens": 9534, + "estimated_eval_tokens": 19324 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are not duplicates; they cover unrelated bugs and cleanup across different models/components (norms, tokenizers, loss kwargs, config typing, quantization typo, MoE gating, and attention plumbing). The cluster looks like loose semantic similarity rather than one underlying defect.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue fits this cluster because the topics are unrelated; if forced, issue 42936 is one of the more concrete bug reports, but it does not represent the rest.", + "summary": "High-noise cluster of mostly unrelated Transformers issues. The soft links are largely superficial topical similarities (v5 regressions, model/processor/import issues) rather than the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue cleanly fits this heterogeneous set; issue:45850 is the broadest umbrella for the repeated v5-regression complaints, but it is too generic to serve as a precise duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42936 is the most concrete standalone bug report in the set, but it is not a good global representative because the other issues are on different code paths and model families.", + "best_issue_reason": "issue:45850 is the best standalone representative only as a high-level umbrella for the cluster\u2019s broad v5 breakage theme, but it is not a tight duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42936", - "right": "issue:46018", + "left": "issue:43867", + "right": "issue:47110", "accept": false, - "reason": "Different model bugs: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating. No shared code path or same fix." + "reason": "Different failures: state-dict loading vs special_tokens dict handling; only superficial input/loading overlap." }, { - "left": "issue:43668", - "right": "issue:44031", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "Config type-hint typo vs tokenizer regex warning regression. These are unrelated maintenance/behavior issues." + "reason": "Lazy loading/import behavior vs TensorFlow backend detection; not the same bug path." }, { - "left": "issue:42936", - "right": "issue:43240", + "left": "issue:44485", + "right": "issue:46664", "accept": false, - "reason": "Mask2Former ignore_value usage and loss-function kwargs plumbing are separate bugs in different parts of the training stack." + "reason": "GLM-5 RoPE implementation issue vs SmolVLM video num_frames semantics; unrelated model code paths." }, { - "left": "issue:43240", - "right": "issue:46144", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Loss kwargs not forwarded vs RoFormer attention interface usage. Distinct subsystems and fixes." + "reason": "Concrete processor.save_pretrained missing-files bug vs a generic bug report; no evidence of the same defect." }, { - "left": "issue:42936", - "right": "issue:44031", + "left": "issue:45381", + "right": "issue:46664", "accept": false, - "reason": "Model-specific ignore_value bug is unrelated to a global tokenizer warning after a version bump." + "reason": "Qwen2.5-VL vision_position_ids bug vs SmolVLM num_frames semantics; different processors and symptoms." }, { - "left": "issue:42936", - "right": "issue:46144", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "Mask2Former loss masking issue and RoFormer attention interface issue are unrelated model implementations." + "reason": "Lazy loading problem vs unsafe sys.modules access in modeling_utils; separate internals." }, { - "left": "issue:42936", - "right": "issue:43813", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "A Mask2Former runtime bug and a quantization attribute typo are not the same underlying problem." + "reason": "Import-* performance issue vs chunked_prefill cache missing; not the same code-path problem." }, { - "left": "issue:43668", - "right": "issue:43813", + "left": "issue:43525", + "right": "issue:45850", "accept": false, - "reason": "ModernBERT config type annotation error vs a quantization typo; both are typos but in different symbols and code paths." + "reason": "Missing pad_token_id on Llama4Config vs broad v5 breakage complaint; one specific config bug, one generic umbrella issue." }, { - "left": "issue:43240", - "right": "issue:43668", + "left": "issue:44393", + "right": "issue:45753", "accept": false, - "reason": "Loss-kwargs forwarding bug is unrelated to a config type-hint mistake." + "reason": "Different Qwen3-VL/Qwen3_5 runtime failures: 2D bbox output vs infinite loop on one image." }, { - "left": "issue:37934", - "right": "issue:43668", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "RMS norm implementation question vs ModernBERT norm_eps type hint; different models and different defects." + "reason": "Model output/hallucination bug vs PretrainedConfig type-checking regression; unrelated failures." }, { - "left": "issue:42936", - "right": "issue:43668", + "left": "issue:43572", + "right": "issue:45850", "accept": false, - "reason": "Mask2Former ignore_value bug and ModernBERT config typing issue do not share the same code path or fix." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 2, - "component_count": 27, - "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-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": "946ba167013f470c5dc3c45fde6562de8455f3013656143f27e597fe1a2573c5", - "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 - }, - "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These three issues are about unrelated topics: tokenizer truncation behavior, a ReduceLROnPlateau-style training feature, and Wav2Vec2 word time offsets. None looks like the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue among these: the cluster is not a duplicate set, and the issues describe distinct feature requests/problems.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 10519 is the most concrete and self-contained report, but it is still unrelated to the other two and should not be treated as their duplicate.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "StableLmConfig pad_token_idx regression vs broad v5 breakage complaint; not the same underlying bug." + }, { - "left": "issue:10519", - "right": "issue:11307", + "left": "issue:44466", + "right": "issue:44556", "accept": false, - "reason": "Different domains and requested behavior: truncation strategy vs Wav2Vec2 word boundary timing." + "reason": "Tied-weight serialization inconsistency vs checkpoint reload failure after upgrade; related area but different defect." }, { - "left": "issue:10519", - "right": "issue:11005", + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "Completely different feature requests: text truncation option vs learning-rate scheduler functionality." + "reason": "PatchTSMixer post_init policy change vs tied-weight-key AttributeError; distinct model-loading issues." }, { - "left": "issue:11005", - "right": "issue:11307", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "No shared bug/change path; one is about training scheduler behavior, the other about extracting word offsets from speech models." - } - ] - }, - "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": 27, - "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-13244-3", - "nodes": [ - "issue:13244", - "issue:15980", - "issue:16618" - ], - "soft_pairs": [ - "issue:13244|issue:16618", - "issue:15980|issue:16618" - ], - "prepared_review_unit_hash": "b90dd86c7dcec97ff7e399dc76320e66b2418c49f3948fad111074e71b8fcdb0", - "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 2478, - "estimated_input_tokens": 620, - "estimated_eval_tokens": 1496 - }, - "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 2478, - "estimated_input_tokens": 620, - "estimated_eval_tokens": 1496 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "The three issues are only loosely related by model loading/tokenization in Transformers, but they do not appear to describe the same underlying bug. Issue #16618 is the broadest model-loading report, while #15980 is an auth/error-message case and #13244 is a TAPAS tokenization discrepancy.", - "confidence": 0.79, - "canonical_issue_reason": "#16618 is the most general and central issue in the set, describing a concrete model-loading failure rather than a narrower symptom like error messaging or tokenizer mismatch.", - "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best representative because it is the broadest and most directly about model loading, but the cluster is not strong enough to treat the others as duplicates of it.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "Both concern v5 checkpoint compatibility, but one is general reload-after-upgrade and the other is remote-code/meta-init; not clearly the same bug." + }, { - "left": "issue:13244", - "right": "issue:16618", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "These concern different problems: TAPAS tokenization mismatch versus a model loading failure for bert-base-uncased. Shared NLP/model context is too broad to indicate the same bug." + "reason": "TF32 settings guidance vs a typo in cache strategies; no duplicate relationship." }, { - "left": "issue:15980", - "right": "issue:16618", + "left": "issue:45850", + "right": "issue:47059", "accept": false, - "reason": "Both mention downloading/loading models, but one is specifically about a bad error message for private models without login, while the other is a generic failure to load bert-base-uncased. Different underlying issue." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 4, - "component_count": 27, - "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-26350-2", - "nodes": [ - "issue:26350", - "issue:33260" - ], - "soft_pairs": [ - "issue:26350|issue:33260" - ], - "prepared_review_unit_hash": "658b63e3247bd15d36afd8eadf8db9de89bf8dcc3b95bfd64c990dccb2128831", - "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 unrelated community feature requests: one for Flash Attention 2 support and one for GGUF support across more architectures. They share only broad implementation-tracking similarity, not the same underlying change.", - "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "Generic v5 breakage vs a CLI incompatibility with huggingface_hub 1.22.0; different subsystem and root cause." + }, { - "left": "issue:26350", - "right": "issue:33260", + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slow sometimes vs lazy loading not working properly; performance symptom overlap only." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo vs broad v5 regressions; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3_video/sam3_tracker config mismatch vs Liger Kernel not applied with model_init; separate feature/config bugs." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time cleanup/performance discussion vs inability to import one model class; not the same concrete failure." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance issue; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests vs inverse_sqrt scheduler kwargs ignored; one is test flakiness, the other scheduler behavior." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility regression vs Qwen3-VL output bug; different issue classes." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error vs generic bug report; no concrete overlap." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs passthrough vs scheduler kwargs handling; both kwargs-related, but different subsystems and bugs." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save mismatch vs generic bug report; not the same underlying problem." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "`transformers env` command broken in v5 vs scheduler kwargs ignored; unrelated functionality." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Env command breakage vs shell-operator allowlist bypass; different security/CLI paths." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs ignored vs PretrainedConfig type checking regression; separate API areas." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-* slowdown vs a testing_utils bug; no shared defect." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure vs tied-weight-key AttributeError; different save/load paths." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import performance cleanup vs missing HybridCache import; only superficial import-related overlap." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version support issue vs inability to import a specific Qwen3_5 model class; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion around model.forward args vs tokenizer loading regression; unrelated topics." + }, + { + "left": "issue:43976", + "right": "issue:47176", "accept": false, - "reason": "Different requested capabilities and code paths (Flash Attention 2 vs GGUF architecture support); not the same bug or change." + "reason": "Python version compatibility vs shell command allowlist bypass; no shared bug." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-V4 related, but one is shared-expert gating and the other is a dtype/transpose expression; too different to merge." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3-VL timestamp calculation vs SmolVLM video padding calculation; both video-related but not the same bug." } ] }, @@ -19243,735 +18213,579 @@ }, { "label": "issue", - "component_index": 5, + "component_index": 1, "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, + "review_unit_index": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-27088-10", + "cluster_id": "cluster-10000-529", "nodes": [ - "issue:27088", - "issue:28936", - "issue:38435", - "issue:43834", - "issue:44365", - "issue:44370", - "issue:46222", - "issue:46226", - "issue:46931", - "issue:47299" + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43976", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" ], "soft_pairs": [ - "issue:27088|issue:44370", - "issue:27088|issue:44365", - "issue:27088|issue:43834", - "issue:27088|issue:47299", - "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:47299", - "issue:38435|issue:46226", - "issue:43834|issue:44370", - "issue:43834|issue:44365", - "issue:43834|issue:47299", - "issue:43834|issue:46226", - "issue:43834|issue:46931", - "issue:44365|issue:44370", - "issue:44365|issue:47299", - "issue:44365|issue:46226", - "issue:44365|issue:46931", - "issue:44370|issue:47299", - "issue:44370|issue:46226", - "issue:44370|issue:46931", - "issue:46222|issue:47299", - "issue:44370|issue:46222", - "issue:44365|issue:46222", - "issue:43834|issue:46222", - "issue:46222|issue:46226", - "issue:46226|issue:46931", - "issue:46226|issue:47299", - "issue:46931|issue:47299" + "issue:44315|issue:44829", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:43576|issue:44273", + "issue:43298|issue:46095", + "issue:45468|issue:46894", + "issue:45230|issue:45310", + "issue:43976|issue:47177", + "issue:43519|issue:44485", + "issue:44485|issue:47177", + "issue:44273|issue:44908", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:43576|issue:46218", + "issue:41669|issue:43704", + "issue:44485|issue:45468", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:43704|issue:44485", + "issue:44861|issue:47110", + "issue:42371|issue:43704", + "issue:43352|issue:47177", + "issue:43502|issue:43519", + "issue:43606|issue:45468", + "issue:42913|issue:43066", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44861|issue:47059", + "issue:43704|issue:45341", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:28348|issue:45250", + "issue:44861|issue:45290", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:43618|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:45310", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "a27d89a732e4b19eff3087f0f1efdb78315a72d39256034e01019e586ca3ea05", + "prepared_review_unit_hash": "12255cf547dfb5e8c71471a31f1255016c0b3c846d212dd05548adfc83833608", "component_budget": { - "node_count": 10, - "item_count": 10, - "soft_pair_count": 35, - "serialized_chars": 18663, - "estimated_input_tokens": 4666, - "estimated_eval_tokens": 9588 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 10, - "item_count": 10, - "soft_pair_count": 35, - "serialized_chars": 18663, - "estimated_input_tokens": 4666, - "estimated_eval_tokens": 9588 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 48, + "serialized_chars": 41329, + "estimated_input_tokens": 10333, + "estimated_eval_tokens": 20922 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, - "split": false, + "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of distinct i18n translation requests and some repeated/template-like placeholder issues. The only clear duplicate set is the generic placeholder trio with the exact same title; the language-specific translation requests are not duplicates of each other.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43834 is the earliest clean placeholder/template issue and best represents the exact duplicate trio with the same title.", + "summary": "The cluster is very heterogeneous: most pairings share only vague transformer/model-loading language and are not true duplicates. I found no soft edge that safely merges into a single underlying issue or change.", + "confidence": 0.23, + "canonical_issue_reason": "Issue #44273 is the broadest loading-related report in the set and the least specific, so it is the closest available representative; however, the cluster is too mixed to treat it as a real duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the best representative of the duplicated template-based issue set; the other real-language translation issues should remain separate.", + "best_issue_reason": "#44273 is the best issue representative only because it covers the widest loading/theme overlap; it is not a strong duplicate canonical due to the cluster\u2019s unrelated topics.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:27088", - "right": "issue:44370", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "Different translation targets; same template body is not enough to make these the same issue." + "reason": "Different failures: model_init application of Liger Kernel vs flash_attention_3 training degeneration." }, { - "left": "issue:27088", - "right": "issue:44365", + "left": "issue:44485", + "right": "issue:47176", "accept": false, - "reason": "Turkish vs generic placeholder issue; not the same underlying translation request." + "reason": "RoPE implementation discussion vs shell-command allowlist bypass; unrelated bug classes." }, { - "left": "issue:27088", - "right": "issue:43834", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "Specific Turkish docs translation is distinct from the generic placeholder issue." + "reason": "DSA indexer ReLU question vs Gemma-4 audio positional encoding bug; different code paths." }, { - "left": "issue:27088", - "right": "issue:47299", + "left": "issue:43576", + "right": "issue:44273", "accept": false, - "reason": "Different language/content; no clear evidence these are the same task." + "reason": "Broken env command and lazy-loading regression are different issues, only loosely v5-related." }, { - "left": "issue:27088", - "right": "issue:38435", + "left": "issue:43298", + "right": "issue:46095", "accept": false, - "reason": "Turkish and Romanian translation requests are separate issues." + "reason": "Continuous batching audio support vs weight-conversion-script question; not the same bug." }, { - "left": "issue:27088", - "right": "issue:28936", + "left": "issue:45468", + "right": "issue:46894", "accept": false, - "reason": "Turkish and Spanish translation requests are different work items." + "reason": "Audio positional encoding bug vs training-loss double-shift bug; different model families and symptoms." }, { - "left": "issue:28936", - "right": "issue:43834", + "left": "issue:45230", + "right": "issue:45310", "accept": false, - "reason": "Spanish translation request is distinct from the generic template issue." + "reason": "Generic bug report vs specific Qwen3.5 MoE from_pretrained failure; too unspecific to match." }, { - "left": "issue:28936", - "right": "issue:44365", + "left": "issue:43976", + "right": "issue:47177", "accept": false, - "reason": "Spanish and generic placeholder issues are not the same underlying request." + "reason": "Python version compatibility issue vs tar/zip slip RCE vulnerability; unrelated." }, { - "left": "issue:28936", - "right": "issue:38435", + "left": "issue:43519", + "right": "issue:44485", "accept": false, - "reason": "Spanish and Romanian translation requests are separate." + "reason": "Qwen3VL timestamp bug vs GLM-5 RoPE implementation; separate processor/model logic." }, { - "left": "issue:28936", - "right": "issue:44370", + "left": "issue:44485", + "right": "issue:47177", "accept": false, - "reason": "Distinct language-specific request vs generic placeholder issue." + "reason": "RoPE implementation vs archive-extraction RCE; unrelated security vs model math." }, { - "left": "issue:38435", - "right": "issue:44370", + "left": "issue:44273", + "right": "issue:44908", "accept": false, - "reason": "Romanian translation request is not the same as the generic placeholder issue." + "reason": "Lazy loading regression vs inverse_sqrt scheduler kwargs bug; different subsystems." }, { - "left": "issue:38435", - "right": "issue:44365", + "left": "issue:43519", + "right": "issue:44908", "accept": false, - "reason": "Distinct translation request; shared template text is insufficient." + "reason": "Timestamp calculation in a processor vs scheduler parameter handling; no shared code path." }, { - "left": "issue:38435", - "right": "issue:43834", + "left": "issue:31795", + "right": "issue:34689", "accept": false, - "reason": "Romanian translation issue and placeholder issue are not duplicates." + "reason": "Documentation confusion about forward args vs a model-loading breakage; not duplicates." }, { - "left": "issue:38435", - "right": "issue:47299", + "left": "issue:43576", + "right": "issue:46218", "accept": false, - "reason": "No clear indication these are the same issue; titles differ substantially." + "reason": "Broken CLI/env command vs import failure for Qwen3_5ForCausalLM; different failure modes." }, { - "left": "issue:38435", - "right": "issue:46226", + "left": "issue:41669", + "right": "issue:43704", "accept": false, - "reason": "These look like different Thai-language posts; not clearly the same underlying report." + "reason": "Import-star cleanup/perf issue vs VRAM leak in dataloader threads; unrelated." }, { - "left": "issue:43834", - "right": "issue:44370", - "accept": true, - "reason": "Exact same placeholder title and near-identical template content; clearly duplicate issues." + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and issues: GLM-5 RoPE vs Gemma-4 audio positional encoding." }, { - "left": "issue:43834", - "right": "issue:44365", - "accept": true, - "reason": "Same generic placeholder issue; no meaningful difference beyond separate filing." + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad v5 compatibility complaint vs archive-write RCE; unrelated." }, { - "left": "issue:43834", - "right": "issue:47299", + "left": "issue:45850", + "right": "issue:47176", "accept": false, - "reason": "Both are malformed/placeholder-like, but the titles are not the same issue and the underlying request is unclear." + "reason": "Broad regression report vs shell-command allowlist bypass; different security/modeling domains." }, { - "left": "issue:43834", - "right": "issue:46226", + "left": "issue:43704", + "right": "issue:44485", "accept": false, - "reason": "Different title/content; similarity appears to come from a shared template, not the same issue." + "reason": "VRAM leak in multi-threaded loading vs GLM-5 RoPE implementation; not the same bug." }, { - "left": "issue:43834", - "right": "issue:46931", + "left": "issue:44861", + "right": "issue:47110", "accept": false, - "reason": "No evidence these malformed titles refer to the same underlying task." + "reason": "Tied-weights helper crash vs special_tokens list/keys error; different APIs." }, { - "left": "issue:43834", - "right": "issue:46222", + "left": "issue:42371", + "right": "issue:43704", "accept": false, - "reason": "Thai text issue and generic placeholder issue are not clearly duplicates." + "reason": "TF32 settings guidance vs VRAM leak; unrelated topics." }, { - "left": "issue:44365", - "right": "issue:44370", - "accept": true, - "reason": "Exact same placeholder/template issue; duplicate filing." + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Flash-Attention support gap vs zip-slip RCE; unrelated." }, { - "left": "issue:44365", - "right": "issue:47299", + "left": "issue:43502", + "right": "issue:43519", "accept": false, - "reason": "Different malformed titles; not enough to merge as the same issue." + "reason": "Unwanted network requests during local_files_only vs processor timestamp bug; different areas." }, { - "left": "issue:44365", - "right": "issue:46226", + "left": "issue:43606", + "right": "issue:45468", "accept": false, - "reason": "Shared template similarity only; titles/content do not show the same underlying issue." + "reason": "CPU offload device mismatch vs audio positional encoding bug; different code paths." }, { - "left": "issue:44365", - "right": "issue:46931", + "left": "issue:42913", + "right": "issue:43066", "accept": false, - "reason": "These do not appear to be the same task or report." + "reason": "General tokenizer behavior change vs wrong decoder type in v5; related theme but different concrete defects." }, { - "left": "issue:44365", - "right": "issue:46222", + "left": "issue:45850", + "right": "issue:46218", "accept": false, - "reason": "Different Thai-language content; not clearly duplicates." + "reason": "Broad v5 breakage complaint vs module import failure; not the same underlying bug." }, { - "left": "issue:44370", - "right": "issue:47299", + "left": "issue:43519", + "right": "issue:44623", "accept": false, - "reason": "Placeholder-like titles but not the same specific issue." + "reason": "Processor timestamp bug vs missing files on save_pretrained; unrelated save/load paths." }, { - "left": "issue:44370", - "right": "issue:46226", + "left": "issue:44263", + "right": "issue:45468", "accept": false, - "reason": "Not clearly the same issue; only generic template similarity is visible." + "reason": "torch.split return semantics in DSA indexer vs Gemma-4 audio positional encoding; different subsystems." }, { - "left": "issue:44370", - "right": "issue:46931", + "left": "issue:44861", + "right": "issue:47059", "accept": false, - "reason": "Different titles and no shared concrete bug/change." + "reason": "Tied-weight key handling vs CLI tests failing on huggingface_hub API change; unrelated." }, { - "left": "issue:44370", - "right": "issue:46222", + "left": "issue:43704", + "right": "issue:45341", "accept": false, - "reason": "The Thai text issue is distinct from the generic placeholder issue." + "reason": "VRAM leak in dataloader threads vs a testing_utils bug; no shared code path." }, { - "left": "issue:46222", - "right": "issue:47299", + "left": "issue:43352", + "right": "issue:46218", "accept": false, - "reason": "Both are malformed/oddly titled, but there is no concrete proof they represent the same report." + "reason": "Flash Attention 2 support gap vs import failure for Qwen3_5ForCausalLM; different issues." }, { - "left": "issue:44370", - "right": "issue:46222", + "left": "issue:44351", + "right": "issue:46218", "accept": false, - "reason": "Generic template issue vs Thai text issue; not the same underlying item." + "reason": "HybridCache import failure vs Qwen3_5ForCausalLM import failure; both imports, but different symbols and likely different breaks." }, { - "left": "issue:44365", - "right": "issue:46222", + "left": "issue:28348", + "right": "issue:45250", "accept": false, - "reason": "Same broad i18n/translation theme, but not the same issue." + "reason": "GPT2LMHeadModel flash-attention support request vs generic Flash Attention 2.0 issue; too broad and not the same artifact." }, { - "left": "issue:43834", - "right": "issue:46222", + "left": "issue:44861", + "right": "issue:45290", "accept": false, - "reason": "No clear duplicate relationship beyond loose similarity." + "reason": "Tied-weights helper crash vs chat-template tool-call crash; unrelated model-utils paths." }, { - "left": "issue:46222", - "right": "issue:46226", + "left": "issue:44908", + "right": "issue:44998", "accept": false, - "reason": "Very similar Thai phrasing, but not enough evidence to treat as the same issue." + "reason": "Scheduler kwargs bug vs unrelated placeholder 'Unemployment' issue." }, { - "left": "issue:46226", - "right": "issue:46931", + "left": "issue:44998", + "right": "issue:47177", "accept": false, - "reason": "Titles are too different to confidently merge as duplicates." + "reason": "Placeholder issue vs tar/zip-slip RCE; no relation." }, { - "left": "issue:46226", - "right": "issue:47299", + "left": "issue:44998", + "right": "issue:47176", "accept": false, - "reason": "Similar malformed style, but no concrete same-issue evidence." + "reason": "Placeholder issue vs shell-command bypass vulnerability; unrelated." }, { - "left": "issue:46931", - "right": "issue:47299", + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo vs placeholder issue; no substantive overlap." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request vs processor.save_pretrained missing files; different features." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "GPT2 flash-attention support request vs NemotronH flash-attention gap; same general feature area but different models and requests." + }, + { + "left": "issue:43606", + "right": "issue:44998", + "accept": false, + "reason": "CPU offload bug vs placeholder issue; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading vs import error for layer_type_validation; different failure modes." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support request vs Qwen3.5 MoE from_pretrained error; different model and problem type." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate decoder mask bug vs slow checkpoint loading; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow run-state reporting bug vs slow checkpoint loading; no shared code path." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Loading performance issue vs tensor-parallel training bug; different subsystems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading speed vs forward API documentation confusion; not duplicates." + }, + { + "left": "issue:43298", + "right": "issue:44230", "accept": false, - "reason": "Not enough shared concrete content to justify duplicate status." + "reason": "Audio continuous batching support vs FP8 inference support; different features and model paths." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: issues 43834, 44365, and 44370 do share the exact same placeholder title and look like the only clear duplicate set. The language-specific translation requests and the Thai-titled issues are kept separate, which is appropriately conservative given only soft similarity evidence. Soft-edge verdicts do not overstate duplicates." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 6, + "component_index": 1, "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, + "review_unit_index": 65, + "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-36718-21", + "cluster_id": "cluster-10000-529", "nodes": [ - "issue:36718", - "issue:36817", - "issue:36879", - "issue:37015", - "issue:41115", - "issue:41211", - "issue:42503", - "issue:42738", - "issue:42954", - "issue:43671", - "issue:43837", - "issue:43909", - "issue:44121", - "issue:44205", - "issue:45027", - "issue:45177", - "issue:45322", - "issue:46133", - "issue:46645", - "issue:46653", - "issue:47004" + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" ], "soft_pairs": [ - "issue:36718|issue:47004", - "issue:36718|issue:41115", - "issue:36817|issue:41211", - "issue:36817|issue:43671", - "issue:36817|issue:36879", - "issue:36817|issue:42954", - "issue:36879|issue:41211", - "issue:36879|issue:43909", - "issue:36879|issue:44121", - "issue:36879|issue:43837", - "issue:36879|issue:43671", - "issue:37015|issue:43837", - "issue:37015|issue:44121", - "issue:37015|issue:43909", - "issue:36879|issue:37015", - "issue:37015|issue:42503", - "issue:41115|issue:43837", - "issue:41115|issue:44121", - "issue:41115|issue:42503", - "issue:41115|issue:45027", - "issue:41211|issue:43671", - "issue:42503|issue:43837", - "issue:42503|issue:43671", - "issue:42503|issue:42954", - "issue:42738|issue:45027", - "issue:42503|issue:42738", - "issue:42738|issue:42954", - "issue:42738|issue:46653", - "issue:42954|issue:44205", - "issue:42954|issue:43671", - "issue:42954|issue:45177", - "issue:42954|issue:46653", - "issue:43671|issue:43837", - "issue:43671|issue:45027", - "issue:43671|issue:45177", - "issue:43671|issue:44121", - "issue:43837|issue:43909", - "issue:43837|issue:45322", - "issue:43837|issue:44121", - "issue:43909|issue:44205", - "issue:43909|issue:46645", - "issue:44121|issue:45322", - "issue:43837|issue:45027", - "issue:37015|issue:45027", - "issue:43837|issue:45177", - "issue:45322|issue:46133", - "issue:42503|issue:46653", - "issue:45027|issue:46653" + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "56815405a422264536074d255d589ca98f0a45977483c652a5648712da2f1076", + "prepared_review_unit_hash": "9217295e1c6f996391e95383e7c64fb269d95cd2aba7803797e16a32284892e2", "component_budget": { - "node_count": 21, - "item_count": 21, - "soft_pair_count": 48, - "serialized_chars": 28616, - "estimated_input_tokens": 7154, - "estimated_eval_tokens": 14564 + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 }, "budget": { - "node_count": 21, - "item_count": 21, - "soft_pair_count": 48, - "serialized_chars": 28616, - "estimated_input_tokens": 7154, - "estimated_eval_tokens": 14564 + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 8609, + "estimated_input_tokens": 2153, + "estimated_eval_tokens": 4562 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, - "split": false, + "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of model/feature requests that are textually similar but refer to different models, modalities, or architectural changes. I do not see true duplicates among them, so all soft edges should be rejected. There are no PRs in the set.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 46133 is the most complete and well-discussed request in the set, so it is the best representative anchor if one issue must be chosen, but it is not a duplicate of the others.", + "summary": "This cluster is heterogeneous: the issues span unrelated model bugs, config/type-hint problems, tokenizer warnings, and attention/loss plumbing. None of the soft pairs look like the same underlying bug, so they should all be kept separate.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items are not duplicates and do not share a single code path or fix.", "canonical_pr_reason": null, - "best_issue_reason": "46133 has the richest context and discussion, making it the strongest issue to keep as the representative record for this similarity cluster.", + "best_issue_reason": "No issue is a strong representative for deduplication because the cluster is a loose similarity grouping, not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36718", - "right": "issue:47004", + "left": "issue:43717", + "right": "issue:46144", "accept": false, - "reason": "Keypoint matcher vs keypoint detector/matcher are different model requests, not the same change." + "reason": "Different models and different problems: Mamba init-weights behavior vs RoFormer attention interface usage." }, { - "left": "issue:36718", - "right": "issue:41115", + "left": "issue:42936", + "right": "issue:46018", "accept": false, - "reason": "RoMa matcher and MiniCPM3 architecture are unrelated tasks." + "reason": "Mask2former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated subsystems and bugs." }, { - "left": "issue:36817", - "right": "issue:41211", + "left": "issue:43668", + "right": "issue:44031", "accept": false, - "reason": "EuroBert config support and DEIMv2 are different model additions." + "reason": "A type-hint mistake in ModernBERTConfig is unrelated to tokenizer regex warning behavior." }, { - "left": "issue:36817", - "right": "issue:43671", + "left": "issue:42936", + "right": "issue:43240", "accept": false, - "reason": "EuroBert config work is unrelated to Qwen3-TTS support." + "reason": "Mask2former ignore_value usage and loss-function kwargs propagation are different code paths and fixes." }, { - "left": "issue:36817", - "right": "issue:36879", + "left": "issue:43240", + "right": "issue:46144", "accept": false, - "reason": "A config update for EuroBert is not the same as adding RF-DETR." + "reason": "Loss kwargs passing is unrelated to RoFormer attention interface implementation." }, { - "left": "issue:36817", - "right": "issue:42954", - "accept": false, - "reason": "EuroBert config and XiaoMi MiMo are different models with no shared code path shown." - }, - { - "left": "issue:36879", - "right": "issue:41211", - "accept": false, - "reason": "RF-DETR and DEIMv2 are separate vision models." - }, - { - "left": "issue:36879", - "right": "issue:43909", - "accept": false, - "reason": "RF-DETR and LFM2.5 Audio target different model families and modalities." - }, - { - "left": "issue:36879", - "right": "issue:44121", - "accept": false, - "reason": "RF-DETR vs weight-sparse transformer is not the same implementation change." - }, - { - "left": "issue:36879", - "right": "issue:43837", - "accept": false, - "reason": "RF-DETR and Qwen3-ASR are unrelated model requests." - }, - { - "left": "issue:36879", - "right": "issue:43671", - "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different tasks and code paths." - }, - { - "left": "issue:37015", - "right": "issue:43837", - "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model integrations." - }, - { - "left": "issue:37015", - "right": "issue:44121", - "accept": false, - "reason": "NeoBERT and a sparse-transformer request are unrelated changes." - }, - { - "left": "issue:37015", - "right": "issue:43909", - "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different model families." - }, - { - "left": "issue:36879", - "right": "issue:37015", - "accept": false, - "reason": "RF-DETR and NeoBERT are separate model additions." - }, - { - "left": "issue:37015", - "right": "issue:42503", - "accept": false, - "reason": "NeoBERT and ModernVBERT are distinct model requests." - }, - { - "left": "issue:41115", - "right": "issue:43837", - "accept": false, - "reason": "MiniCPM3 architecture and Qwen3-ASR are unrelated." - }, - { - "left": "issue:41115", - "right": "issue:44121", - "accept": false, - "reason": "MiniCPM3 architecture and weight-sparse transformer support are different changes." - }, - { - "left": "issue:41115", - "right": "issue:42503", - "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different model integrations." - }, - { - "left": "issue:41115", - "right": "issue:45027", - "accept": false, - "reason": "MiniCPM3 architecture and Voxtral TTS support are unrelated model requests." - }, - { - "left": "issue:41211", - "right": "issue:43671", - "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different models and modalities." - }, - { - "left": "issue:42503", - "right": "issue:43837", - "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." - }, - { - "left": "issue:42503", - "right": "issue:43671", - "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different requests." - }, - { - "left": "issue:42503", - "right": "issue:42954", - "accept": false, - "reason": "ModernVBERT and XiaoMi MiMo are separate model additions." - }, - { - "left": "issue:42738", - "right": "issue:45027", - "accept": false, - "reason": "Generic BERT-like RoPE support and Voxtral TTS support are not the same underlying change." - }, - { - "left": "issue:42503", - "right": "issue:42738", - "accept": false, - "reason": "ModernVBERT models and BERT-like models with RoPE overlap only superficially." - }, - { - "left": "issue:42738", - "right": "issue:42954", - "accept": false, - "reason": "BERT-like RoPE support and XiaoMi MiMo are unrelated." - }, - { - "left": "issue:42738", - "right": "issue:46653", - "accept": false, - "reason": "RoPE support request and a user-name issue are clearly unrelated." - }, - { - "left": "issue:42954", - "right": "issue:44205", - "accept": false, - "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." - }, - { - "left": "issue:42954", - "right": "issue:43671", - "accept": false, - "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated." - }, - { - "left": "issue:42954", - "right": "issue:45177", - "accept": false, - "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model additions." - }, - { - "left": "issue:42954", - "right": "issue:46653", - "accept": false, - "reason": "XiaoMi MiMo and a person-name issue are not duplicates." - }, - { - "left": "issue:43671", - "right": "issue:43837", - "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR share a family name but are different modalities and implementation targets." - }, - { - "left": "issue:43671", - "right": "issue:45027", - "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different model integrations." - }, - { - "left": "issue:43671", - "right": "issue:45177", - "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." - }, - { - "left": "issue:43671", - "right": "issue:44121", - "accept": false, - "reason": "Qwen3-TTS support and sparse-transformer support are different code paths." - }, - { - "left": "issue:43837", - "right": "issue:43909", - "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related but not the same model or change." - }, - { - "left": "issue:43837", - "right": "issue:45322", - "accept": false, - "reason": "Qwen3-ASR and EUPE are different model families." - }, - { - "left": "issue:43837", - "right": "issue:44121", - "accept": false, - "reason": "Qwen3-ASR and sparse-transformer support are unrelated." - }, - { - "left": "issue:43909", - "right": "issue:44205", - "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are distinct requests." - }, - { - "left": "issue:43909", - "right": "issue:46645", - "accept": false, - "reason": "LFM2.5 Audio and Granite SWA+sink support are different model/code changes." - }, - { - "left": "issue:44121", - "right": "issue:45322", + "left": "issue:42936", + "right": "issue:44031", "accept": false, - "reason": "Sparse-transformer support and EUPE are not the same underlying feature." + "reason": "Mask2former ignore_value handling does not match a tokenizer regex warning regression." }, { - "left": "issue:43837", - "right": "issue:45027", + "left": "issue:42936", + "right": "issue:46144", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech models and tasks." + "reason": "These concern different model components and distinct bugs, not one shared defect." }, { - "left": "issue:37015", - "right": "issue:45027", + "left": "issue:42936", + "right": "issue:43813", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "ignore_value handling and a typo in quantization_operation are unrelated issues." }, { - "left": "issue:43837", - "right": "issue:45177", + "left": "issue:43668", + "right": "issue:43813", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different domains." + "reason": "Incorrect type hinting and a quantization typo are not the same bug or fix." }, { - "left": "issue:45322", - "right": "issue:46133", + "left": "issue:43240", + "right": "issue:43668", "accept": false, - "reason": "EUPE and TIPSv2 are separate vision-language model requests." + "reason": "Missing kwargs in loss calculation and an incorrect config type hint are unrelated." }, { - "left": "issue:42503", - "right": "issue:46653", + "left": "issue:37934", + "right": "issue:43668", "accept": false, - "reason": "ModernVBERT and a name-only issue are not duplicates." + "reason": "Llama4TextL2Norm/RMS-norm question is unrelated to ModernBERTConfig norm_eps typing." }, { - "left": "issue:45027", - "right": "issue:46653", + "left": "issue:42936", + "right": "issue:43668", "accept": false, - "reason": "Voxtral TTS support and a person-name issue are unrelated." + "reason": "Mask2former ignore_value behavior and a config type-hint issue do not share a concrete fix." } ] }, @@ -19984,120 +18798,72 @@ }, { "label": "issue", - "component_index": 7, + "component_index": 2, "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-38740-2", + "cluster_id": "cluster-10519-3", "nodes": [ - "issue:38740", - "issue:46443" + "issue:10519", + "issue:11005", + "issue:11307" ], "soft_pairs": [ - "issue:38740|issue:46443" + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "9acac02c89e623b1165704c8416c2257b302b3c0479d3f467870a4b2e55acc55", + "prepared_review_unit_hash": "2eddf930facaad60005311327e06b35be8475305a6ec774734da4c5c29dca1ae", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1504, - "estimated_input_tokens": 376, - "estimated_eval_tokens": 1008 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1504, - "estimated_input_tokens": 376, - "estimated_eval_tokens": 1008 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a docs request to add `pruna` as an optimization framework, while the other is a Vision RoPE refactor. There is no duplicate or same-underlying-bug signal here.", + "summary": "The three issues are not duplicates: one is about a truncation option in tokenization, one about ReduceLROnPlateau-style learning rate scheduling, and one about Wav2Vec2 word boundary timestamps. They only share weak lexical similarity, not the same underlying problem.", "confidence": 0.98, - "canonical_issue_reason": "Issue #46443 is the more concrete technical work item; #38740 is a documentation/request-style issue and not the same problem.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#46443 is the best representative of the cluster only because it is the substantive code-change topic; the cluster itself does not form a duplicate set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38740", - "right": "issue:46443", + "left": "issue:10519", + "right": "issue:11307", "accept": false, - "reason": "Different domains and intents: docs/framework listing versus Vision RoPE refactor. 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": 8, - "component_count": 27, - "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-41084-2", - "nodes": [ - "issue:41084", - "issue:43037" - ], - "soft_pairs": [ - "issue:41084|issue:43037" - ], - "prepared_review_unit_hash": "514f48fb049fcc94efe4d7443ca5536128db78b777950be50bc3f9ce571da0b6", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1479, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1479, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These two issues do not look like duplicates: one asks for block decoding support, the other requests DeepSeek v3.2 support. The only similarity is a broad LLM/runtime context, which is too weak to merge them.", - "confidence": 0.93, - "canonical_issue_reason": "issue #43037 is the more specific and actionable request; #41084 is too terse/ambiguous to serve as a strong canonical anchor.", - "canonical_pr_reason": null, - "best_issue_reason": "#43037 is the best representative if one must be chosen because it clearly states the target model/version and the scope of the request.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "Different features in different model/tokenizer areas: truncation strategy vs Wav2Vec2 timestamp extraction. No shared bug or change target." + }, { - "left": "issue:41084", - "right": "issue:43037", + "left": "issue:10519", + "right": "issue:11005", "accept": false, - "reason": "Different underlying requests: 'Set Block Decoding' is a decoding/feature change, while 'DeepSeek v3.2 support' is a model-support request. No shared targets/files or evidence of the same bug/change." + "reason": "Tokenization truncation request and learning-rate scheduler request are unrelated; only superficial similarity in being feature asks." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "ReduceLROnPlateau-like functionality and Wav2Vec2 word offsets are unrelated subsystems and problems." } ] }, @@ -20110,57 +18876,65 @@ }, { "label": "issue", - "component_index": 9, + "component_index": 3, "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-41306-2", + "cluster_id": "cluster-13244-3", "nodes": [ - "issue:41306", - "issue:41826" + "issue:13244", + "issue:15980", + "issue:16618" ], "soft_pairs": [ - "issue:41306|issue:41826" + "issue:13244|issue:16618", + "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "5454ef04d14059b9cfd9c41b4ec70e5b72805efdf7857cb58f0419d913daab66", + "prepared_review_unit_hash": "27a5412f37017fa96d3636f1e685c7439474a132673f08e155fa4578daabc7fc", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "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": "The two issues are unrelated feature requests: one asks for a `from_pretrained()` flag for FLCE/LigerFusedLinearCrossEntropy, while the other proposes integrating TiledMLP for lower memory use. They do not describe the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical duplicate: issue 41306 is about exposing an FLCE flag in `from_pretrained()`, while issue 41826 is about adding TiledMLP support; they target different components and different changes.", + "summary": "These issues do not appear to be duplicates. One is about Tapas tokenization mismatch, one about a bad auth-related download error for private models, and one is a generic model-loading failure for bert-base-uncased. The only loose thematic overlap is around model loading/download, but the reported problems are too different to merge confidently.", + "confidence": 0.83, + "canonical_issue_reason": "issue:16618 is the broadest and most central of the three because it concerns a core model-loading failure, while the others are either a specific authentication/download-message problem or an unrelated tokenization discrepancy.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be kept as the cluster representative, 41306 is the more concrete, narrowly scoped API request. 41826 is a separate architecture/integration feature request.", + "best_issue_reason": "issue:16618 is the best representative issue for the cluster if one must be chosen, since it is the most general and likely to capture the main model-loading symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41306", - "right": "issue:41826", + "left": "issue:13244", + "right": "issue:16618", "accept": false, - "reason": "Different feature requests in different areas of the model stack; no shared bug or mergeable code change." + "reason": "Different underlying bug: Tapas tokenization parity with TensorFlow code versus a failure to load bert-base-uncased. Same general NLP stack, but not the same defect." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model download/loading, but 15980 is specifically about the error message when unauthenticated access to a private model fails, while 16618 is a generic inability to load a public model." } ] }, @@ -20173,57 +18947,57 @@ }, { "label": "issue", - "component_index": 10, + "component_index": 4, "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43598-2", + "cluster_id": "cluster-26350-2", "nodes": [ - "issue:43598", - "issue:43600" + "issue:26350", + "issue:33260" ], "soft_pairs": [ - "issue:43598|issue:43600" + "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "5f6fb9ab439a02e049e9ed0d50994bd55396626bbbf4584d1e4d3dab9e1284e5", + "prepared_review_unit_hash": "57947809fed4104ec2a70df2f460ce4e3834e7c1049194ca35d0a02659414b2c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate Trainer-related feature requests: one about making `remove_unused_column` more customizable, and one about FLOPS estimation for custom trainers. They share a broad area but not the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "issue 43598 is the better representative of the cluster because it is a concrete Trainer behavior/customization request and is the broader of the two topics.", + "summary": "These are two distinct feature-request issues: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share only a broad community-contribution framing, not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #26350 is the more active and older of the two, so it is the better representative of the cluster even though it is not a duplicate of #33260.", "canonical_pr_reason": null, - "best_issue_reason": "issue 43598 is the strongest issue candidate for the cluster since it targets a specific Trainer control-flow customization problem rather than a narrower accounting concern.", + "best_issue_reason": "#26350 is the best cluster representative because it has substantially more discussion activity and is the more established request, but it should still be treated as separate from #33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43598", - "right": "issue:43600", + "left": "issue:26350", + "right": "issue:33260", "accept": false, - "reason": "Different problems: one is about column-pruning customization in `Trainer`, the other is about FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as the same issue." + "reason": "Reject: these request different capabilities in different parts of the stack (Flash Attention 2 vs GGUF support). The similarity is only at a high-level feature-request pattern, not the same underlying bug or change." } ] }, @@ -20236,304 +19010,303 @@ }, { "label": "issue", - "component_index": 11, + "component_index": 5, "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43684-2", + "cluster_id": "cluster-27088-10", "nodes": [ - "issue:43684", - "issue:44405" + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931", + "issue:47299" ], "soft_pairs": [ - "issue:43684|issue:44405" + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:47299", + "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:47299", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:47299", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:47299", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:47299", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:47299", + "issue:44370|issue:46222", + "issue:44365|issue:46222", + "issue:43834|issue:46222", + "issue:46222|issue:46226", + "issue:46226|issue:46931", + "issue:46226|issue:47299", + "issue:46931|issue:47299" ], - "prepared_review_unit_hash": "6319df1281d1e0517c440ba43cc65667740cdec7ba12295aba45b15525708b99", + "prepared_review_unit_hash": "90b6461c844f85253aa406dacbca40c1308e5c97307a82bec71086f3baf5d3d2", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1612, - "estimated_input_tokens": 403, - "estimated_eval_tokens": 1062 + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18660, + "estimated_input_tokens": 4665, + "estimated_eval_tokens": 9586 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1612, - "estimated_input_tokens": 403, - "estimated_eval_tokens": 1062 + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18660, + "estimated_input_tokens": 4665, + "estimated_eval_tokens": 9586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are about different Qwen model support requests: one asks for Qwen3-Omni auto-class registration, the other asks for sequence-classification support for Qwen3.5. They are related only at a very broad theme level, not the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 43684 is the broader, more central request: it targets core AutoModel registration plumbing for Qwen3-Omni, while 44405 is a separate task-specific support request for Qwen3.5 sequence classification.", + "summary": "This cluster is mostly templated i18n-docs translation requests, but they appear to be for different languages or are noisy placeholder/spam-like entries. High textual similarity alone is not enough to treat them as duplicates, so none of the soft edges should be merged.", + "confidence": 0.66, + "canonical_issue_reason": "issue:27088 is the clearest, earliest human-readable translation request and the best representative anchor for the cluster\u2019s i18n-docs theme.", "canonical_pr_reason": null, - "best_issue_reason": "43684 is the better representative issue for the cluster because it reflects the main framework-level missing registration problem; 44405 is narrower and concerns a different model family and task.", + "best_issue_reason": "issue:27088 is the most legible/open issue with discussion; it is the best issue to anchor triage, though the others are still separate requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43684", - "right": "issue:44405", + "left": "issue:27088", + "right": "issue:44370", "accept": false, - "reason": "Different model families and different capabilities: Qwen3-Omni auto-model registration vs Qwen3.5 sequence-classification support. They do not appear to be 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": 12, - "component_count": 27, - "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-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": "20740f9652a57766b206d0ffc0065cff55a52053e601c24f48fef41f202fad4a", - "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 - }, - "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Three issues share the same placeholder title \"huggingface\", but the evidence is too thin to confirm duplicates, so all pairwise soft edges should remain unaccepted. The \"Fett\" issue looks unrelated. No PRs are present.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 43845 is a reasonable canonical choice as the earliest of the identical-title \"huggingface\" reports.", - "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best issue representative because it is the earliest of the matching-title reports, but the cluster is not strong enough to treat the others as confirmed duplicates.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "Same broad translation-docs theme, but this is a separate language request/template variant, not the same underlying task." + }, { - "left": "issue:43835", - "right": "issue:43845", + "left": "issue:27088", + "right": "issue:44365", "accept": false, - "reason": "Different titles and no concrete shared bug details beyond generic similarity." + "reason": "High body similarity, but different translation request context; not a true duplicate." }, { - "left": "issue:43835", - "right": "issue:43846", + "left": "issue:27088", + "right": "issue:43834", "accept": false, - "reason": "Different titles and no evidence they describe the same underlying issue." + "reason": "Template-similar i18n issue, but no evidence it is the same language or same concrete request." }, { - "left": "issue:43835", - "right": "issue:43859", + "left": "issue:27088", + "right": "issue:47299", "accept": false, - "reason": "\"Fett\" does not match the \"huggingface\" reports and lacks common context." + "reason": "The right-hand title is noisy/garbled; no sign it is the same docs-translation request." }, { - "left": "issue:43845", - "right": "issue:43846", + "left": "issue:27088", + "right": "issue:38435", "accept": false, - "reason": "Same title, but only placeholder-level similarity is visible; not enough to confirm a duplicate." + "reason": "Different language target, so this is a separate translation request rather than a duplicate." }, { - "left": "issue:43845", - "right": "issue:43859", + "left": "issue:27088", + "right": "issue:28936", "accept": false, - "reason": "Same title and close timing, but no concrete report details tie them to the same bug." + "reason": "Same subsystem, but Turkish and Spanish translation requests are distinct work items." }, { - "left": "issue:43846", - "right": "issue:43859", + "left": "issue:28936", + "right": "issue:43834", "accept": false, - "reason": "Same title alone is insufficient here; there are no shared specifics to justify merging them." - } - ] - }, - "evaluator_result": { - "accept": false, - "feedback": "Reject: the summary is partly grounded (three issues share the same title), but the soft-edge verdicts overstate the evidence. The packet\u2019s deterministic_accept is false for all pairs, so marking 43845-43846, 43845-43859, and 43846-43859 as true is not conservative enough. The canonical-issue choice of 43845 is fine as the earliest of the similar-title issues, but the duplicate conclusions should remain unaccepted." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 13, - "component_count": 27, - "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-44371-6", - "nodes": [ - "issue:44371", - "issue:44418", - "issue:44572", - "issue:44573", - "issue:44937", - "issue:47036" - ], - "soft_pairs": [ - "issue:44371|issue:44572", - "issue:44371|issue:44573", - "issue:44371|issue:44418", - "issue:44371|issue:47036", - "issue:44371|issue:44937", - "issue:44418|issue:44572", - "issue:44418|issue:44573", - "issue:44572|issue:44573", - "issue:44572|issue:47036", - "issue:44572|issue:44937", - "issue:44573|issue:47036", - "issue:44573|issue:44937" - ], - "prepared_review_unit_hash": "4e3f4d8deae0f2359307d1d45e7744f01ce029a1c0ccfac8d471e7940b19d972", - "component_budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 12, - "serialized_chars": 7361, - "estimated_input_tokens": 1841, - "estimated_eval_tokens": 3938 - }, - "budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 12, - "serialized_chars": 7361, - "estimated_input_tokens": 1841, - "estimated_eval_tokens": 3938 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "This cluster is mostly low-signal spam/placeholder issues with no concrete bug reports; the titles and bodies are too thin to justify merging any pair as true duplicates.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 44371 is the earliest clear placeholder/spam report and is representative of the repeated '' entries in the cluster.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 44371 is the best representative because it is an early, generic spam placeholder with no unique technical content.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "Separate language request versus placeholder issue; not the same change." + }, { - "left": "issue:44371", - "right": "issue:44572", + "left": "issue:28936", + "right": "issue:44365", "accept": false, - "reason": "Both are generic spam placeholders, but there is no evidence of the same underlying bug or a concrete shared report beyond the title token." + "reason": "Similar template, but no evidence of the same language or same underlying request." }, { - "left": "issue:44371", - "right": "issue:44573", + "left": "issue:28936", + "right": "issue:38435", "accept": false, - "reason": "Same as above: near-identical placeholder titles, but no substantive description or common bug context to confirm duplication." + "reason": "Spanish and Romanian translation requests are distinct tasks, not duplicates." }, { - "left": "issue:44371", - "right": "issue:44418", + "left": "issue:28936", + "right": "issue:44370", "accept": false, - "reason": "One is a '' placeholder and the other is a documentation-suggestion title; they do not describe the same issue." + "reason": "Only generic i18n similarity; not enough to conclude the same issue." }, { - "left": "issue:44371", - "right": "issue:47036", + "left": "issue:38435", + "right": "issue:44370", "accept": false, - "reason": "The titles point to unrelated spam/marketing-like content rather than the same concrete problem." + "reason": "Same docs-translation area, but different language request/placeholder variant." }, { - "left": "issue:44371", - "right": "issue:44937", + "left": "issue:38435", + "right": "issue:44365", "accept": false, - "reason": "Different placeholder/marketing-style titles with no shared technical symptom or explicit linkage." + "reason": "Templated similarity only; no concrete duplicate evidence." }, { - "left": "issue:44418", - "right": "issue:44572", + "left": "issue:38435", + "right": "issue:43834", "accept": false, - "reason": "Documentation enhancement suggestion and spam placeholder are not the same underlying issue." + "reason": "Placeholder titles do not establish the same underlying translation change." }, { - "left": "issue:44418", - "right": "issue:44573", + "left": "issue:38435", + "right": "issue:47299", "accept": false, - "reason": "These titles describe different kinds of low-content reports, not one shared bug or request." + "reason": "Noisy/garbled title on the right; not clearly the same request." }, { - "left": "issue:44572", - "right": "issue:44573", + "left": "issue:38435", + "right": "issue:46226", "accept": false, - "reason": "Both are '' titles, but the available evidence does not show the same report or a concrete shared defect." + "reason": "Different content and likely unrelated/noisy request; not a duplicate." }, { - "left": "issue:44572", - "right": "issue:47036", + "left": "issue:43834", + "right": "issue:44370", "accept": false, - "reason": "No shared technical content; one is spam-like, the other is a community benchmark tip." + "reason": "These look like separate template instances, not one concrete issue." }, { - "left": "issue:44572", - "right": "issue:44937", + "left": "issue:43834", + "right": "issue:44365", "accept": false, - "reason": "The titles are unrelated and do not indicate the same bug or change." + "reason": "Very similar wording, but nothing indicates the same exact request or language." }, { - "left": "issue:44573", - "right": "issue:47036", + "left": "issue:43834", + "right": "issue:47299", "accept": false, - "reason": "No evidence of a common underlying issue; the subject matter differs completely." + "reason": "The right-hand issue is noisy and does not match the left-hand translation request." }, { - "left": "issue:44573", - "right": "issue:44937", + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different-looking/noisy issue; not the same underlying change." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Unrelated garbled title versus a templated translation issue; not a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Nearly identical template, but still just separate translation request entries without concrete duplicate evidence." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Noisy title on the right; not the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different/noisy request, not a shared underlying bug or change." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "The titles do not describe the same concrete task." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Noisy title mismatch; insufficient evidence of duplication." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different/noisy issue rather than the same translation request." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Not the same language request or change." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Both are noisy, but not clearly the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Same broad i18n theme only; one is a templated issue and the other is noisy text." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Template-similar but not the same concrete request." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "No evidence these represent the same translation task." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Both are noisy/nonstandard titles, but not demonstrably the same issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Distinct garbled titles; no duplicate signal beyond weak soft similarity." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "Noisy titles do not establish a shared underlying bug/change." + }, + { + "left": "issue:46931", + "right": "issue:47299", "accept": false, - "reason": "These are different low-information reports with no shared concrete code-path or bug." + "reason": "Both look like unrelated noisy content, not the same docs translation request." } ] }, @@ -20546,177 +19319,2225 @@ }, { "label": "issue", - "component_index": 14, + "component_index": 6, "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45145-2", + "cluster_id": "cluster-36718-21", "nodes": [ - "issue:45145", - "issue:45151" - ], - "soft_pairs": [ - "issue:45145|issue:45151" - ], - "prepared_review_unit_hash": "d9c47650803e07b8f0029f3507580e8cec7c39678bda7b11c2eff30da33925f0", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1646, - "estimated_input_tokens": 412, - "estimated_eval_tokens": 1080 + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "51f47d628f4a58622ad957c07700dd30ab074f983756112ca3f61c644684e7b0", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28616, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28616, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These items are mostly unrelated model/architecture request issues across different models and modalities. They do not look like duplicates of one underlying bug or change, and there are no PRs to evaluate.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the cluster is heterogeneous and spans distinct model-addition requests, not a single duplicated problem.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative; the requests are too diverse to safely collapse into one canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Same broad keypoint area, but RoMa matcher and LoMa detector+matcher are different requested changes." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa keypoint matcher vs MiniCPM3 architecture are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config and DEIMv2 are different models with different integration work." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert and Qwen3-TTS are different model families/modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert and XiaoMi MiMo are different model requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different vision models, not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is a detector; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and OpenAI sparse transformer are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model families and tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated modalities and implementations." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the OpenAI sparse transformer request are not the same code-path change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT is unrelated to LFM2.5 Audio." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct model requests, not duplicates." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture and Qwen3-ASR are different model integrations." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse transformer request are different concrete changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different models with different integration paths." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model families/modalities." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are different models." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; BERT-like models with RoPE is a broader architectural feature request." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like models with RoPE and XiaoMi MiMo are not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE and Mirko Privitera are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated models/modalities." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model additions." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and Mirko Privitera are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR share a family name but request different modality support and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different audio model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the sparse transformer request are different changes." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the weight-sparse transformer request are different models." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different modalities and models." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio and Granite SWA+sink are not the same change." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI sparse transformer and EUPE are different model requests." + }, + { + "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 unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model integrations." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are distinct model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and Mirko Privitera are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS and Mirko Privitera are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "91b4c2a1cdb928b603d0ade6273f264844371fd153f1c785ad24198984684e28", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is a docs request to add Pruna as an optimization framework, while the other is a Vision RoPE refactor. They concern different areas and different types of work.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No canonical issue for this cluster; the items are unrelated. If a representative is needed, issue 46443 is the more substantive technical issue, while issue 38740 is a docs-only request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and work types: documentation feature request vs. Vision RoPE refactor. No shared code path or duplicate bug/change signal." + } + ] + }, + "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": 27, + "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": "6220ee29d515d7d2319e5148380d981c1e00c10fe67b6fe9dd7520d4395de324", + "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 not duplicates: one is about block decoding behavior, the other about adding DeepSeek v3.2 support. They describe different features/problems with no clear overlap.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical duplicate target because they concern different underlying requests; no single issue should absorb the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and likely different code paths: block decoding versus model/version support. The titles do not indicate the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "16a908e4bd9fb4d75315aef4fa875bbbc3bec4f00a58b6d551d59b17ea5a15b5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate feature requests in different areas of model optimization: one for a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, and one for integrating TiledMLP to reduce memory footprint. They do not look like duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly scoped request and is a better representative of the cluster than the broader TiledMLP proposal.", + "canonical_pr_reason": null, + "best_issue_reason": "41306 is the best single issue to anchor the cluster, but only as a representative; the two issues are not the same underlying change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different components and changes: `from_pretrained()` support for FLCE/TiledFusedLogitsLoss vs. integrating TiledMLP for memory reduction. No shared code path or same concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 27, + "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": "ad65975a5ad6533f81ab6921e175974a4ee6b2892b292aa23dfa034adafec652", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to Trainer extensibility, but they describe different problems: one is about `remove_unused_column` customization, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No clear duplicate cluster here; issue 43598 is the more specific Trainer customization request, but it does not subsume FLOPS estimation.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the clearest, most focused issue in the pair, but it is not a good global representative because the other issue targets a separate behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying bugs/features: `remove_unused_column` behavior vs FLOPS accounting for custom trainers. They share the Trainer area but not the same code-path problem." + } + ] + }, + "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": 27, + "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": "5dea15269b52525eaac8f50e2ee5a8801809de06689ebc38744c95a3e7cec289", + "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 not duplicates: one asks for Qwen3-Omni model registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different APIs.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue exists here; 43684 and 44405 are distinct feature requests. If forced to pick a representative, 43684 is the broader registration/API request, but it does not subsume 44405.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the better representative of the set only because it is broader and more general, but it is not a duplicate of 44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different requests for different capabilities: Qwen3-Omni registration vs Qwen3.5 sequence classification support. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 27, + "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": "f8741b1516caade0832903d063ef2492758df46f7367eafec7ce2abad271b2ab", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four issues are very low-signal and only share superficial title similarity; there\u2019s not enough evidence to confirm any pair is the same underlying bug. The three \"huggingface\" issues look like near-duplicates, but the available metadata is too sparse to accept merges confidently.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43845 is the cleanest representative because it is one of the repeated \"huggingface\" reports and is the earliest of that set; however, none of these issues has enough detail to be strongly canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best issue candidate because it is the earliest of the repeated-title cluster and is as representative as the others given the lack of body/target details.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Only weak title similarity; no body details, targets, filenames, or references to show the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Only weak title similarity; the metadata is too sparse to confirm a shared bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Only weak title similarity; no substantive evidence they describe the same problem." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Titles match, but there is still no concrete evidence from the bodies or metadata that they are the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same repeated title, but the available information is insufficient to safely deduplicate." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same repeated title, but no deeper evidence links them to the same underlying report." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "ec98ff6993f06313f3e7a0479ace1b0775c408037433ec227ca68c868e450cb1", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like a grab bag of unrelated low-quality/spam issues rather than true duplicates. The titles overlap only superficially, and there\u2019s no body or linkage evidence tying them to the same underlying problem.", + "confidence": 0.34, + "canonical_issue_reason": "issue:44371 is the clearest generic spam placeholder and the most defensible stand-in for the cluster, but the items are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the safest single representative only because it is the most generic and least specific entry; however, no issue in this set is a strong canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no indication they describe the same report or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Generic spam titles alone are not enough to treat these as the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "A documentation suggestion and a spam placeholder are unrelated." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "\u2018Community benchmark tip\u2019 is a different topic from a spam placeholder." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "\u2018Check out \"Google LLC\"\u2019 appears to be a different spam/promo-style issue, not the same report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement and spam placeholder do not share a concrete underlying problem." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "These have no evidence of describing the same bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like titles, but the text is too generic to conclude they are duplicates." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Different titles and no shared target or code-path evidence." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "These look like separate spam/promotional issues rather than one underlying item." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "No evidence they refer to the same issue; only broad low-quality similarity." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Different spammy phrasing, but not the same underlying report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 27, + "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": "7bc111a85bea607066a3713dfcc0ce340c94d7e319600c15153ad7bb1770b48f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues appear to be duplicates: same title, very similar body size, and no distinguishing issue links or filenames. Issue #45145 is the better canonical issue because it was opened first and has the only inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 is the earlier report and already has an inbound reference, making it the best representative for this duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 best captures the cluster because it predates #45151 and appears to be the source issue others referenced.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and highly similar content strongly indicate the same underlying issue; no evidence suggests they are distinct problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the issues share an identical title, similar body size, and no conflicting links or filenames. Choosing #45145 as canonical is conservative and supported by its earlier timestamp plus the single inbound reference. The soft-edge duplicate verdict is appropriately tentative rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 27, + "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": "c0df5e41a6ba069ddcdf0ea923c4f2a930fcbf12f2e146af1386d4c9dc1c377c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated spam-like person/date entries and do not describe the same bug, request, or code change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a suitable canonical representative for the other; they appear to be separate, unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762 (Mirko Privitera 30-09-1990)", + "right": "issue:45763 (Ivan privitera 02-09-1993)", + "accept": false, + "reason": "Different names and dates with no shared problem description, code context, or explicit linkage; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 27, + "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": "7816202a97b435d4c87268ee4e0ea51d112ffa9a029be7db991592ba583856f0", + "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": "These two closed issues do not appear to be duplicates of the same bug/report; they are unrelated name-and-date titles with no body content or linking evidence, so the soft similarity is not enough to cluster them together.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative because there is no substantive problem description, no shared context, and no evidence they refer to the same underlying issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles only resemble personal-name records with different names/dates; there is no bug report content, shared target, or concrete evidence of the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 27, + "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": "b82a701199ccfac4a34b7b1729f56e2901c3de82f037f347f27a70a8e0e34d78", + "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": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification model class, while the other asks for FP8 training support. They touch different features and code paths.", + "confidence": 0.97, + "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: model-class feature support vs FP8 training support. Similar ML scope is too broad to treat as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 27, + "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": "2addb4bae2147066253685b10379cdacce6bc25ffb5c0d720029da1b4e674861", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster splits into two exact duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate dataset promo/request and does not look like the same underlying issue as the others.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45870 is the best canonical representative of the exact duplicate pair 45870/45871 because the titles and bodies match closely and it is the earlier report; the 45872/45873 pair is a separate duplicate topic, and 45869 is unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest keep-open candidate: it is an exact duplicate target with clear evidence, appears earliest in its pair, and is cleaner than the unrelated dataset post.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifact types/content: a dataset promo vs a financial prediction example. Similar finance wording only, not the same underlying request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as 45869/45870: broad financial theme only, but the dataset post is not the same issue as the example request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and matching body length/content pattern; this is an exact duplicate issue report." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series, but one is an example request and the other adds a scraping service; these are different underlying issues." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870/45872: overlapping finance wording, but not the same concrete issue/change." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "The repeated example request is distinct from the scraping-service themed request; too different to treat as duplicates." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45871/45872: related domain, but different underlying request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and matching body length/content pattern; this is an exact duplicate issue report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is broadly grounded in the packet: 45870/45871 and 45872/45873 have identical titles and identical body lengths, while 45869 is clearly on a different topic by title. The soft-edge verdicts are conservative overall. Minor caution: phrases like \"exact duplicate\" and \"bodies match closely\" go a bit beyond the visible evidence, but not enough to invalidate the clustering conclusion." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "f5e118ed87ccbe77387000aba7699a5cd94f761e19d282454fa8e6d8640472a6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern `cache_implementation=\"static\"` and linear-attention/Qwen3.5 behavior, but they appear to describe different failure modes: one is a shape corruption/runtime error during `early_initialization`, the other is a `KeyError` for `linear_attention` on Qwen3.5. Related area, not the same bug.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the broader and more concrete regression report: it names the affected code path (`early_initialization`) and the resulting shape corruption/runtime error in linear-attention layers.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the better representative because it describes the underlying static-cache/linear-attention breakage at the code-path level, rather than a single model-specific crash symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Same subsystem, but not clearly the same underlying bug: one report is a shape-corruption `RuntimeError` in `early_initialization`, the other is a `KeyError: 'linear_attention'` on Qwen3.5. Different concrete failures, so do not merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "ea835c21960c303751008c1b01a36ff870740e4ac7f3aef064347f2af5d85d2b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two items are duplicate issue reports for the same Wav2Vec2CTCTokenizer v5 special-token delimiter bug; the open issue is the better canonical target.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is the open, active report for the exact same title/body as #46551, so it is the better canonical issue to keep discussion consolidated.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the best issue overall because it is still open and has inbound references, making it the most suitable ongoing tracker for this bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and body, same underlying tokenizer bug, and no evidence of distinct behavior or scope differences; this is a straightforward duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: both issues have identical titles and body lengths, and the soft pair shows exact similarity. Selecting the open issue with inbound references as the canonical tracker is conservative and supported. The duplicate verdict is appropriately cautious and there is no overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "356a4d142419c853f29624a7f75b3258a5a890429870814de2b40dbf83c3d796", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one reports a tensor-shape mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2 training. They describe different failure modes and likely different root causes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the more concrete and narrowly defined report, with a specific runtime error class that is easier to triage than the broader OOM symptom in 46692.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different bugs: a tensor size mismatch versus an out-of-memory condition after some epochs. They do not appear to share the same underlying code-path failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "f041ed90e8d32983d51c9b5bd8d4e051939ff38263b28ab36196409e55ca3b34", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, - "estimated_input_tokens": 412, - "estimated_eval_tokens": 1080 + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have identical titles and strong metadata similarity, so they are likely duplicates and should be clustered together, with the earlier issue as the canonical representative.", - "confidence": 0.87, - "canonical_issue_reason": "#45145 is the earlier issue and shares the same title and close overall metadata with #45151, so it is the best canonical issue for the likely-duplicate pair.", + "summary": "These two issues describe different bugs in different loading paths: one is a ZeRO-3 zero.Init partitioning/OOM problem for a composite VL model, the other is a 4-bit + device_map='auto' + max_memory placement error. They should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46822 is the better canonical issue only within this cluster because it is the more specific, currently open report and clearly states the failing code path and symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the stronger representative for triage because it names the exact affected mechanism (ZeRO-3 zero.Init) and the concrete model structure causing the OOM.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Reject: these report unrelated failure modes. 46822 is about ZeRO-3 not partitioning a composite language submodule during multi-GPU loading, while 46823 is about 4-bit auto device mapping incorrectly placing modules on CPU despite sufficient memory." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-18", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182", + "issue:47227", + "issue:47256", + "issue:47265", + "issue:47279", + "issue:47309" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47120|issue:47256", + "issue:47120|issue:47279", + "issue:47120|issue:47265", + "issue:47120|issue:47309", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47182|issue:47309", + "issue:47227|issue:47256", + "issue:47227|issue:47309", + "issue:47227|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47265", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47102|issue:47256", + "issue:47265|issue:47279", + "issue:47265|issue:47309", + "issue:47279|issue:47309" + ], + "prepared_review_unit_hash": "830cd80cec8ccefa0b5eb077c5af47dc480e39cfdfe6d982f251d5b9d2106e22", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 54, + "serialized_chars": 29497, + "estimated_input_tokens": 7375, + "estimated_eval_tokens": 15006 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 54, + "serialized_chars": 29497, + "estimated_input_tokens": 7375, + "estimated_eval_tokens": 15006 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are sequential dated integration-failure triage threads, not clear duplicates of one underlying bug. The cluster is best treated as a rolling triage series, with the latest open thread as the most useful anchor.", + "confidence": 0.91, + "canonical_issue_reason": "issue:47309 is the latest open triage thread, so it is the best anchor if this series needs one canonical issue; earlier items look like prior daily triage threads rather than duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the cleanest representative because it was created first and appears to describe the same report as #45151.", + "best_issue_reason": "issue:47309 is the most current and still-open discussion point, making it the most suitable issue for future updates, even though the items are not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45145", - "right": "issue:45151", - "accept": true, - "reason": "Likely duplicate pair: the titles are identical and the available metadata is very similar, though the packet does not expose the bodies or prove the scope is identical." + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage-series template and adjacent dates, but no evidence of the same underlying bug or change." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "These appear to be separate daily triage reports, not one duplicate issue." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Date-stamped triage threads; similarity is formatting, not shared root cause." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Same recurring triage label, but no concrete evidence they describe the same failure." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Different dated triage threads; likely successive reports, not duplicates." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "High textual similarity, but the items look like separate daily triage entries." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "No shared issue target or code-path evidence; just the same triage template." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Recurring daily triage items should not be merged as duplicates without stronger evidence." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Same series, different date; not enough to say it's the same bug." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "These are sequential triage reports, not clearly the same underlying failure." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "The similarity is from the shared triage title, not a concrete duplicate signal." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "No bug-level evidence; these look like distinct daily tracking issues." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Likely adjacent daily triage threads rather than one issue." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Same monitoring workflow, but separate dated reports." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "No concrete indication they describe the same failure instance." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "These appear to be next-day triage entries, not duplicate bugs." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Same broad topic only; no evidence of the same root cause." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Date-series similarity alone is insufficient for a duplicate merge." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Different triage days; no explicit shared failure details." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "These look like rolling triage logs, not one bug report." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "High Jaccard from templated text, but no shared concrete issue." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "No evidence these refer to the same code-path problem." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Same triage series, but different dates and likely different runs." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Not enough detail to collapse separate daily triage threads." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Adjacent dated triage issues; likely successive tracking, not duplication." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Shared title template only; no concrete duplicate evidence." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "These appear to be separate triage reports for different days." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Same rolling triage topic, but not the same underlying bug report." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Different dates in the same triage series; no same-bug signal." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "The similarity is procedural, not about a shared code defect." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "No explicit overlap beyond the repeated triage title." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "These are likely separate daily reports, not a single duplicate issue." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "No evidence of identical bug context or same fix." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Similar triage-series wording only; not a mergeable duplicate pair." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Still just the same recurring triage naming pattern, not a concrete duplicate." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "The titles suggest consecutive daily triage threads, not one issue." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "No shared bug description; only shared triage structure." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "These look like separate dated incidents or reports in the same tracker." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "Same broad integration-failure topic, but not the same underlying defect." + }, + { + "left": "issue:47120", + "right": "issue:47309", + "accept": false, + "reason": "Different dates and no concrete evidence they are the same failure." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Likely successive triage entries rather than duplicate bugs." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Shared template only; not enough to consolidate." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "No code-path or target overlap shown, just dated triage text." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "These appear to be separate triage notes for different days." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Same monitoring series, but no evidence of the same bug instance." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "High textual similarity from the recurring triage title, not from bug identity." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "No strong signal that one fix would resolve both." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "Separate date-stamped triage issues; not the same change request." + }, + { + "left": "issue:47227", + "right": "issue:47309", + "accept": false, + "reason": "These are rolling triage records, not duplicate issue reports." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "Different daily triage entries; no shared concrete defect." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "Same series, different report date, no same-bug evidence." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Nothing indicates these should be merged as one issue." + }, + { + "left": "issue:47265", + "right": "issue:47309", + "accept": false, + "reason": "The overlap is only in the triage template and subsystem name." + }, + { + "left": "issue:47279", + "right": "issue:47309", + "accept": false, + "reason": "Separate daily triage items; not a duplicate pair." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster is plausible, but the analyst overstates the evidence. The packet supports identical titles and strong soft similarity, but it does not show the issue bodies or any direct proof that the content is \"indistinguishable\" or that there is \"no evidence of different scope.\" Also, the pair was not deterministically accepted. The soft-edge verdict should be phrased more conservatively as likely duplicate, not certain duplicate." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 15, + "component_index": 25, "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45295-2", + "cluster_id": "cluster-46983-2", "nodes": [ - "issue:45295", - "issue:45373" + "issue:46983", + "issue:46984" ], - "soft_pairs": [], - "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "cc07e724d25cd766cce8ab3af73d25aa83406048d1f61785fd177d38e75a5b81", "component_budget": { "node_count": 2, "item_count": 2, - "soft_pair_count": 0, - "serialized_chars": 1286, - "estimated_input_tokens": 322, - "estimated_eval_tokens": 900 + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 }, "budget": { "node_count": 2, "item_count": 2, - "soft_pair_count": 0, - "serialized_chars": 1286, - "estimated_input_tokens": 322, - "estimated_eval_tokens": 900 + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 }, "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.", + "summary": "These two closed issues appear to be duplicates of the same request to add RWKV7 model support. Issue 46984 has slightly more discussion activity, so it is the better canonical/best representative.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46984 is the better canonical issue because it has more discussion activity and is otherwise the same request as 46983.", "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_issue_reason": "Issue 46984 is the best issue representative: identical title, same apparent request, and a bit more conversation than 46983.", "best_pr_reason": null, - "soft_edge_verdicts": [] + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and clearly the same underlying feature request; strong duplicate signal." + } + ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: both issues share the same title, have high soft-similarity, and 46984 has more discussion activity, so choosing it as the canonical/best representative is conservative. The duplicate wording is appropriately hedged as an appearance rather than a certainty." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 16, + "component_index": 26, "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45762-2", + "cluster_id": "cluster-47007-2", "nodes": [ - "issue:45762", - "issue:45763" + "issue:47007", + "issue:47015" ], "soft_pairs": [ - "issue:45762|issue:45763" + "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "160725403da8121f4fb70f0070ebe8fd0725997a6bd55ae5d1fa76edea5d191c", + "prepared_review_unit_hash": "0dd9446fe2d3c2b809acf8f04ad37a8e756bbff166f915964b262ba3646465c6", "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": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with unrelated personal-name titles and no body/context. They do not appear to report the same problem, so this is not a duplicate cluster.", - "confidence": 0.96, - "canonical_issue_reason": "No issue contains meaningful problem details; the titles refer to different names and birthdates, so neither is a clear canonical duplicate target.", + "summary": "The two issues are thematically close, but they read as different discussions: one is a lessons-learned piece about using advanced LLMs, while the other is a broader transformers-based vulnerability discovery system concept. I would not treat them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 47015 is the more direct and broadly framed representative of the shared AI/cybersecurity theme, but the pair does not appear to be the same underlying request.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is better as a canonical report because both lack any substantive description or technical content.", + "best_issue_reason": "Issue 47015 is the better single representative for this cluster because it is more concrete and central, whereas 47007 is more of an experiential/lessons-oriented writeup.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45762", - "right": "issue:45763", + "left": "issue:47007", + "right": "issue:47015", "accept": false, - "reason": "The titles reference different people and dates, with no shared bug description or explicit linkage, so they are not the same underlying issue." + "reason": "Same broad topic area, but not the same underlying issue: one focuses on lessons from advanced LLM usage, the other on a novel transformers-based vulnerability discovery system." } ] }, @@ -20729,1282 +21550,1052 @@ }, { "label": "issue", - "component_index": 17, + "component_index": 27, "component_count": 27, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45764-2", + "cluster_id": "cluster-47138-2", "nodes": [ - "issue:45764", - "issue:45765" + "issue:47138", + "issue:47139" ], "soft_pairs": [ - "issue:45764|issue:45765" + "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "0911b53d6b0ee90d340e3e839b8169f22ba171c709f9c560304a33c44000e1f1", + "prepared_review_unit_hash": "e0958cc7a35e9fa6bfe9701c6d3ece95e488e8e4701ceb21d395c4cbb05f20f7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two closed issues with only person-name/date titles and no body or linkage evidence. They do not appear to describe the same bug or request, so this is not a duplicate cluster.", - "confidence": 0.98, - "canonical_issue_reason": "Neither issue has any description, references, or shared technical content; the titles are just distinct names/dates, so there is no clear canonical duplicate target.", + "summary": "The two open issues are highly similar and likely duplicates: they share the same title, the same body length, very close creation times, and a soft_similarity signal with jaccard 1.0. The packet does not expose the issue bodies, so the duplicate call should be framed conservatively. #47138 has slightly more inbound references and was created first, making it the best canonical anchor.", + "confidence": 0.94, + "canonical_issue_reason": "#47138 is the better canonical issue because it was created first and has slightly more inbound references; the packet shows it is highly similar to #47139, though the body text itself is not visible.", "canonical_pr_reason": null, - "best_issue_reason": "No issue stands out as a canonical representative because the items do not appear related beyond superficial title similarity.", + "best_issue_reason": "#47138 is the best representative issue to anchor deduping because it is the earliest of the pair and has marginally higher inbound reference activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45764", - "right": "issue:45765", - "accept": false, - "reason": "The titles are different personal-name/date entries with no body or technical context, so they do not look like the same underlying issue." + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Same title, identical body length, near-simultaneous creation, and jaccard 1.0 soft_similarity make these very likely duplicates; the body text is not shown, so this is a conservative but acceptable duplicate match." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call is plausible, but the writeup is a bit too strong for the packet. What is directly supported is: same title, same body length, close creation times, and a soft_similarity signal with jaccard 1.0. The packet does not show the issue bodies, so phrases like \"indistinguishable metadata\" and \"same underlying bug report\" overstate what is visible. A more conservative summary would say the issues are highly similar and likely duplicates, with #47138 having slightly more inbound references." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { - "label": "issue", - "component_index": 18, - "component_count": 27, + "label": "pull_request", + "component_index": 1, + "component_count": 33, "review_unit_index": 1, - "review_unit_count": 1, + "review_unit_count": 4, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45810-2", + "cluster_id": "cluster-40546-76", "nodes": [ - "issue:45810", - "issue:46295" + "pull_request:43251", + "pull_request:43254", + "pull_request:44775", + "pull_request:46196", + "pull_request:46266", + "pull_request:46267", + "pull_request:46376", + "pull_request:46395", + "pull_request:46836", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46990", + "pull_request:46995", + "pull_request:47003", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47090", + "pull_request:47093", + "pull_request:47108", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47210", + "pull_request:47212", + "pull_request:47216", + "pull_request:47243", + "pull_request:47268", + "pull_request:47275", + "pull_request:47284", + "pull_request:47292", + "pull_request:47294", + "pull_request:47295", + "pull_request:47301", + "pull_request:47320", + "pull_request:47323", + "pull_request:47336", + "pull_request:47346", + "pull_request:47350" ], "soft_pairs": [ - "issue:45810|issue:46295" + "pull_request:43251|pull_request:43254", + "pull_request:47336|pull_request:47346", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:46958|pull_request:46974", + "pull_request:47268|pull_request:47284", + "pull_request:46954|pull_request:46958", + "pull_request:47173|pull_request:47284", + "pull_request:47202|pull_request:47204", + "pull_request:47284|pull_request:47292", + "pull_request:47108|pull_request:47202", + "pull_request:47204|pull_request:47243", + "pull_request:47077|pull_request:47078", + "pull_request:46266|pull_request:46957", + "pull_request:47077|pull_request:47212", + "pull_request:47173|pull_request:47184", + "pull_request:47166|pull_request:47173", + "pull_request:46376|pull_request:47202", + "pull_request:47077|pull_request:47275", + "pull_request:44775|pull_request:47275", + "pull_request:46990|pull_request:47336", + "pull_request:47275|pull_request:47301", + "pull_request:46995|pull_request:47323", + "pull_request:46912|pull_request:47179", + "pull_request:47216|pull_request:47275", + "pull_request:46196|pull_request:47202", + "pull_request:46912|pull_request:47284", + "pull_request:47163|pull_request:47284", + "pull_request:46836|pull_request:47202", + "pull_request:47003|pull_request:47204", + "pull_request:46395|pull_request:47181", + "pull_request:44775|pull_request:47350", + "pull_request:47093|pull_request:47275", + "pull_request:46196|pull_request:47210", + "pull_request:46995|pull_request:47163", + "pull_request:47163|pull_request:47173", + "pull_request:46912|pull_request:47082", + "pull_request:44775|pull_request:47301", + "pull_request:47204|pull_request:47295", + "pull_request:46196|pull_request:46995", + "pull_request:47077|pull_request:47301", + "pull_request:44775|pull_request:47077", + "pull_request:46376|pull_request:46995", + "pull_request:47108|pull_request:47350", + "pull_request:46995|pull_request:47181", + "pull_request:47294|pull_request:47320", + "pull_request:47166|pull_request:47292", + "pull_request:46267|pull_request:47181" ], - "prepared_review_unit_hash": "a22e82481cbee27b0ad571d393fb6ecad981ef43ffcf2de5bc28685b11c74a7d", + "prepared_review_unit_hash": "0a41442cecd1dd67de42980b2516c7aa2c38990f4ce972fb50b597c517b6d636", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1542, - "estimated_input_tokens": 386, - "estimated_eval_tokens": 1028 + "node_count": 76, + "item_count": 76, + "soft_pair_count": 211, + "serialized_chars": 264338, + "estimated_input_tokens": 66085, + "estimated_eval_tokens": 132426 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1542, - "estimated_input_tokens": 386, - "estimated_eval_tokens": 1028 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 48, + "serialized_chars": 126844, + "estimated_input_tokens": 31711, + "estimated_eval_tokens": 63678 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, - "split": false, + "split": true, "analyst_result": { - "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They do not describe the same bug or change.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 45810 is the clearer feature request, with a concrete model-class addition and specific intended use; issue 46295 is about broader training-format support and is not a duplicate of it.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45810 is the best canonical issue because it is narrowly scoped and specific about the requested API/model addition.", - "best_pr_reason": null, + "summary": "This set is mostly a mix of unrelated PRs; there is no single global duplicate cluster. The only strong duplicate-like groups are the `fixed_cross_entropy` kwargs fixes and the CohereASR training-loss double-shift fixes.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47090 is the cleanest single-purpose fix for the CohereASR double-shift bug, and it overlaps most directly with the other CohereASR variants in the set.", + "best_issue_reason": null, + "best_pr_reason": "PR 47090 is the best representative for the coherent duplicate subcluster: focused scope, explicit issue link, and the same concrete loss-path bug as the nearby CohereASR PRs.", "soft_edge_verdicts": [ { - "left": "issue:45810", - "right": "issue:46295", + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same `fixed_cross_entropy` change for issue 43240: both pass supported kwargs through to `nn.functional.cross_entropy` in the same code path." + }, + { + "left": "pull_request:47336", + "right": "pull_request:47346", + "accept": false, + "reason": "Both touch `save_pretrained`, but they fix different problems: offloading detection vs. a dict-comprehension syntax bug." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same underlying CohereASR training-loss double-shift bug; both alter the loss call so labels are not shifted twice." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR double-shift issue and same loss path, just with a different implementation." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Different bugs and code paths: CohereASR training loss vs. a MusicGen generate typo." + }, + { + "left": "pull_request:47268", + "right": "pull_request:47284", + "accept": false, + "reason": "Unrelated test fixes for different models; they do not fix the same bug or change." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Different failures in different models: pytest-v9 strict-FP32 cleanup vs. CohereASR loss handling." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47284", + "accept": false, + "reason": "Both are test-related, but they cover different models and different failure modes." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "Both are CI/docker changes, but one removes a workflow and the other adds exporter dependencies; not the same fix." + }, + { + "left": "pull_request:47284", + "right": "pull_request:47292", + "accept": false, + "reason": "Different model test updates for different bugs; no shared concrete change." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "Unrelated documentation pin-comment tweak vs. docker-image-builder removal." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47243", + "accept": false, + "reason": "Both mention exporter tooling, but one is Dockerfile dependencies and the other is executorch exporter logic fixes." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both are Japanese doc edits, but they are different translation/wording changes rather than the same content fix." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Different feature areas: modernizing DINO conversion/model support vs. finegrained FP8 decode optimization." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47212", + "accept": false, + "reason": "Different docs: Japanese translation updates vs. KV-cache quantization documentation." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "Both are accelerator-aware test changes, but they target different models and different assertions." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Different test suites and different issues; not the same underlying bug." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47202", + "accept": false, + "reason": "Multimodal continuous batching support vs. docker workflow cleanup are unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47275", "accept": false, - "reason": "Different subjects and code paths: adding a Qwen3_5 token-classification/value-model class versus enabling FP8 training support. The overlap is only in being feature requests, not in the underlying 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": 27, - "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-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": "b8501b438bdc23bb2c2d628b19aeb0e51aad5bd90fa728f0d0b88307960a85ba", - "component_budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 8, - "serialized_chars": 5728, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 - }, - "budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 8, - "serialized_chars": 5728, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Two likely duplicate issue pairs stand out: 45870/45871 share the same title and very high similarity, and 45872/45873 also share the same title and very high similarity. 45869 looks separate and is not the same request as either pair.", - "confidence": 0.86, - "canonical_issue_reason": "45870 is the best canonical issue overall because it is the earliest item in a likely duplicate pair with identical title/high similarity. 45872/45873 appear to be a separate likely duplicate pair, and 45869 is distinct.", - "canonical_pr_reason": null, - "best_issue_reason": "45870 is the strongest representative issue among the set: it is the earliest of the high-similarity 'Example: Financial time series prediction with DataForge' pair. The other similar-looking items form a separate cluster.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "Japanese docs work vs. a new model addition; unrelated." + }, { - "left": "issue:45869", - "right": "issue:45870", + "left": "pull_request:44775", + "right": "pull_request:47275", "accept": false, - "reason": "Related finance theme, but different request: a dataset bundle versus a prediction example. Similar topic only." + "reason": "General docs/navigation changes vs. a new model implementation; not the same change." }, { - "left": "issue:45869", - "right": "issue:45871", + "left": "pull_request:46990", + "right": "pull_request:47336", "accept": false, - "reason": "Related finance theme, but different request: a dataset bundle versus a prediction example. Similar topic only." + "reason": "Both involve save/offload infrastructure, but one is orchestration/CI and the other is a specific save_pretrained bug fix." }, { - "left": "issue:45870", - "right": "issue:45871", - "accept": true, - "reason": "Same title and very high similarity; likely duplicate pair, though the packet does not prove they are exact duplicates." + "left": "pull_request:47275", + "right": "pull_request:47301", + "accept": false, + "reason": "Completely different work: model addition vs. assisted-decoding documentation." }, { - "left": "issue:45870", - "right": "issue:45872", + "left": "pull_request:46995", + "right": "pull_request:47323", "accept": false, - "reason": "Different concrete request: prediction example versus prediction plus scraping service." + "reason": "MLU flash-linear-attention availability vs. DeepGEMM multi-device fixes are different kernels and different bugs." }, { - "left": "issue:45870", - "right": "issue:45873", + "left": "pull_request:46912", + "right": "pull_request:47179", "accept": false, - "reason": "Different concrete request: prediction example versus prediction plus scraping service." + "reason": "RoPE test coverage and Granite-swa model support are unrelated." }, { - "left": "issue:45871", - "right": "issue:45872", + "left": "pull_request:47216", + "right": "pull_request:47275", "accept": false, - "reason": "Different concrete request: prediction example versus prediction plus scraping service." + "reason": "Compressed-tensors fp8 support vs. EfficientVit-SAM model addition are unrelated." }, { - "left": "issue:45871", - "right": "issue:45873", + "left": "pull_request:46196", + "right": "pull_request:47202", "accept": false, - "reason": "Different concrete request: prediction example versus prediction plus scraping service." + "reason": "SDPA dispatch support and docker workflow deletion are unrelated changes." }, { - "left": "issue:45872", - "right": "issue:45873", - "accept": true, - "reason": "Same title and very high similarity; likely duplicate pair, though the packet does not prove they are exact duplicates." - } - ] - }, - "evaluator_result": { - "accept": false, - "feedback": "The grouping is directionally reasonable, but it overstates the evidence. The packet only shows identical titles and soft-similarity scores; it does not prove the pairs are exact duplicates. Please soften the verdicts to conservative language like \"likely duplicate\" or \"same title / high similarity,\" and avoid claiming \"exact duplicates\" or \"same issue\" as a certainty." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 20, - "component_count": 27, - "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-46439-2", - "nodes": [ - "issue:46439", - "issue:46441" - ], - "soft_pairs": [ - "issue:46439|issue:46441" - ], - "prepared_review_unit_hash": "1f6856ee907373c77ab89cb996f63d438482cbde6a9aefbcf95954e463d08fff", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1640, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1640, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These two issues are related to static-cache behavior around linear-attention/Qwen3.5, but they describe different failure modes: one corrupts shapes during `early_initialization`, the other raises a `KeyError` for `linear_attention`. They are close enough to cluster conceptually, but not the same underlying bug with high confidence.", - "confidence": 0.82, - "canonical_issue_reason": "Issue #46439 is the better canonical issue because it describes the broader/root-style failure mode in static cache initialization affecting linear-attention layers, with a concrete shape corruption leading to runtime error.", - "canonical_pr_reason": null, - "best_issue_reason": "#46439 is the strongest representative for the cluster since it states the more general mechanism (`early_initialization` corrupting linear-attention layers) rather than only one model-specific `KeyError` symptom.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "left": "pull_request:46912", + "right": "pull_request:47284", + "accept": false, + "reason": "RoPE testing and Mimo-v2-flash test fixes are unrelated." + }, { - "left": "issue:46439", - "right": "issue:46441", + "left": "pull_request:47163", + "right": "pull_request:47284", "accept": false, - "reason": "Both concern `cache_implementation=\"static\"` and linear attention, but one is a shape corruption/runtime error during initialization while the other is a `KeyError: 'linear_attention'`. The symptoms and likely code paths differ enough that they should not be treated as the same bug." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 21, - "component_count": 27, - "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-46551-2", - "nodes": [ - "issue:46551", - "issue:46552" - ], - "soft_pairs": [ - "issue:46551|issue:46552" - ], - "prepared_review_unit_hash": "1ffcfb7b42abe1a775d676db246aa7b1a4e4327b9d65a5fe4fc2a029cf22937d", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1707, - "estimated_input_tokens": 427, - "estimated_eval_tokens": 1110 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1707, - "estimated_input_tokens": 427, - "estimated_eval_tokens": 1110 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These two issues are near-exact duplicates: same title, same reported Wav2Vec2CTCTokenizer v5 bug, and identical text. The open issue is the better canonical/best issue because it is active and already has inbound references.", - "confidence": 0.99, - "canonical_issue_reason": "Issue #46552 is open, has inbound references, and appears to be the active report for the exact same bug as #46551.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue #46552 is the strongest single issue to keep because it is open and already attracting discussion/references for the same problem.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "Both are test fixes, but for different models and different issues." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47202", + "accept": false, + "reason": "Unlimited OCR model addition vs. docker builder removal are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "OpenVINO exporter work vs. Dockerfile exporter-test dependencies are different changes." + }, + { + "left": "pull_request:46395", + "right": "pull_request:47181", + "accept": false, + "reason": "Param2MoE and Cosmos3 Edge are separate model additions." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47350", + "accept": false, + "reason": "Docs parallelism update vs. Inkling model/docs addition are unrelated." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47275", + "accept": false, + "reason": "OpenPangu-V2 model support and EfficientVit-SAM support are unrelated features." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47210", + "accept": false, + "reason": "Both involve attention internals, but SDPA dispatch support and packed-varlen routing are distinct code paths." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "Flash-linear-attention availability and paged-attention test support are different problems." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47173", + "accept": false, + "reason": "Both are accelerator test updates, but they address different test files and different expectations." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47292", + "accept": false, + "reason": "RoPE tests vs. XPU test adjustments for tipsv2_dpt are unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47275", + "accept": false, + "reason": "Compressed-tensors fp8 support and EfficientVit-SAM model support are unrelated." + }, { - "left": "issue:46551", - "right": "issue:46552", - "accept": true, - "reason": "Same title and same underlying tokenizer bug; the bodies appear identical, so this is a true duplicate pair." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet: both issues have the same title, equal body length, and a soft-similarity Jaccard of 1.0, with #46552 open and carrying inbound references. The duplicate/canonical choice is conservative and well supported." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 22, - "component_count": 27, - "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-46657-2", - "nodes": [ - "issue:46657", - "issue:46692" - ], - "soft_pairs": [ - "issue:46657|issue:46692" - ], - "prepared_review_unit_hash": "27a2b7532412db58a32de723ec7ef0efbb7599aba9dd09e17a324a9ac4c1e730", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1570, - "estimated_input_tokens": 393, - "estimated_eval_tokens": 1042 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1570, - "estimated_input_tokens": 393, - "estimated_eval_tokens": 1042 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "The two issues are about different failure modes: one reports a tensor size mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2. They share only a broad training context, not the same underlying bug.", - "confidence": 0.92, - "canonical_issue_reason": "issue:46657 is the more concrete and actionable report, with a specific tensor-shape mismatch error; issue:46692 describes a different symptom (OOM over time) and does not look like the same defect.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:46657 is the better cluster anchor because it is a precise bug report with a clearer failure signature, whereas issue:46692 appears to be a separate memory-pressure problem.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Different backend support changes: SDPA dispatch vs. flash-linear-attention availability." + }, { - "left": "issue:46657", - "right": "issue:46692", + "left": "pull_request:47077", + "right": "pull_request:47301", "accept": false, - "reason": "Different symptoms and likely different root causes: tensor shape mismatch vs. gradual out-of-memory during training. Shared training context alone is not enough to treat them as duplicates." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 23, - "component_count": 27, - "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-46822-2", - "nodes": [ - "issue:46822", - "issue:46823" - ], - "soft_pairs": [ - "issue:46822|issue:46823" - ], - "prepared_review_unit_hash": "b5dedd02e20e32d959caf785cad1fe952e71cec36724e578281401f0550b1e88", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1674, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1674, - "estimated_input_tokens": 419, - "estimated_eval_tokens": 1094 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "The two issues are only loosely related by model-loading failures. One reports a ZeRO-3/zero.Init partitioning bug for a composite multimodal submodule causing OOM, while the other reports 4-bit + device_map='auto' incorrectly dispatching to CPU despite sufficient memory. They involve different code paths and failure modes, so they should not be clustered as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 46822 is the stronger canonical issue: it is a specific, actionable loading/partitioning bug with a clear affected component (ZeRO-3 zero.Init and a composite submodule) and an explicit failure mode (OOM on multi-GPU load).", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is the best representative for this cluster because it is the more concrete and durable bug report; 46823 is a separate quantization/device-map issue and is already closed.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "Japanese translation updates and MTP docs are unrelated documentation changes." + }, { - "left": "issue:46822", - "right": "issue:46823", + "left": "pull_request:44775", + "right": "pull_request:47077", + "accept": false, + "reason": "Different documentation subsystems and different edits." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46995", + "accept": false, + "reason": "Continuous batching multimodal support and flash-linear-attention availability are unrelated." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47350", + "accept": false, + "reason": "Doc-builder pin comment cleanup vs. Inkling docs/model work are unrelated." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47181", + "accept": false, + "reason": "Flash-linear-attention availability and Cosmos3 Edge model support are unrelated." + }, + { + "left": "pull_request:47294", + "right": "pull_request:47320", + "accept": false, + "reason": "Kernel-native causal_conv1d support and response_schema deprecation are unrelated." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47292", + "accept": false, + "reason": "Different quantization/test suites with different accelerator expectations." + }, + { + "left": "pull_request:46267", + "right": "pull_request:47181", "accept": false, - "reason": "Reject: both are model-loading failures, but they stem from different mechanisms and code paths. 46822 is about ZeRO-3 partitioning of a composite submodule causing OOM; 46823 is about 4-bit device_map/max_memory dispatching to CPU and raising ValueError. They are not the same underlying bug." + "reason": "Serve chat parsing updates and Cosmos3 Edge model support are unrelated." } ] }, "evaluator_result": null, "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { - "label": "issue", - "component_index": 24, - "component_count": 27, - "review_unit_index": 1, - "review_unit_count": 1, + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 2, + "review_unit_count": 4, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46906-18", + "cluster_id": "cluster-40546-76", "nodes": [ - "issue:46906", - "issue:46940", - "issue:46948", - "issue:46969", - "issue:46985", - "issue:46998", - "issue:47037", - "issue:47049", - "issue:47053", - "issue:47091", - "issue:47102", - "issue:47120", - "issue:47182", - "issue:47227", - "issue:47256", - "issue:47265", - "issue:47279", - "issue:47309" - ], - "soft_pairs": [ - "issue:46906|issue:46940", - "issue:46906|issue:46948", - "issue:46906|issue:46969", - "issue:46906|issue:46985", - "issue:46906|issue:47037", - "issue:46940|issue:46948", - "issue:46940|issue:46969", - "issue:46940|issue:46985", - "issue:46940|issue:46998", - "issue:46948|issue:46969", - "issue:46948|issue:46985", - "issue:46948|issue:46998", - "issue:46969|issue:46985", - "issue:46969|issue:47037", - "issue:46969|issue:47091", - "issue:46985|issue:47037", - "issue:46985|issue:47049", - "issue:46998|issue:47053", - "issue:46998|issue:47037", - "issue:46998|issue:47049", - "issue:46985|issue:46998", - "issue:46998|issue:47091", - "issue:47037|issue:47049", - "issue:47037|issue:47091", - "issue:47037|issue:47053", - "issue:47049|issue:47053", - "issue:47049|issue:47091", - "issue:47053|issue:47091", - "issue:47053|issue:47102", - "issue:47091|issue:47102", - 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"summary": "These look like a dated series of recurring \"[serge] integration failure triage\" reports, not the same underlying bug/change. The similarity is mostly template/date-based, so I would not collapse them as duplicates.", + "summary": "This cluster is very heterogeneous: model additions, docs-only changes, CI/test updates, and unrelated runtime fixes. I don\u2019t see any true duplicate PR pairs here, so all soft edges should be rejected.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": "#47309 is the only open and most current triage thread, so it is the best representative if one needs a current anchor.", - "best_pr_reason": null, + "canonical_pr_reason": "If forced to pick one anchor, PR 46895 is the cleanest narrowly scoped bug fix with an explicit issue target; however, it is not a good representative for the rest of this broad cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 46895 is the strongest standalone PR in the set because it fixes one concrete training-loss bug with a clear issue link and minimal surface area.", "soft_edge_verdicts": [ { - "left": "issue:46906", - "right": "issue:46940", + "left": "pull_request:44517", + "right": "pull_request:46376", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Different changes: Qwen3-TTS model/docs vs continuous batching multimodal support." }, { - "left": "issue:46906", - "right": "issue:46948", + "left": "pull_request:47093", + "right": "pull_request:47181", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Different model additions for unrelated architectures (OpenPangu-V2 vs Cosmos3 Edge)." }, { - "left": "issue:46906", - "right": "issue:46969", + "left": "pull_request:46836", + "right": "pull_request:47275", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Different model additions (Unlimited OCR vs EfficientViT-SAM), not the same code path." }, { - "left": "issue:46906", - "right": "issue:46985", + "left": "pull_request:46266", + "right": "pull_request:47301", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Modernizing DINO conversion/model code is unrelated to adding MTP docs." }, { - "left": "issue:46906", - "right": "issue:47037", + "left": "pull_request:44775", + "right": "pull_request:47181", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Docs-only distributed-training nav change vs a new model support PR." }, { - "left": "issue:46940", - "right": "issue:46948", + "left": "pull_request:47093", + "right": "pull_request:47143", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Different model support PRs for different architectures (OpenPangu-V2 vs NeuCodec)." }, { - "left": "issue:46940", - "right": "issue:46969", + "left": "pull_request:47082", + "right": "pull_request:47210", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "RoMa model support and packed SDPA varlen routing are unrelated changes." }, { - "left": "issue:46940", - "right": "issue:46985", + "left": "pull_request:47093", + "right": "pull_request:47163", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Model addition vs test-only XPU paged-attention coverage; not the same fix." }, { - "left": "issue:46940", - "right": "issue:46998", + "left": "pull_request:46266", + "right": "pull_request:47216", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "DINO conversion/model refactor is unrelated to compressed-tensors fp8 support." }, { - "left": "issue:46948", - "right": "issue:46969", + "left": "pull_request:47082", + "right": "pull_request:47108", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "A new model PR and a doc-builder pin comment change are unrelated." }, { - "left": "issue:46948", - "right": "issue:46985", + "left": "pull_request:47108", + "right": "pull_request:47301", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Doc comment tweak is unrelated to adding MTP docs." }, { - "left": "issue:46948", - "right": "issue:46998", + "left": "pull_request:46376", + "right": "pull_request:47291", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Both touch continuous batching, but one adds multimodal support and the other deprecates config plumbing; not the same bug/change." }, { - "left": "issue:46969", - "right": "issue:46985", + "left": "pull_request:47082", + "right": "pull_request:47275", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Different model support PRs for different models; no shared underlying change." }, { - "left": "issue:46969", - "right": "issue:47037", + "left": "pull_request:46196", + "right": "pull_request:47179", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "SDPA dispatch for wav2vec2-family models is unrelated to Granite-SWA model support." }, { - "left": "issue:46969", - "right": "issue:47091", + "left": "pull_request:47179", + "right": "pull_request:47210", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Model support vs packed SDPA varlen routing; different concrete problems." }, { - "left": "issue:46985", - "right": "issue:46998", + "left": "pull_request:46266", + "right": "pull_request:47336", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "DINO modernization work is unrelated to fully-offloaded save_pretrained behavior." }, { - "left": "issue:46985", - "right": "issue:47037", + "left": "pull_request:47078", + "right": "pull_request:47275", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Japanese docs wording change vs EfficientViT-SAM model addition; unrelated." }, { - "left": "issue:46985", - "right": "issue:47049", + "left": "pull_request:46912", + "right": "pull_request:46990", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "RoPE test updates and FSDP orchestration are different problems." }, { - "left": "issue:46985", - "right": "issue:47091", + "left": "pull_request:46990", + "right": "pull_request:47181", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "FSDP orchestration/loading-saving work is unrelated to Cosmos3 Edge model support." }, { - "left": "issue:46985", - "right": "issue:47102", + "left": "pull_request:47175", + "right": "pull_request:47179", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Olmo3 CI expectations and Granite-SWA model support are unrelated." }, { - "left": "issue:46998", - "right": "issue:47037", + "left": "pull_request:47082", + "right": "pull_request:47210", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Different features: keypoint matcher support vs SDPA packed-sequence attention routing." }, { - "left": "issue:46998", - "right": "issue:47049", + "left": "pull_request:46266", + "right": "pull_request:47301", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "DINO conversion/model work is unrelated to multi-token prediction docs." }, { - "left": "issue:46998", - "right": "issue:47053", + "left": "pull_request:47163", + "right": "pull_request:47179", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Paged-attention XPU test coverage is unrelated to Granite-SWA model support." }, { - "left": "issue:46998", - "right": "issue:47091", + "left": "pull_request:47275", + "right": "pull_request:47336", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Different changes: EfficientViT-SAM model support vs offloading save fix." }, { - "left": "issue:47037", - "right": "issue:47049", + "left": "pull_request:46836", + "right": "pull_request:47218", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Unlimited OCR model support vs a test image-loading refactor; not the same underlying change." }, { - "left": "issue:47037", - "right": "issue:47053", + "left": "pull_request:46376", + "right": "pull_request:47218", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Continuous batching multimodal work is unrelated to test image-loading helper refactors." }, { - "left": "issue:47037", - "right": "issue:47091", + "left": "pull_request:47210", + "right": "pull_request:47304", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Packed SDPA routing and a docs-only MPS graph-cache cleanup are unrelated." }, { - "left": "issue:47037", - "right": "issue:47102", + "left": "pull_request:47216", + "right": "pull_request:47344", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Compressed-tensors fp8 support and a kernel version bump are related only broadly, not the same concrete change." }, { - "left": "issue:47049", - "right": "issue:47053", + "left": "pull_request:44775", + "right": "pull_request:46836", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Distributed-training docs vs new Unlimited OCR model docs/code are unrelated." }, { - "left": "issue:47049", - "right": "issue:47091", + "left": "pull_request:43451", + "right": "pull_request:46990", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Molmo2 model support and FSDP orchestration are unrelated." }, { - "left": "issue:47049", - "right": "issue:47102", + "left": "pull_request:46912", + "right": "pull_request:47294", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "RoPE test tuning and kernel-native causal_conv1d support are different areas and fixes." }, { - "left": "issue:47053", - "right": "issue:47091", + "left": "pull_request:47175", + "right": "pull_request:47294", + "accept": false, + "reason": "Olmo3 CI updates are unrelated to kernel-native causal_conv1d work." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47306", + "accept": false, + "reason": "CohereASR loss fix and Neuron training experiment scripts are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46376", + "accept": false, + "reason": "Both relate to generation/attention, but one adds SDPA dispatch and the other adds multimodal continuous batching; not the same bug." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47113", + "accept": false, + "reason": "A config property typing fix is unrelated to audio feature/processing requirement fixes." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47294", + "accept": false, + "reason": "Audio feature/processing requirements and kernel integration changes are unrelated." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47175", + "accept": false, + "reason": "num_labels typing fix is unrelated to Olmo3 CI expectation changes." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47336", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Config typing fix is unrelated to offloading/save_pretrained behavior." }, { - "left": "issue:47053", - "right": "issue:47102", + "left": "pull_request:47069", + "right": "pull_request:47344", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "num_labels property typing and FP8 kernel version bump are unrelated." }, { - "left": "issue:47091", - "right": "issue:47102", + "left": "pull_request:47078", + "right": "pull_request:47322", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Japanese doc wording cleanup is unrelated to AMD Quark config changes." }, { - "left": "issue:47102", - "right": "issue:47256", + "left": "pull_request:47078", + "right": "pull_request:47243", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Docs wording changes are unrelated to Executorch exporter fixes." }, { - "left": "issue:47120", - "right": "issue:47182", + "left": "pull_request:47243", + "right": "pull_request:47294", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Executorch exporter fixes and kernel-native causal_conv1d integration are separate code paths." }, { - "left": "issue:47120", - "right": "issue:47256", + "left": "pull_request:47069", + "right": "pull_request:47108", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Config property typing fix is unrelated to doc-builder pin comments." }, { - "left": "issue:47120", - "right": "issue:47265", + "left": "pull_request:47069", + "right": "pull_request:47306", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Different targets: config typing vs Neuron experiment scripts." }, { - "left": "issue:47120", - "right": "issue:47279", + "left": "pull_request:47108", + "right": "pull_request:47306", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Doc-builder comment cleanup is unrelated to Neuron experiment scripts." }, { - "left": "issue:47120", - "right": "issue:47309", + "left": "pull_request:47294", + "right": "pull_request:47306", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Kernel integration changes are unrelated to Neuron experimentation scripts." }, { - "left": "issue:47182", - "right": "issue:47227", + "left": "pull_request:47216", + "right": "pull_request:47301", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Compressed-tensors fp8 support is unrelated to MTP documentation." }, { - "left": "issue:47182", - "right": "issue:47256", + "left": "pull_request:47113", + "right": "pull_request:47304", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Audio requirements fixes are unrelated to an MPS docs cleanup." }, { - "left": "issue:47182", - "right": "issue:47265", + "left": "pull_request:47216", + "right": "pull_request:47336", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Quantization format support and offloading save fixes are different problems." }, { - "left": "issue:47182", - "right": "issue:47279", + "left": "pull_request:46957", + "right": "pull_request:47216", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Finegrained FP8 runtime work is related only broadly to compressed-tensors fp8, but they fix different mechanisms and code paths." }, { - "left": "issue:47182", - "right": "issue:47309", + "left": "pull_request:47108", + "right": "pull_request:47216", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Doc-builder pin cleanup is unrelated to compressed-tensors fp8 support." }, { - "left": "issue:47227", - "right": "issue:47256", + "left": "pull_request:47216", + "right": "pull_request:47344", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Compressed-tensors fp8 support and an FP8 kernel version bump are not the same change." }, { - "left": "issue:47227", - "right": "issue:47265", + "left": "pull_request:47294", + "right": "pull_request:47344", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Kernel-native causal_conv1d functions and FP8 kernel version bump are separate integration updates." }, { - "left": "issue:47227", - "right": "issue:47279", + "left": "pull_request:47218", + "right": "pull_request:47344", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Test image-loading refactor and FP8 kernel version bump are unrelated." }, { - "left": "issue:47227", - "right": "issue:47309", + "left": "pull_request:44775", + "right": "pull_request:46836", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Distributed-training docs and Unlimited OCR model support are unrelated." }, { - "left": "issue:47256", - "right": "issue:47265", + "left": "pull_request:43451", + "right": "pull_request:44517", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Molmo2 and Qwen3-TTS are different model additions with no shared underlying bug or change." }, { - "left": "issue:47256", - "right": "issue:47279", + "left": "pull_request:44517", + "right": "pull_request:47143", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Qwen3-TTS and NeuCodec are separate model support PRs." }, { - "left": "issue:47265", - "right": "issue:47279", + "left": "pull_request:44517", + "right": "pull_request:47301", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Qwen3-TTS model support is unrelated to MTP docs." }, { - "left": "issue:47265", - "right": "issue:47309", + "left": "pull_request:44517", + "right": "pull_request:47181", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + "reason": "Qwen3-TTS and Cosmos3 Edge are different model additions." }, { - "left": "issue:47279", - "right": "issue:47309", + "left": "pull_request:47082", + "right": "pull_request:47243", "accept": false, - "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 25, - "component_count": 27, - "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-46983-2", - "nodes": [ - "issue:46983", - "issue:46984" - ], - "soft_pairs": [ - "issue:46983|issue:46984" - ], - "prepared_review_unit_hash": "060810d7f94c24ff1ead623b840993668bdefb02980a27b762b4845a184fc477", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1492, - "estimated_input_tokens": 373, - "estimated_eval_tokens": 1002 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1492, - "estimated_input_tokens": 373, - "estimated_eval_tokens": 1002 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Two closed issues with identical titles and highly similar bodies describe the same request to add RWKV7 model support, so they should be clustered together. Issue 46984 appears slightly better as the canonical representative because it has more discussion activity and is likely the more established thread.", - "confidence": 0.99, - "canonical_issue_reason": "Issue 46984 is the better canonical representative: it has the same title, similar body, and more discussion activity, suggesting it is the more central thread.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 46984 is the strongest issue in the cluster because it is clearly the same request and has the most engagement.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:46983", - "right": "issue:46984", - "accept": true, - "reason": "Same title and strongly similar content indicate the same underlying feature request for RWKV7 model support." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is well grounded in the packet: both items are closed issues with the same title, and the body similarity evidence is strong. The canonical choice of issue 46984 is also conservative, since it has slightly more discussion activity (2 vs 0). The soft-edge acceptance is supported by the available evidence and does not overstate certainty." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 26, - "component_count": 27, - "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-47007-2", - "nodes": [ - "issue:47007", - "issue:47015" - ], - "soft_pairs": [ - "issue:47007|issue:47015" - ], - "prepared_review_unit_hash": "ba78646b4969a270376f9f69fc3e23f3ecaa548e707568f0e1636a7a978e4ac6", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1626, - "estimated_input_tokens": 407, - "estimated_eval_tokens": 1070 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1626, - "estimated_input_tokens": 407, - "estimated_eval_tokens": 1070 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "The two issues are thematically similar research-style writeups about AI-assisted vulnerability discovery, but they do not describe the same concrete bug, feature request, or actionable change. They look like separate discussion posts rather than duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "Issue #47015 is the broader, more direct framing of an AI-automated cybersecurity vulnerability discovery system, while #47007 is a lessons-learned style writeup about building such systems. If one must be chosen as the canonical issue, #47015 is the cleaner umbrella topic.", - "canonical_pr_reason": null, - "best_issue_reason": "#47015 is the best representative because its title most clearly captures the core subject without narrowing it to a retrospective angle. It is the better anchor for related discussion.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "RoMa model support and Executorch exporter fixes are unrelated." + }, { - "left": "issue:47007", - "right": "issue:47015", + "left": "pull_request:46912", + "right": "pull_request:47291", "accept": false, - "reason": "They overlap in topic, but the titles and likely intents differ: one is a lessons-from-using-LLMs article, the other is a novel application/system concept. This is not enough to treat them as 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": 27, - "component_count": 27, - "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-47138-2", - "nodes": [ - "issue:47138", - "issue:47139" - ], - "soft_pairs": [ - "issue:47138|issue:47139" - ], - "prepared_review_unit_hash": "51e296bb76ce92550ee93e51f39f67a676824ff215fc1d6dc47c745199101afd", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1590, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1590, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "The two issues are effectively duplicates: same title, same likely body, same reported behavior, and no distinguishing metadata. Issue #47138 is the better canonical pick because it was created first and has slightly more inbound references.", - "confidence": 0.99, - "canonical_issue_reason": "#47138 is the earliest report and has marginally higher inbound reference count, so it is the best canonical issue for this duplicate pair.", - "canonical_pr_reason": null, - "best_issue_reason": "#47138 is the strongest standalone representative of this bug report because it appears first and is the most referenced of the two identical issues.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "RoPE test changes and continuous-batching deprecation work are unrelated." + }, { - "left": "issue:47138", - "right": "issue:47139", - "accept": true, - "reason": "Same title and effectively same report text, with no evidence of different scope or behavior; these are duplicates of the same issue." + "left": "pull_request:46990", + "right": "pull_request:47306", + "accept": false, + "reason": "FSDP orchestration and Neuron experiment scripts are unrelated." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47294", + "accept": false, + "reason": "Olmo3 CI and kernel-native causal_conv1d support are unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46376", + "accept": false, + "reason": "DINO modernization work is unrelated to multimodal continuous batching." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47320", + "accept": false, + "reason": "NeuCodec model support and response_schema deprecation are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the issues have identical titles, identical body lengths, close creation times, and a soft-similarity score of 1.0. The canonical pick for #47138 is also supported by its earlier timestamp and slightly higher inbound references. 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"reason": "CohereASR loss-shift fix and DeepGEMM multi-device fix are different model/runtime bugs." + "reason": "Nemotron Omni support and MTP docs are unrelated." }, { - "left": "pull_request:47113", - "right": "pull_request:47275", + "left": "pull_request:47181", + "right": "pull_request:47243", "accept": false, - "reason": "Audio requirements fixes and EfficientViT-SAM model support are unrelated." + "reason": "Cosmos3 Edge model support and ExecuTorch exporter fixes are unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:47275", + "left": "pull_request:47216", + "right": "pull_request:47322", "accept": false, - "reason": "Step-3.7 Flash model build/convert work and EfficientViT-SAM model support are different additions." + "reason": "Compressed-tensors fp8 work is unrelated to AMD Quark config changes." }, { - "left": "pull_request:47077", - "right": "pull_request:47345", + "left": "pull_request:43451", + "right": "pull_request:46509", "accept": false, - "reason": "Japanese DistilBERT translation and FlashAttention fallback docs are separate documentation topics." + "reason": "Molmo2 and Nemotron Omni are separate model additions." } ] }, @@ -22471,185 +23101,20 @@ "error_kind": null, "error_message": null }, - 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"pull_request:47298|pull_request:47323", - "pull_request:43451|pull_request:46509", + "pull_request:43451|pull_request:47350", "pull_request:43451|pull_request:47181", "pull_request:43451|pull_request:47096", "pull_request:43451|pull_request:47003", @@ -22678,35 +23140,159 @@ "pull_request:47096|pull_request:47298", "pull_request:47096|pull_request:47322", "pull_request:43451|pull_request:47306", + "pull_request:47096|pull_request:47306", "pull_request:43451|pull_request:47166", "pull_request:47003|pull_request:47323", "pull_request:47003|pull_request:47298", + "pull_request:47298|pull_request:47350", "pull_request:47096|pull_request:47143", - "pull_request:47096|pull_request:47163", - "pull_request:47143|pull_request:47298" + "pull_request:47096|pull_request:47163" ], - "prepared_review_unit_hash": "615a8c7485247d27e513e4dc46bf6f1898ce838e8fc13dd1e666ae02eca27a1e", + "prepared_review_unit_hash": "16f334eb08efd0190bb5a7e596b659e3b5a32ac6a865e7baf77892db74fbfb0c", "component_budget": { - "node_count": 77, - "item_count": 77, - "soft_pair_count": 214, - "serialized_chars": 267707, - "estimated_input_tokens": 66927, - "estimated_eval_tokens": 134110 + "node_count": 76, + "item_count": 76, + "soft_pair_count": 211, + "serialized_chars": 264338, + "estimated_input_tokens": 66085, + "estimated_eval_tokens": 132426 }, "budget": { "node_count": 12, "item_count": 12, - "soft_pair_count": 22, - "serialized_chars": 36878, - "estimated_input_tokens": 9220, - "estimated_eval_tokens": 18696 + "soft_pair_count": 19, + "serialized_chars": 34802, + "estimated_input_tokens": 8701, + "estimated_eval_tokens": 17658 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it mixes unrelated feature PRs and fixes across model additions, exporter support, test updates, and a DeepGEMM bugfix. There is no single underlying bug/change that ties them together.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good canonical representative because the cluster spans multiple unrelated models/subsystems and different kinds of changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43451", + "right": "pull_request:47350", + "accept": false, + "reason": "43451 adds Molmo2; 47350 is docs/model scaffolding for Inkling. Different models and different change goals." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47181", + "accept": false, + "reason": "Both add new model support, but for different models (Molmo2 vs Cosmos3 Edge); not the same underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 model addition is unrelated to Kimi exportability changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model support and OpenVINO exporter work are separate features." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter and Kimi exportability touch different code paths and fix different problems." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47323", + "accept": false, + "reason": "Molmo2 model addition is unrelated to DeepGEMM multi-device handling." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47323", + "accept": false, + "reason": "Kimi exporter support and DeepGEMM multi-device fix are different issues in different layers." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47298", + "accept": false, + "reason": "Molmo2 model addition is unrelated to MI450 image decoding/model failure fixes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47322", + "accept": false, + "reason": "Molmo2 model support and AMD Quark quantization config changes are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47298", + "accept": false, + "reason": "Kimi exportability and MI450 failure fixes do not describe the same code-path problem." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47322", + "accept": false, + "reason": "Kimi exportability and Quark config changes are separate feature areas." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47306", + "accept": false, + "reason": "Molmo2 model addition is unrelated to Trainium/neuron experiment scripts." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47306", + "accept": false, + "reason": "Kimi exportability and Neuron experiment scripts are not the same change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47166", + "accept": false, + "reason": "Molmo2 model support is unrelated to quantization test tweaks." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47323", + "accept": false, + "reason": "OpenVINO exporter work and DeepGEMM multi-device fix address different subsystems and bugs." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47298", + "accept": false, + "reason": "OpenVINO exporter and MI450 model failure fixes are unrelated." + }, + { + "left": "pull_request:47298", + "right": "pull_request:47350", + "accept": false, + "reason": "MI450 bugfixes and Inkling docs/model scaffolding are different changes." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi exportability and NeuCodec model support are unrelated model/export additions." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Kimi exportability and XPU paged-attention tests are different test/code paths." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -22720,7 +23306,7 @@ "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -22733,7 +23319,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "93d92aa179f7f1dc046371b000d12625259eb9b1b7e913c877ceadbc9a776ea4", + "prepared_review_unit_hash": "62b4d2fb38e40da7c552742de01fe7a63041cf21b63f77dfa15ff221f2e1dbc0", "component_budget": { "node_count": 2, "item_count": 2, @@ -22754,7 +23340,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "41224 is the stronger standalone PR: it adds a concrete image-classification capability with model, auto-model, and test updates. Still, it is not a duplicate of 40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes and code paths: TimesFM forecasting with covariates vs. DINOv3 image classification support. They touch separate model families and would not be merged into one PR." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -22844,7 +23445,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "4e31aca029e2c157a23f473461af16949b93dc87d8874e76c145d591e501c17b", + "prepared_review_unit_hash": "96f0aa7040395bcc9a9762b1c5c923d0542f8843c330a2ba7da95b120ad62655", "component_budget": { "node_count": 2, "item_count": 2, @@ -22866,18 +23467,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate workflow-maintenance PRs: one upgrades GitHub Actions components for Node 24 compatibility, while the other bumps Docker build actions and a few workflow actions to newer versions. They overlap in CI/workflow files but do not target the same underlying change.", - "confidence": 0.96, + "summary": "These are related GitHub Actions maintenance PRs, but they target different action families and different compatibility upgrades, so they should not be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the clearest cluster representative because it has a specific compatibility goal (Node 24) and a broad, coherent set of workflow action upgrades.", + "canonical_pr_reason": "PR #42975 is the broader representative of the cluster because it updates core workflow actions for Node 24 compatibility across many workflows, whereas #42976 is a separate upgrade of build-push-action and a few other workflow actions.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative PR for the cluster because it defines a concrete migration objective rather than a generic version bump.", + "best_pr_reason": "PR #42975 is the stronger standalone representative: it has the clearest single theme (Node 24 compatibility) and touches a wider set of workflows than #42976.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both PRs touch GitHub Actions workflows, but they fix different things: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 updates docker/build-push-action and related actions to latest versions. They are not the same underlying bug/change and would not plausibly be merged as one PR." + "reason": "Both PRs update GitHub Actions in workflow files, but they fix different underlying changes: #42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while #42976 upgrades docker/build-push-action and related workflow actions. They are not the same concrete bug/change and would not plausibly be merged into one PR." } ] }, @@ -22912,12 +23513,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "a1aad9ccd0dbb03768b391ffe88394a03f556ef3e3408e59a52a432476999272", + "prepared_review_unit_hash": "091102ef6906586669588938bd60ee81e94a23d27874087494b0c07bfacb75cd", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13045, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -22925,7 +23526,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13045, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -22979,7 +23580,7 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "897f8c6170775f681d7f36a6288eca516077c9a38981f2a541e8b1ca6920d2aa", + "prepared_review_unit_hash": "1f84230eef67d0a1bce3b0c200b4bde2d5006c349f2344af43d3d3b7ef19b1af", "component_budget": { "node_count": 7, "item_count": 7, @@ -23001,108 +23602,108 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs that only share weak text similarity. The only strong duplicate-like pair is the two YOLOS fixes, which both address the same device-mismatch problem under `device_map=\"auto\"` in the same code path.", + "summary": "Most items are unrelated PRs. The only plausible duplicate/overlap is the YOLOS device-mismatch fixes in PRs 46886 and 46922; the rest touch different models or infrastructure and should not be merged together.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the best representative because it directly fixes the YOLOS device-mismatch path in `modeling_yolos.py` and appears to be the more complete version of the same fix.", + "canonical_pr_reason": "PR 46922 is the best canonical PR: it addresses the YOLOS auto-device-map mismatch directly, includes the same target issue, and contains the more complete fix (mid-position embedding device cast plus no_split_modules adjustment).", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the strongest standalone change in the cluster: it targets the explicit YOLOS issue, fixes the runtime tensor-device bug, and includes the related model-splitting safeguard.", + "best_pr_reason": "PR 46922 is the strongest representative of the actual bug fix in this cluster for the same reasons as above.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and different change types; Whisper tokenizer logic vs synthetic test edits for CLIP/ViT." + "reason": "Different models and unrelated test churn; not the same underlying bug/change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding vs FP8 dequantization; unrelated code paths and models." + "reason": "Whisper tokenizer/test fix is unrelated to FP8 dequantization." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenizer fix vs generation/watermarking and broad model-test changes; not the same bug." + "reason": "Whisper decode fix is unrelated to generation-watermarking behavior." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenizer behavior is unrelated to YOLOS device-placement fixes." + "reason": "Whisper tokenizer/test fix is unrelated to the YOLOS device-mismatch bug." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Placeholder test-only edits in CLIP/ViT are unrelated to the Phimoe CI integration fix." + "reason": "These are test-only changes in different areas; no shared code-path bug." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Unrelated test placeholders vs a dequantization/runtime fix in FP8 loading." + "reason": "Different subsystems and problems; not mergeable as one fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Test placeholders do not match the generation-config/watermarking change set." + "reason": "Unrelated PRs: model tests versus generation config validation." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Test-only edits are unrelated to the YOLOS runtime fix." + "reason": "Both are test-related only in a broad sense, but they fix different model-specific issues." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization logic and CI memory/device-map plumbing are different problems." + "reason": "FP8 dequantization and Phimoe CI/device-map setup are separate changes." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different subsystems: FP8 quantization/loading vs generation config validation and generation utils." + "reason": "Different code paths: FP8 kernel/loader fixes versus generation watermarking validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 dequant fix is unrelated to YOLOS device mismatch handling." + "reason": "No overlap in bug or code path; FP8 quantization fix is unrelated to YOLOS." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation changes are not the same as Phimoe CI test-environment changes." + "reason": "Generation watermarking validation and Phimoe integration-test CI fixes are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Generation config/watermarking changes are unrelated to YOLOS model device fixes." + "reason": "Different subsystems and concrete failures; not the same change." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI runner memory/device-map adjustments are unrelated to the YOLOS code-path bug." + "reason": "CI/device-memory test harness changes do not match the YOLOS runtime device-mismatch fix." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both target the same YOLOS device-mismatch issue under `device_map=\"auto\"`, touch the same model file, and could plausibly be merged into one PR." + "reason": "Both target the same YOLOS auto device_map mismatch in the same file and are plausibly mergeable into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: most pairs are only linked by weak text similarity, and the one clearly mergeable soft-edge pair is the two YOLOS fixes, which both touch the same file and issue target. The conservative rejections look appropriate, and no verdict overstates the evidence." + "feedback": "The summary is grounded in the packet: the only clearly mergeable overlap is the YOLOS device-mismatch pair (46886, 46922), which share the same file and issue target. The other PRs are on different models or infrastructure and the rejection of those pairings is conservative." }, "evaluator_used": true, "retried": false, @@ -23116,7 +23717,7 @@ "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -23132,28 +23733,55 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "72a66ce68024e7a955b333df84bc08fba695691aeb1c34e8f414743c97eb5be4", + "prepared_review_unit_hash": "42a7005cd92dfe11b18a6e39964c10ef77a7ae27f5a0267bc890328565d7a0e2", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "All three items are unrelated '[don't merge]' test PRs that happen to look superficially similar; none appear to be the same underlying change or bug fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the broadest/most representative of the set because it touches multiple workflow and utility files, but it still does not duplicate the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: #43488 is about setup/version/dependency formatting and a Vit test, while #46747 changes the PR security-gate workflow trigger. Same broad repo-bot/testing theme, but not the same fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "#43488 targets repo-bot/version-format behavior and dependency metadata; #43532 is about comment/diff display and related workflow/notification plumbing. Shared test file overlap is incidental, not a shared code-path bug." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "#43532 modifies self-comment CI, scheduled/slack workflows, testing utils, and notification code; #46747 only switches the security-gate workflow from pull_request_target to pull_request. Not the same underlying change." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -23180,12 +23808,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "5b8b1535c47613dd68b395b752a40bcef560027a44c8035f2ffa255e59484fff", + "prepared_review_unit_hash": "d2b5923aa404b73372b5060ce20dd4f8be07b69d19d503796d17469e49964015", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -23193,7 +23821,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -23202,18 +23830,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs add different new pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share a lot of scaffolding, but they implement different features and touch different model/pipeline code paths, so they should not be deduplicated.", - "confidence": 0.96, + "summary": "These PRs share pipeline/documentation scaffolding, but they add two different features: Promptable Concept Segmentation vs Promptable Visual Segmentation. The overlap is mostly framework-level, not the same underlying change, so they should not be clustered as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43613 is the broader and more complete pipeline addition, covering multiple segmentation backends and more integration/tests, so it is the better canonical representative if one is needed.", + "canonical_pr_reason": "No canonical PR for deduplication: the two pull requests implement different segmentation pipelines with different model/test coverage and different task docs.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the strongest standalone PR because it spans the wider visual-segmentation feature set and has more supporting model/test coverage.", + "best_pr_reason": "PR #43613 is the broader and more complete feature addition, with wider model and test coverage, but it is still a different change from #43612 rather than a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "They are related pipeline additions, but not the same underlying change: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation with different model integrations and code paths. Shared docs/infra files are not enough to merge them as duplicates." + "reason": "They are separate pipeline additions for different tasks (concept segmentation vs visual segmentation). Shared files are just common integration points, not evidence of the same bug or change." } ] }, @@ -23230,7 +23858,7 @@ "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -23243,7 +23871,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "f2358c3de2b7e831f85ae1f436ca6c010042c54f73d1e553e6b87ed348228da6", + "prepared_review_unit_hash": "b70c4ba09125c5b078b07a0f5bb55a7a8a20c6b6aa9c6a87b13cfb488b092126", "component_budget": { "node_count": 2, "item_count": 2, @@ -23264,7 +23892,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Two open Transformers PRs both touch `trainer.py` and custom-trainer extensibility, but they address different code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom models. They are related contextually, not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the better cluster representative because it introduces a concrete trainer behavior change with a clear new extension hook (`_loss_is_scaled_for_ga`), whereas PR 43663 is a separate refactor for a different trainer filtering path.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the strongest standalone PR in the cluster: it solves a specific training bug/extension point and is easier to reason about as a single change than the broader helper extraction in 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both are in `trainer.py`, but 43651 changes gradient accumulation loss normalization while 43663 changes signature-column inspection for input filtering. These are distinct underlying problems and would not plausibly be merged as one fix." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -23278,7 +23921,7 @@ "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -23291,7 +23934,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "50a84f4dc76e06c7bd7b4dd512e7e1630f2fd706750dc00e2f6db13fe6c2c855", + "prepared_review_unit_hash": "9ec71709bbc05a9a3378379b0ca1166add592d245e024fa934b8f137e9e95eff", "component_budget": { "node_count": 2, "item_count": 2, @@ -23312,7 +23955,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Both PRs are in the same file and both mention a TypeAdapter NameError, but they fix different root causes: one is about forward-reference/type-annotation import behavior, the other is about avoiding a runtime pydantic import when pydantic is absent.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more targeted and explicit fix: it directly addresses the TypeAdapter import/name resolution problem when pydantic is missing, with a narrow, concrete patch and a clear issue target.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the strongest representative of the cluster because it is tightly scoped, clearly described, and fixes a specific code-path failure in cli/serve.py without broader annotation refactoring.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject: these are related but not the same bug. #43656 changes annotations/future-annotations to fix a TypeAdapter NameError from type evaluation, while #43842 fixes a missing-pydantic import/runtime issue by guarding TypeAdapter under TYPE_CHECKING." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -23446,8 +24104,8 @@ "pull_request:44019|pull_request:44085", "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", - "pull_request:44068|pull_request:44722", "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", "pull_request:44018|pull_request:44116", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", @@ -23469,8 +24127,8 @@ "pull_request:44073|pull_request:44161", "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", - "pull_request:44056|pull_request:44101", "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", "pull_request:44059|pull_request:44066", "pull_request:43997|pull_request:44017", "pull_request:44101|pull_request:44161", @@ -23502,368 +24160,449 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "ac5806339c30292c79c387c7cfdb79a9443c3e515f8d9e8bdcaa9b31d3a5619c", + "prepared_review_unit_hash": "1e63a3be0af2d8d2156c197ed675778684b4ed42ad85b41a160d0339b26bca3d", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84514, - "estimated_input_tokens": 21129, - "estimated_eval_tokens": 42514 + "serialized_chars": 84508, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76945, - "estimated_input_tokens": 19237, - "estimated_eval_tokens": 38730 + "serialized_chars": 76941, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is mostly a family of model-specific output-tracing refactors, not one single duplicate change. The only strong duplicate-like overlaps are within the GPT-J and GPT-Neo lines; the rest are similar standardized-output migrations across different models and should stay separate.", - "confidence": 0.69, + "summary": "This cluster is mostly a set of parallel, model-specific output-tracing refactors rather than one single duplicate PR. The only strong duplicate/same-change matches are within GPT-Neo and GPT-J/codegen-related refactors; the rest are different models and should stay separate.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "44722 is the most complete GPT-J-family refactor here: it covers the same output-tracing change with the broadest scope (GPT-J plus CodeGen) and appears to supersede earlier GPT-J iterations.", + "canonical_pr_reason": "PR 44722 is the broadest and latest representative of the gptj/codegen output-tracing refactor line, with the clearest overlap to the duplicate candidates.", "best_issue_reason": null, - "best_pr_reason": "44722 is the clearest representative of the duplicate subset because it has the broadest concrete code-path coverage and the strongest evidence of being the later consolidated version of the GPT-J work.", + "best_pr_reason": "44722 best represents the cluster\u2019s dominant duplicate-worthy change set and is the strongest anchor for the GPT-J/codegen subcluster.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families/files; only the output-tracing pattern is shared." + "reason": "Different model families; same tracking issue is not enough to make these the same change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families/files; these are separate refactors, not the same bug/change." + "reason": "FNet/CVT refactor vs DeBERTa refactor; separate code paths and separate model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in modeling_gptj.py; these look like overlapping revisions of the same concrete change." + "reason": "Both target GPT-J output-tracing cleanup in the same file and look like the same underlying refactor." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model families/files; same standardized-output theme, but not the same code-path change." + "reason": "ResNet/RegNet/RT-DETR vs EfficientNet; related theme but different model implementations." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model families/files; both are output-tracing migrations but not the same underlying code path." + "reason": "EfficientNet output tracing is unrelated to GPT-J/CodeGen output tracing." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families/files; same refactor style only." + "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; not the same concrete change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "Different model families/files; no concrete code-path overlap." + "reason": "MobileNetV2 and DeBERTa are different model paths with only superficial refactor similarity." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different model families/files; shared pattern only." + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; no shared code-path problem." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different model families/files; both are output-tracing refactors, but not the same change." + "reason": "GPT-J/CodeGen and MPT are separate implementations despite similar decorator language." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor in modeling_gpt_neo.py; 44068 looks like a follow-up iteration on the same change." + "reason": "Both are GPT-Neo output-tracing refactors on the same model code-path and look mergeable into one change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "Different model families/files; not the same underlying change." + "reason": "GPT-J/CodeGen and GPT-Neo are different models; same topic is too broad for duplicate triage." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different model families/files; only the refactor pattern matches." + "reason": "GPT-Neo vs GPT-J/CodeGen are distinct refactors with different model internals." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "Different model families/files; separate standardized-output migrations." + "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen output tracing." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "Different model families/files; no concrete code-path overlap." + "reason": "MGP-STR refactor is a separate model-specific change from GPT-J/CodeGen." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "Different model families/files; shared output-tracing theme only." + "reason": "ResNet and GPT-J are different code paths; no concrete overlap." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "Different model families/files; these are distinct model-specific refactors." + "reason": "GPT-Neo vs ResNet; same refactor pattern but not the same underlying bug/change." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "Different model families/files; same broad migration theme only." + "reason": "ResNet and MPT are different model refactors." }, { "left": "pull_request:44068", - "right": "pull_request:44722", + "right": "pull_request:44116", "accept": false, - "reason": "Different model families/files; GPT-Neo versus GPT-J/CodeGen." + "reason": "GPT-Neo output tracing and Flaubert/XLM attention tracing are unrelated." }, { "left": "pull_request:44068", - "right": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "Different model families/files; not the same code path." + "reason": "GPT-Neo and GPT-J/CodeGen are separate model families." }, { "left": "pull_request:44018", - "right": "pull_request:44086", + "right": "pull_request:44116", "accept": false, - "reason": "Different model families/files; output-tracing refactor only." + "reason": "GPT-Neo vs Flaubert; only the refactor style matches, not the underlying change." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "Different model families/files; not mergeable as one concrete fix." + "reason": "MPT and GPT-J/CodeGen are separate model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "Different model families/files; same migration style only." + "reason": "GPT-Neo and GPT-J are different model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated beyond shared decorator naming." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "Both are output-tracing refactors, but they affect different models and code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated model refactors." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "Different model families/files; unrelated concrete changes." + "reason": "GPT-J and MGP-STR are different models, so not the same change." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "Different model families/files; same standardization pattern, not the same bug/change." + "reason": "GPT-2 refactor vs MGP-STR refactor; different concrete behavior changes." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "Different model families/files; no shared concrete code-path problem." + "reason": "ViLT output handling vs Flaubert/XLM attention handling; separate model paths." }, { "left": "pull_request:44059", - "right": "pull_request:44722", + "right": "pull_request:44071", "accept": false, - "reason": "Different model families/files; both are output-tracing refactors, but not duplicates." + "reason": "GPT-2 and MPT are different model implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "Different model families/files; no direct overlap beyond the refactor theme." + "reason": "RegNet and SegFormer are different models despite both using output tracing utilities." }, { - "left": "pull_request:44017", + "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Different model families/files; separate standardized-output migrations." + "reason": "Flaubert/XLM and LongT5 are unrelated model changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "Different model families/files; shared migration pattern only." + "reason": "RegNet output tracing and MPNet output tracing are separate model-specific changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "Different model families/files; not the same concrete change." + "reason": "MPT and ImageGPT are different code paths." }, { - "left": "pull_request:44068", + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated models." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are separate model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated model paths." + }, + { + "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "Different model families/files; no shared code path." + "reason": "SqueezeBERT and MPT are distinct models; only the refactor mechanism is similar." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different changes in different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are separate model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "Different model families/files; only the output-tracing refactor theme is shared." + "reason": "RegNet and TextNet are different model implementations." }, { "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "Different model families/files; these are separate model migrations." + "reason": "VisualBERT and LongT5 are unrelated code paths." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "Different model families/files; not the same bug or change." + "reason": "VisualBERT and Flaubert/XLM are separate model-specific changes." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "Different model families/files; same broad subsystem only." + "reason": "GPT-2 and MPT are different model implementations." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "Different model families/files; no concrete code-path overlap." + "reason": "GPT-Neo and GPT-2 are distinct refactors on different models." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "Different model families/files; both are output-tracing refactors, but not duplicates." + "reason": "MPNet and Flaubert/XLM are unrelated changes." }, { "left": "pull_request:44059", "right": "pull_request:44066", "accept": false, - "reason": "Different model families/files; same migration pattern only." + "reason": "GPT-2 vs GPT-J/CodeGen; same topic, different model code." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "Different model families/files; not the same underlying change." + "reason": "RegNet and SegFormer are different model-specific refactors." }, { "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Different model families/files; separate refactors." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "Different model families/files; shared standardized-output theme only." + "reason": "Flaubert/XLM and LongT5 do not share the same concrete fix." }, { "left": "pull_request:44071", - "right": "pull_request:44076", + "right": "pull_request:44129", "accept": false, - "reason": "Different model families/files; not the same code-path fix." + "reason": "MPT and SpeechT5 are unrelated model changes." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "Different model families/files; same pattern, different implementation." + "reason": "TextNet and Flaubert/XLM are separate refactors." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "Different model families/files; separate model-specific work." + "reason": "MPNet and LongT5 are different models with different output paths." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "Different model families/files; no direct duplicate evidence." + "reason": "RegNet and GPT-Neo are different model families." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "Different model families/files; only the broad refactor theme matches." + "reason": "RegNet and LongT5 are unrelated changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "Different model families/files; separate output-tracing migrations." + "reason": "TextNet and LongT5 are separate model-specific refactors." }, { "left": "pull_request:44018", - "right": "pull_request:44129", + "right": "pull_request:44161", "accept": false, - "reason": "Different model families/files; not the same concrete bug/change." + "reason": "GPT-Neo and LongT5 are not the same underlying change." }, { "left": "pull_request:44010", - "right": "pull_request:44073", + "right": "pull_request:44044", "accept": false, - "reason": "Different model families/files; same refactor style only." + "reason": "SqueezeBERT and DeBERTa are unrelated model implementations." }, { - "left": "pull_request:43997", + "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "Different model families/files; not a duplicate." + "reason": "DeBERTa and TextNet are different code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "These are the same GPT-J/CodeGen output-tracing refactor line, with 44722 appearing to consolidate the same change set." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch GPT-J output-tracing cleanup in the same file and are plausibly mergeable as one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "Different model families/files; no concrete code-path overlap." + "reason": "GPT-J and SpeechT5 are unrelated models." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT refactor and ResNet/RegNet refactor are separate model-specific changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "Different model families/files; only the standardized-output theme overlaps." + "reason": "FNet/CVT output tracing is unrelated to SpeechT5 output tracing." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "Different model families/files; separate migrations." + "reason": "DeBERTa and SpeechT5 are different model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "Different model families/files; similar refactor pattern, not the same change." + "reason": "DeBERTa and ViT-S are separate models; no shared concrete bug." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Different model families/files; same output-tracing theme only." + "reason": "FocalNet and ImageGPT are different models, so not a duplicate fix." } ] }, - "evaluator_result": null, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: the accepted soft edges are limited to clearly same-model, same-refactor lines (GPT-Neo and GPT-J/CodeGen), while the rejections avoid conflating different model-specific changes. I don\u2019t see an overstatement of evidence or an unmergeable PR-pair accepted as a duplicate." + }, "evaluator_used": true, "retried": false, "accepted_nontrivial_soft_edge": true, @@ -23897,64 +24636,64 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "14034dfa39f514c9da217910de5d9fa9b9f5297404b83903b83af911d67dc97c", + "prepared_review_unit_hash": "2a4e52a74fc73609ade986e8ea102f92c7aff9d31c61436e229290c667e527ba", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84514, - "estimated_input_tokens": 21129, - "estimated_eval_tokens": 42514 + "serialized_chars": 84508, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13069, - "estimated_input_tokens": 3268, - "estimated_eval_tokens": 6792 + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all related to a broad project of migrating model forwards to standardized output tracing, but they are model-specific refactors rather than duplicates of the same change. No soft edge should be merged.", - "confidence": 0.96, + "summary": "These are highly similar standardized output-tracing refactors, but they target different model implementations and code paths. They should not be deduplicated as the same change; the shared pattern is architectural, not a single underlying bug/fix.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest anchor: it has an explicit issue target, a clear SpeechT5-specific refactor, and the most concrete implementation context among the set.", + "canonical_pr_reason": "No true canonical duplicate exists because each PR is model-specific. If one PR must be singled out, 44129 is the most concrete due to its explicit issue link and clearly scoped SpeechT5 tracing refactor.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best representative of the cluster because it is clearly scoped, explicitly tracked, and typical of the output-tracing migration work.", + "best_pr_reason": "44129 is the strongest standalone representative: it has an explicit issue target, a well-scoped change, and enough context to describe the standardized output-capture refactor.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Different models and code paths (VisualBert vs TextNet); same migration theme, but not the same underlying change." + "reason": "Both are output-tracing refactors, but they touch different model files and different concrete implementations. Same pattern, not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are separate model implementations with distinct tracing hooks; too broad to be duplicates." + "reason": "These are separate model-specific refactors in MPNet vs VisualBert; they share a helper migration pattern but not a common code-path bug or fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet refactors are model-specific output-tracing updates, not one mergeable fix." + "reason": "Different models and different forward/output tracing logic. Too broad to treat as one duplicate PR." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert touch unrelated architectures and different forward/output handling logic." + "reason": "RegNet and SqueezeBert are unrelated implementations. Similar decorator migration, but not the same change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are unrelated model code paths; they share a migration style, not a duplicate bug/change." + "reason": "Both refactor output handling, but SqueezeBert and SpeechT5 are distinct code paths with different scope and issue context; they are not mergeable as one PR." } ] }, @@ -23971,7 +24710,7 @@ "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -24012,7 +24751,6 @@ "pull_request:44001|pull_request:44025", "pull_request:44002|pull_request:44029", "pull_request:44002|pull_request:44003", - "pull_request:44003|pull_request:44028", "pull_request:44003|pull_request:44004", "pull_request:43998|pull_request:44004", "pull_request:44001|pull_request:44004", @@ -24034,28 +24772,271 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "c20e5c3501a0537a0e0579b24eac75cabcd57581925c6eb8ffd1671b04b3bb47", + "prepared_review_unit_hash": "00b6c6446e39fc3f65bf89392749c45fe652d82c08779ceb50dddeed8c96dfd2", "component_budget": { "node_count": 13, "item_count": 13, - "soft_pair_count": 40, - "serialized_chars": 40180, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "soft_pair_count": 39, + "serialized_chars": 39794, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 }, "budget": { "node_count": 13, "item_count": 13, - "soft_pair_count": 40, - "serialized_chars": 40180, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "soft_pair_count": 39, + "serialized_chars": 39794, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are related refactor PRs for output tracing across different models, but they are model-specific changes rather than duplicates of the same concrete fix. No soft pair should be merged as a duplicate PR.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the most representative and substantial item in the set, covering the core output-tracing plumbing for the mamba/falcon_mamba path.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best overall representative because it is the broadest and most foundational refactor among these model-specific output-tracing changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but timm_backbone and upernet are different model code paths; not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but for different models; they are not duplicates of one fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model implementations (timm_backbone vs univnet); similar cleanup, but not the same concrete PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and code paths; mamba/falcon_mamba output tracing is not the same change as timm_backbone." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (timm_backbone vs rwkv); related pattern, but not one duplicate fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated model paths; same refactor style, not the same bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model-specific output tracing work; not a single duplicate PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 and Depth Anything touch different forward paths; too broad to treat as duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families and APIs; not the same concrete change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Speech-encoder-decoder is a different code path from MobileNetV1; reject duplicate merge." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated implementations; same refactor theme only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths; similar output-tracing cleanup, not the same fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder and mamba/falcon_mamba are separate model changes; not mergeable as duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different architectures and forward signatures; not the same underlying issue." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are different models; similar refactor pattern, not duplicate content." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and code paths; not one concrete fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet vs Depth Anything are separate refactors, not duplicates." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated forward paths; same theme only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different models and different output-capturing integrations; not the same PR." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/falcon_mamba output tracing and CodeGen output tracing are separate model-specific changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated code paths; reject as duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen do not fix the same concrete problem." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are separate implementations; not one duplicate change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are different model paths; same refactor label is not enough." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and Vision Encoder-Decoder are different model families; not the same underlying fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything and Speech Encoder-Decoder are unrelated changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are different forward paths; not duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations (Depth Anything vs RWKV); reject." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are separate changes to different code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Vision Encoder-Decoder and RWKV are unrelated models; not the same fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different seq2seq model wrappers and code paths; not duplicate PRs." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Vision Encoder-Decoder and SuperPoint are different models; same refactor pattern only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Vision Encoder-Decoder and DPR are unrelated code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech Encoder-Decoder and SuperPoint are different model implementations; not one duplicate fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Speech Encoder-Decoder and RWKV are unrelated changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model wrappers and behavior; not the same underlying issue." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are separate model-specific refactors." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR do not share the same concrete bug/change." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are different model paths; similar output cleanup, but not duplicates." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -24069,7 +25050,7 @@ "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -24082,7 +25063,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "679e4c12cb8f4fc352a1361438b8adcfd7db9a1e552251f6dd5114819f22bcd7", + "prepared_review_unit_hash": "8ee1e4bc7c410734d18bbc731badfda158e5fb64f5f17c8360dff0e8543b9830", "component_budget": { "node_count": 2, "item_count": 2, @@ -24103,7 +25084,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs. They only overlap on shared Transformers plumbing files and docs/auto-registry updates, but they implement different models and code paths (PenguinVL vs Voxtral TTS).", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the more focused, issue-linked PR, but it is not a duplicate of 44662; the two changes target different models and should remain separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different underlying features/models: PenguinVL implementation vs Voxtral TTS support. Shared registry/docs files are incidental, not the same concrete change." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -24130,12 +25126,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "72fa6f0ea0536b4b66ebd6770fa5dd764a763b5aed25d61978075eb0d59d1f34", + "prepared_review_unit_hash": "84b71aca10c7e89ed4859c0fe339bc1616633aea7cb69fa11b5b4bb6a6ef01fa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4406, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -24143,7 +25139,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4406, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -24152,18 +25148,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs about module/kernel fusion, but they are not duplicates: #44979 introduces a generic Module Fusion API, while #45363 adds a separate n-to-1 kernel fusion path via KernelConfig and integration wiring. They target different abstractions and code paths.", - "confidence": 0.91, + "summary": "These PRs are related to model/module fusion, but they implement different layers of the stack: one adds a generic module-fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and integration code. They are not the same underlying change.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "#45363 is the more concrete end-user-facing fusion implementation: it wires KernelConfig into model loading/integrations and spans the actual runtime path, whereas #44979 is a foundational API abstraction without the same concrete fusion behavior.", + "canonical_pr_reason": "PR #45363 is the more concrete, end-to-end fusion implementation: it spans KernelConfig, model loading, integrations, and an example, making it the better representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "#45363 best represents the cluster if choosing one PR because it most directly delivers a usable fusion feature and touches the operational code paths a user would merge for kernel fusion.", + "best_pr_reason": "PR #45363 is the strongest standalone PR in the set because it contains the broader functional change and clearer user-facing behavior; PR #44979 looks like a separate foundational API scaffold.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They are not the same underlying change: #44979 defines a generic module-fusion API and helper types, while #45363 implements a specific n-to-1 kernel fusion mechanism via KernelConfig and related integration files. They could coexist in one repo but not plausibly be merged as one duplicate PR." + "reason": "Related topic, but not the same change: #44979 introduces a generic module-fusion API, while #45363 implements specific n-to-1 kernel fusion via KernelConfig and integration hooks. They touch different code paths and would not naturally be merged as one PR." } ] }, @@ -24180,7 +25176,7 @@ "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -24193,7 +25189,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "832a4bc89fec6c39f7cc60c6931551eeebfc83fa587c9cb85ccbd5a00dfbc1d6", + "prepared_review_unit_hash": "a820de3c449378ddb9c377126ee0a994f2eb08baa6c9d7830124a2977349d938", "component_budget": { "node_count": 2, "item_count": 2, @@ -24214,7 +25210,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Both pull requests fix the same Mistral pre-tokenizer AttributeError by replacing `backend_tokenizer.pre_tokenizer` access with `tokenizer.pre_tokenizer` in the same code path; the second PR adds tests but does not change the underlying fix.", + "confidence": 0.97, + "canonical_issue_reason": "No issue artifact is present in the cluster; both PRs explicitly target issue #45081.", + "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same fix plus regression tests and a more explicit title, making it the more complete representative.", + "best_issue_reason": "No issue node is available here, so there is no canonical issue to select.", + "best_pr_reason": "PR #45317 is the strongest representative since it preserves the core bug fix and adds test coverage in the same affected tokenizer path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug fix in the same file and code path; the later PR is essentially the same patch plus tests, so they are mergeable into one PR." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -24241,12 +25252,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "acdaa1fe6798feb3ca36742fd63bc95c752d853c8c1058689e420e61bc85e83b", + "prepared_review_unit_hash": "788c3952e6db33e00e642709666e7849cbdb362b08501f351e0b4ddd95fe7bb6", "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 }, @@ -24254,7 +25265,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -24263,18 +25274,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH PRs, but they do not look like the same underlying change: one is a narrow refactor/conversion-mapping PR, while the other introduces the actual NemotronH dense/sparse model split with docs, auto-mappings, and tests.", - "confidence": 0.89, + "summary": "Both PRs touch NemotronH internals, but they are not the same change: #45115 is a narrow conversion/refactor for GraniteMoeHybrid-compatible key mapping, while #45569 is a broader model-split and documentation/test update creating NemotronH Dense/Sparse variants. They overlap in files and architecture, but the concrete changes and merge scope differ enough that they should not be deduplicated.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better canonical PR because it is the broader, more complete model-architecture change: it adds NemotronHDense/NemotronHSparse, updates auto-mapping/docs/tests, and reworks NemotronH as a dispatcher. PR 45115 is a narrower refactor focused on inheritance and conversion-key renaming.", + "canonical_pr_reason": "#45569 is the better canonical PR because it is the more complete, end-user-facing implementation: it adds the new dense/sparse model packages, updates auto/config plumbing, docs, and tests. #45115 is narrower and looks like a supporting refactor/conversion mapping change rather than the primary feature.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 best represents the cluster because it covers the main functional change and the wider set of affected files; 45115 is a smaller follow-up-style refactor rather than the primary implementation.", + "best_pr_reason": "#45569 is the strongest representative of the cluster since it covers the larger concrete model-architecture change and the surrounding integration work. #45115 is too specialized to serve as the main reference for the NemotronH work.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both are NemotronH-related, but they address different changes: 45115 is about refactoring inheritance and conversion mapping, while 45569 introduces separate dense/sparse model implementations plus docs and tests. They are not the same concrete code-path fix." + "reason": "Shared NemotronH files alone are not enough: #45115 focuses on checkpoint conversion/key renaming, while #45569 introduces new dense/sparse model variants plus docs/tests. They are related but not the same fix and would not plausibly merge as one PR." } ] }, @@ -24304,7 +25315,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "41de46f33d72a2a70b1b9cc967bb0d0aa2606396fd24c5949809c4dd9f452cf6", + "prepared_review_unit_hash": "972fdb1923b4f7a9a1661b3981c502a1057ccd325ff2cde1d462ac0aab4fa20f", "component_budget": { "node_count": 2, "item_count": 2, @@ -24326,18 +25337,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are type-checking related, but they address different workstreams: one is a broad typing pass across many Transformers files, while the other adds/extends typing support utilities for specific model/PEFT integrations. The overlap in a few shared files is incidental rather than evidence of the same concrete fix.", - "confidence": 0.87, + "summary": "These are related typing-focused PRs, but they address different change sets: one is a broad repo-wide type-checking pass, the other adds/adjusts specific typing protocols and helpers. They should not be treated as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45425 is the more self-contained representative of the cluster\u2019s typing-infra theme, centered on reusable protocol/type-alias additions rather than a broad repo-wide type-checking sweep.", + "canonical_pr_reason": "PR #45425 is the better representative of the cluster because it has a narrower, more concrete typing change set centered on shared typing abstractions and call sites, rather than a wide sweep of many unrelated files.", "best_issue_reason": null, - "best_pr_reason": "PR #45425 is the better representative because it makes a focused, concrete typing change that could stand on its own; PR #45415 is a larger mechanical annotation pass with many unrelated file edits.", + "best_pr_reason": "PR #45425 is the best PR for the cluster because it is more self-contained and clearly scoped; PR #45415 is a broad type-checking cleanup across many modules and is less representative of a single underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are about typing, but they are not the same underlying change: #45415 is a broad type-checking sweep and pyproject ignore adjustment, while #45425 adds specific typing protocols/aliases for modeling and PEFT code paths. Shared files do not make them mergeable as one duplicate PR." + "reason": "Both are typing-related, but #45415 is a broad type-checking pass across many files while #45425 adds specific typing protocols and fixes in a different code path. Shared files alone are not enough to merge them as one underlying change." } ] }, @@ -24354,7 +25365,7 @@ "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -24367,7 +25378,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "70c9042dd515575401ac05622ed93db0a12ba3c51504597fe1754f028a1a9fe6", + "prepared_review_unit_hash": "adf96544ad42e90b7f95a6471e03321dcefd46f4d5c287d73a0d22952a82e866", "component_budget": { "node_count": 2, "item_count": 2, @@ -24388,7 +25399,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "These PRs are related only at a high level (expert parallelism/loading) but fix different bugs: 45548 handles EP config serialization and `has_ep` for ZeRO-3/accelerate launch, while 45662 fixes expert parameters being overwritten during post-shard wrapping in FSDP2. I would not merge them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 45548 is about distributed config serialization and EP detection during loading, while 45662 is about DTensor/post-shard handling to prevent expert params from being overwritten. Different concrete failure paths.", + "best_issue_reason": null, + "best_pr_reason": "If one had to serve as the broader EP-loading representative, 45662 is the more expansive fix, but it still should remain separate because it addresses a different code path and bug than 45548.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern EP loading, but the bugs are distinct: 45548 fixes config serialization/`has_ep` for ZeRO-3 launch; 45662 fixes post-shard DTensor wrapping to stop rank-0 overwrites in FSDP2." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -24402,7 +25428,7 @@ "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, - "status": "reviewed", + "status": "error", "reason": null, "source": "llm", "cache_hit": false, @@ -24415,43 +25441,28 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "fad296af52c23a67184499c1c882a138aa6d61d7322be2d8d3bbd5ebfe2f60d4", + "prepared_review_unit_hash": "b7f8708643c12e0402173e88b2c9de4b615f9c60318e133c35fb378abad0a507", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": { - "summary": "Both PRs address the same xdist captured_info collision problem in testing_utils; PR 45645 is the broader superset because it also updates CI log collection to handle multiple per-worker files.", - "confidence": 0.93, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe output-file fix from 45639 and additionally patches workflow log aggregation to consume multiple captured_info files.", - "best_issue_reason": null, - "best_pr_reason": "PR 45645 best represents the cluster: it fixes the same concrete bug and carries the more complete implementation.", - "soft_edge_verdicts": [ - { - "left": "pull_request:45639", - "right": "pull_request:45645", - "accept": true, - "reason": "Same underlying captured_info xdist collision fix; 45645 is a superset that adds CI-side handling for multiple output files, so they could plausibly be merged into one PR." - } - ] - }, + "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -24544,7 +25555,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "7fb65f42c07cad251b7795e5d952bb6b5b8434bc417728d24e678e4ce0b5e95f", + "prepared_review_unit_hash": "ca66d7ce2283d56588e500eae9f94becc7ee00594527b682014f9de133a0a2a2", "component_budget": { "node_count": 2, "item_count": 2, @@ -24566,18 +25577,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs overlap on distributed/MoE files, but they are not the same change: #46126 is a focused EP + Trainer integration, while #46269 is a much broader distributed branch base touching many unrelated areas. The shared files are too broad to treat as a duplicate merge target.", - "confidence": 0.89, + "summary": "The two PRs overlap on distributed/tensor-parallel files, but 46269 is a broad distributed branch base while 46126 is a focused EP + Trainer integration change. They are related, not the same concrete change set.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "#46126 is the more canonical PR for this cluster because it is a narrow, concrete feature change with a clear scope (EP + Trainer integration) rather than a broad branch-base accumulation of distributed work.", + "canonical_pr_reason": "pull_request:46126 is the clearest representative of the specific EP routing / Trainer integration work; pull_request:46269 is a much broader branch-base PR spanning many unrelated distributed changes.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the best representative PR: it has a single, well-defined code-path change and is much more plausibly a standalone merge candidate than #46269, which bundles many unrelated distributed edits.", + "best_pr_reason": "pull_request:46126 is the best single PR to track the concrete tensor-parallel EP feature, whereas pull_request:46269 is too wide and multi-purpose to serve as a duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: the overlap is only on shared distributed/MoE files. #46126 targets EP/Trainer integration, while #46269 is a broad distributed branch base with many additional changes, so they do not appear to fix the same concrete problem or belong in one merged PR." + "reason": "Shared distributed filenames are not enough here: 46126 is a targeted EP+Trainer integration PR, while 46269 is a broad distributed branch base with additional FSDP and other changes, so they do not look like the same underlying change." } ] }, @@ -24645,220 +25656,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "edfd5f835b20914500fb0cb9075b83cd3620dcfcbd470c494063cf2500049a03", + "prepared_review_unit_hash": "54fbaaebfdf394ccdf60f912c63ec3c10a45bb44417e5acf73237600012e4f49", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26681, - "estimated_input_tokens": 6671, - "estimated_eval_tokens": 13598 + "serialized_chars": 26678, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26681, - "estimated_input_tokens": 6671, - "estimated_eval_tokens": 13598 + "serialized_chars": 26678, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No true duplicates here: the set is a collection of unrelated workflow-maintenance PRs, with one loose subcluster around pr-ci-security-gate.yml that still consists of distinct incremental hardening changes rather than the same fix.", - "confidence": 0.93, + "summary": "This cluster is mostly unrelated workflow-maintenance PRs; the only tight overlaps are within .github/workflows/pr-ci-security-gate.yml, but those still change different jobs/behaviors rather than the same fix.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "46554 is the best representative PR because it contains the most substantive security-gate behavior change; the other pr-ci-security-gate.yml PRs are narrower follow-ups or comments, not the same patch.", + "canonical_pr_reason": "PR 46554 is the most substantive and central workflow-hardening change in the set: it adds actual security checks for PR CI gate behavior rather than only permission or wiring adjustments.", "best_issue_reason": null, - "best_pr_reason": "46554 is the strongest single anchor for this cluster: it changes actual workflow logic, whereas most others are minor config, quoting, or permission tweaks in unrelated workflows.", + "best_pr_reason": "PR 46554 is the best representative because it addresses the core security-gate code path with concrete enforcement logic; the others are smaller, orthogonal workflow edits.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different changes: stdin handling for self-comment CI vs adding checkout/diff-based security checks." + "reason": "Different workflows and different fixes: stdin handling for a comment parser vs PR CI security-gate logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Same broad CI-security theme, but distinct workflow files and different fixes; not the same underlying change." + "reason": "Unrelated workflow changes; one updates comment piping, the other adjusts PR CI gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows; one updates command input handling, the other adds comments to a reusable security gate workflow." + "reason": "Different code paths and goals: comment handling vs a reusable PR CI security-gate wrapper note." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Unrelated workflow updates: stdin piping for self-comment CI versus changing inherited secrets on the security-gate workflow." + "reason": "Different workflows and change types; no shared underlying bug or fix." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both adjust shell quoting, but they affect different workflows and different code paths, so they are not duplicates." + "reason": "Both touch shell input handling, but in different workflows and for different commands; not the same concrete bug." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and purposes: SSH runner hardening vs benchmark trigger conditions." + "reason": "SSH runner hardening vs benchmark trigger logic; unrelated workflow concerns." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "SSH-runner hardening and anti-slop permissions changes are unrelated changes, even though both are workflow maintenance." + "reason": "Different workflows and fixes: SSH runner secret handling vs anti-slop permissions scoping." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and different behavior; no shared bug or concrete change." + "reason": "Different workflows and behaviors; one hardens SSH runner secrets, the other changes reviewer checkout ref." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "SSH-runner security hardening is unrelated to PR CI security-gate logic." + "reason": "Distinct workflows and distinct problems; no common code-path fix." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow targets and different fixes; same general security posture is too broad to merge." + "reason": "SSH runner security vs PR CI gate approval/permissions; not the same change." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both touch workflow YAML, but one changes anti-slop permissions and the other changes benchmark dispatch conditions." + "reason": "Same broad CI area, but different workflows and different triggers/permissions." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and unrelated behavior changes." + "reason": "Different workflow files and unrelated fixes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Anti-slop permissions update is unrelated to the build-CI shell quoting fix." + "reason": "Permissions scoping in anti-slop is unrelated to shell input handling in build-ci-docker-images." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "No shared underlying bug; one is anti-slop permissions, the other is PR CI security-gate logic." + "reason": "Different workflow and different failure mode; no shared underlying bug." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Unrelated workflow updates: reviewer checkout ref vs benchmark trigger conditions." + "reason": "Reviewer checkout ref and benchmark dispatch support are unrelated workflow changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different files and different code paths; not the same fix." + "reason": "Different workflows and different concerns; not mergeable as one fix." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers checkout ref tweak is unrelated to PR CI security gating." + "reason": "No shared code-path problem; reviewer assignment vs PR CI security gate." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Both are workflow tweaks, but they fix different behaviors in different pipelines." + "reason": "Benchmark trigger conditions and commit-message shell handling are unrelated." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark dispatch support and PR CI security checks are unrelated changes." + "reason": "Different workflow logic and different jobs; not the same underlying change." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Both are shell/script hardening, but they affect different workflows and different commands." + "reason": "Shell-safe COMMIT_MESSAGE handling in one workflow vs security-gate diff checking in another." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different updates; same repo area is not enough." + "reason": "Different workflow files and different fixes; only superficial CI/security similarity." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file and related security theme, but different concrete changes: one adds checkout/diff checks, the other changes permissions and adds a success guard." + "reason": "Same file, but they change different jobs and different hardening steps; not the same concrete fix." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Comments/documentation for the same workflow are not the same underlying fix as the added security checks." + "reason": "Different security-gate edits: one adds diff-based checks, the other documents/points at a reusable workflow." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Both touch pr-ci-security-gate.yml, but one adds logic while the other only changes secrets exposure; distinct changes." + "reason": "Different modifications to the same workflow file, but not the same code-path problem." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/guarding versus comments only; these are not duplicate fixes." + "reason": "Both in the same workflow file, but one changes job permissions/approval flow while the other changes reusable-workflow wiring." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow file, but different hardening steps: permissions/approval gating vs removing inherited secrets." + "reason": "Different fixes to the PR CI security gate; not the same underlying change." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comments about safety and changing secrets inheritance are different changes, not one bug fix." + "reason": "Reusable-workflow note/wiring vs secrets-inheritance change; distinct edits with different effects." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Build-CI shell quoting and PR CI security-gate comments are unrelated." + "reason": "Different workflow files and different behavior; no shared fix." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH-runner workflow hardening is unrelated to comments in the PR CI security gate." + "reason": "SSH runner hardening vs PR CI security-gate wrapper update; unrelated." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and different fixes; no shared code path." + "reason": "Different workflows and different shell/security concerns." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "SSH-runner secrets cleanup and PR CI security-gate secrets handling are distinct changes." + "reason": "No common underlying bug; SSH runner changes vs PR CI gate secrets handling." } ] }, @@ -24951,7 +25962,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "47349950372f260156e4a320274a4066bbe417da7d729c5b80ef2c5e239f36c8", + "prepared_review_unit_hash": "a578c69cee24f61cd4183f341e2f8f2e2a0a8572266c20447ab16eaf4472220f", "component_budget": { "node_count": 2, "item_count": 2, @@ -24973,18 +25984,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same off-by-one right-window mask bug in MoonshineStreaming; one is a narrower earlier fix, the other is a broader superset that also patches Gemma4 and adds tests.", - "confidence": 0.92, + "summary": "Both PRs correct the same off-by-one boundary in the right side of the sliding window mask for MoonshineStreaming; 47162 is the broader, more complete patch and also adds tests, while 46310 is a narrower subset.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47162 is the better canonical PR because it contains the same MoonshineStreaming fix as 46310, adds test coverage, and expands the same off-by-one correction to Gemma4, making it the more complete change.", + "canonical_pr_reason": "PR 47162 is the best representative because it includes the shared MoonshineStreaming fix plus additional coverage in Gemma4 and tests, making it the more complete change.", "best_issue_reason": null, - "best_pr_reason": "PR 47162 is the strongest standalone representation of the bug fix: it directly patches the MoonshineStreaming mask, includes tests, and covers the same off-by-one pattern in another model.", + "best_pr_reason": "PR 47162 is the strongest cluster member: it fixes the same right-window boundary bug and adds test coverage, so it best captures the underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Accept: both PRs make the same concrete right-window boundary correction in MoonshineStreaming (`-dist <= right_window_size`), so they target the same underlying bug; 47162 is just a broader superset." + "reason": "Both PRs fix the same MoonshineStreaming right-window off-by-one boundary; 47162 is a superset that adds the same fix in another model and tests, so they can be grouped together." } ] }, @@ -25014,12 +26025,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "3a20aa838013437ef31c37e1f85231420bdae8d8765c3ac501df3b0f9c69676c", + "prepared_review_unit_hash": "fe571f958eb9358f8894731580c370112fddc875809d535de4841d6d4cd8f67a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -25027,7 +26038,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -25036,18 +26047,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests: one fixes CodeLlama decode stripping, the other fixes DeepSeek tokenizer auto-loading to the wrong class. They do not look mergeable into one change.", - "confidence": 0.98, + "summary": "The two pull requests are not duplicates: one fixes CodeLlama decode stripping in the tokenizer implementation, while the other fixes incorrect tokenizer-class selection for specific DeepSeek checkpoints in AutoTokenizer. They target different bugs and different code paths.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the PRs address different code paths and different bugs (decoder behavior vs tokenizer-class selection).", + "canonical_pr_reason": "No canonical PR: these are unrelated fixes. PR 46574 addresses CodeLlama decoding behavior, while PR 46580 addresses AutoTokenizer checkpoint-to-tokenizer-class routing for DeepSeek models.", "best_issue_reason": null, - "best_pr_reason": "PR #46574 is the better representative only because it is a self-contained, concrete bug fix with a direct behavioral symptom; however, it is not a cluster-level canonical for the pair.", + "best_pr_reason": "No single best PR for consolidation; both are valid but independent fixes with no shared concrete bug or mergeable code path.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems in different files: CodeLlama decode stripping versus DeepSeek model/tokenizer-class routing. They are not the same fix and would not plausibly merge into one PR." + "reason": "Different underlying problems: 46574 changes CodeLlama tokenizer decode/strip behavior, while 46580 changes AutoTokenizer model checkpoint classification for DeepSeek. They should not be merged as one PR." } ] }, @@ -25077,7 +26088,7 @@ "soft_pairs": [ "pull_request:46696|pull_request:47215" ], - "prepared_review_unit_hash": "ba99d4bc4eae539919269f1c7620ebf97bcc51889dbbf3a26eef8e5cd70a4c8c", + "prepared_review_unit_hash": "e1627fc7d66db80d40884278962d6dc0ac7795ca972431c8e18be374a234f92a", "component_budget": { "node_count": 2, "item_count": 2, @@ -25099,18 +26110,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same FA2 long-context performance regression on the same code path in `modeling_flash_attention_utils.py`, with 47215 appearing to be the broader follow-up/superset fix. They are close enough to treat as duplicate change candidates.", - "confidence": 0.9, + "summary": "Both PRs target the same FA2 long-context performance regression in `modeling_flash_attention_utils.py`, centered on avoiding unnecessary scalar `.item()` syncs and fixing tracing/compiling condition handling. The second PR is broader, but it appears to be the same underlying fix family rather than a separate bug.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "47215 is the better canonical PR: it targets the same issue but is more complete, with a larger patch and added tests/bench coverage around the FA2 unpadding/perf regression.", + "canonical_pr_reason": "PR 47215 is the better canonical PR: it addresses the regression more comprehensively, adds tests/benchmark coverage, and appears to subsume the narrower scalar-sync fix in PR 46696.", "best_issue_reason": null, - "best_pr_reason": "47215 is the best single PR to point to because it addresses the regression more comprehensively than 46696 and is the more likely final merge candidate.", + "best_pr_reason": "PR 47215 is the strongest representative of the fix because it covers the main long-context perf regression end-to-end, while PR 46696 looks like a narrower/earlier patch for the same problem.", "soft_edge_verdicts": [ { "left": "pull_request:46696", "right": "pull_request:47215", "accept": true, - "reason": "Same tracked issue and same underlying FA2 decode-performance bug in the same file/code path; 47215 looks like a superset of the earlier fix and could plausibly subsume it in one merged PR." + "reason": "Same underlying FA2 long-context decode/perf regression: both adjust scalar conversion/tracing behavior in `modeling_flash_attention_utils.py` to avoid syncs and preserve fast-path performance." } ] }, @@ -25140,40 +26151,40 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "504a6a80701269b400e33133da673ad315ca8fa12b2302fcdee1abf647688cd7", + "prepared_review_unit_hash": "41ef1f888438acf58cb781c36f19edf97cd512df8dd1eb5b890b9876435f9121", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5432, - "estimated_input_tokens": 1358, - "estimated_eval_tokens": 2972 + "serialized_chars": 5560, + "estimated_input_tokens": 1390, + "estimated_eval_tokens": 3036 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5432, - "estimated_input_tokens": 1358, - "estimated_eval_tokens": 2972 + "serialized_chars": 5560, + "estimated_input_tokens": 1390, + "estimated_eval_tokens": 3036 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both touch masking logic, but they fix different bugs in different execution paths: one is about batch-size-1 padding masks being skipped in linear-attention model forwards, the other is about recurrent attention masks being skipped on continued forwards / cache continuation. They are not the same underlying change and should not be merged as duplicates.", - "confidence": 0.96, + "summary": "These PRs are related thematically (masking is skipped in certain linear/recurrent attention paths), but they fix different concrete bugs in different code paths, so they should not be deduplicated.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47087 is the better canonical PR for the cluster because it has a clearer, more centralized fix in `masking_utils.py`, an explicit issue target, and a tightly scoped bug description tied to one concrete masking code path.", + "canonical_pr_reason": "47087 is the more representative masking fix: it changes the shared masking utility, has an explicit issue link, and addresses continued-forward/recurrent decode behavior in a central place.", "best_issue_reason": null, - "best_pr_reason": "PR #47087 is the best representative overall because it addresses the most clearly defined core masking bug in shared utility code; PR #46773 is model-specific and covers a separate batch-size-1 fast-path issue.", + "best_pr_reason": "47087 is the stronger standalone PR for the cluster because it targets the shared utility and a well-defined runtime path, whereas 46773 is a narrower model-family-specific batch-size-1 fix.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Different bugs and code paths: #46773 fixes padding-mask handling for batch size 1 in linear-attention model forwards, while #47087 fixes recurrent-layer masking on continued forwards/chunked prefill/cache continuation. They are related by theme but not the same change." + "reason": "Same broad symptom (padding mask handling) but different bugs: 46773 fixes batch-size-1 masking in linear-attention model forwards, while 47087 fixes continued-forward/chunked-prefill recurrent masking in the shared masking utility. They do not look mergeable into one PR." } ] }, @@ -25205,12 +26216,12 @@ "pull_request:47074|pull_request:47076", "pull_request:47074|pull_request:47195" ], - "prepared_review_unit_hash": "6fbad3e262fd483a65db59e5c4be22c029d9fa6c575fd5de58a4ef9b97eb3712", + "prepared_review_unit_hash": "6aa87b6e13d8f3ac1ee0e2ef0f433152bbca435af4cb3340e45c6a37affe2191", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6434, + "serialized_chars": 6433, "estimated_input_tokens": 1609, "estimated_eval_tokens": 3474 }, @@ -25218,7 +26229,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6434, + "serialized_chars": 6433, "estimated_input_tokens": 1609, "estimated_eval_tokens": 3474 }, @@ -25227,24 +26238,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests address different concrete changes. Two are only loosely related through multimodal processing, but none fixes the same underlying bug or could be merged into one PR.", - "confidence": 0.93, + "summary": "These PRs are only superficially similar: they all touch Transformers internals, but they fix different bugs in different code paths (AnyToAny pipeline key normalization, Gemma4 processor placeholder validation, and candidate generation length capping). None look mergeable as a single duplicate PR.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47074 is the broadest and clearest representative of the cluster: a generic multimodal input-key normalization fix with direct pipeline code and tests.", + "canonical_pr_reason": "No canonical PR: the three PRs address distinct, unrelated fixes rather than the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR #47074 is the best representative overall because it has the strongest title-to-diff match and the most general scope among the three, while the others are more specific and unrelated.", + "best_pr_reason": "PR 47074 is the clearest standalone bug fix, but it is not a duplicate representative for this cluster because the other PRs target different subsystems and behaviors.", "soft_edge_verdicts": [ { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Both touch multimodal processing, but one normalizes AnyToAny pipeline input keys and the other validates Gemma4 audio placeholders; different code paths and bugs." + "reason": "Different code paths and bugs: pipeline input key normalization vs. Gemma4 processor placeholder validation. Shared multimodal context is too broad to treat as the same change." }, { "left": "pull_request:47074", "right": "pull_request:47195", "accept": false, - "reason": "These are unrelated fixes: multimodal input-key normalization versus prompt lookup decoding length capping in generation." + "reason": "Unrelated fixes: multimodal pipeline argument mapping vs. generation candidate length calculation. No concrete overlap in behavior or implementation." } ] }, @@ -25274,12 +26285,12 @@ "soft_pairs": [ "pull_request:47105|pull_request:47129" ], - "prepared_review_unit_hash": "16e2760aae147eff433f95a60ae68305335c062002c81099d0b4a5cd996ed785", + "prepared_review_unit_hash": "c73d68dea0fad5f81f8f27265c8c5b82b077095c28cf42b478e2284efb2bf625", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4181, + "serialized_chars": 4182, "estimated_input_tokens": 1046, "estimated_eval_tokens": 2348 }, @@ -25287,7 +26298,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4181, + "serialized_chars": 4182, "estimated_input_tokens": 1046, "estimated_eval_tokens": 2348 }, @@ -25296,18 +26307,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are unrelated: one re-enables and tightens a VITS forward test, the other fixes RT-DETR v2 weight conversion mappings. They do not describe the same bug or change path.", + "summary": "These two pull requests are unrelated: one re-enables and adjusts a VITS forward test, while the other updates an RT-DETR v2 weight converter for changed model keys. They do not fix the same bug or implement the same change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 47105 is a VITS test/regression change, while 47129 is an RT-DETR v2 converter fix in a different model and code path.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "47105 is the clearer standalone fix to use as a representative PR if needed; it addresses a concrete forward-shape/test regression, whereas 47129 is a separate converter maintenance fix.", + "best_pr_reason": "Neither PR is a good cluster representative because they target different model families and different kinds of changes; if forced to pick one, 47129 is the more substantive code-path fix, but it does not match 47105.", "soft_edge_verdicts": [ { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "Different models and code paths; VITS forward-test re-enable vs RT-DETR v2 converter key mapping fix. Not the same underlying change." + "reason": "Different subsystems and different problem types: test re-enablement for VITS versus converter-key updates for RT-DETR v2. No shared concrete bug or mergeable single fix." } ] }, @@ -25324,7 +26335,7 @@ "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -25371,12 +26382,12 @@ "pull_request:47282|pull_request:47310", "pull_request:47280|pull_request:47282" ], - "prepared_review_unit_hash": "1fd513dab34225758be60ee86b0e83e4b0c6e3841a5c621eb18e482069770807", + "prepared_review_unit_hash": "ea98bf873f90ab2942ccc343b652dc50f3fb465f008ef85f4efd30c3916cd8e5", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 27, - "serialized_chars": 29375, + "serialized_chars": 29373, "estimated_input_tokens": 7344, "estimated_eval_tokens": 14944 }, @@ -25384,7 +26395,7 @@ "node_count": 10, "item_count": 10, "soft_pair_count": 27, - "serialized_chars": 29375, + "serialized_chars": 29373, "estimated_input_tokens": 7344, "estimated_eval_tokens": 14944 }, @@ -25392,11 +26403,185 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated serge-generated PRs across different models. The only clear duplicate-style overlaps are the Edgetam kwargs fix and the Whisper max_length fix inside the aggregate PR 47224, plus the MiniMax-M3-VL load_error follow-up pair 47123/47280.", + "confidence": 0.59, + "canonical_issue_reason": null, + "canonical_pr_reason": "47224 is the best umbrella representative: it contains concrete Edgetam and Whisper code-path fixes and is the broadest PR in the set, so it best anchors the overlapping changes that do exist here.", + "best_issue_reason": null, + "best_pr_reason": "47224 is the strongest single PR to keep as canonical because it already subsumes multiple concrete fixes from the same serge sweep, whereas the others are narrower, model-specific test fixes or unrelated changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and bugs; both are serge-generated, but not the same underlying code-path change." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Edgetam kwargs filtering vs MiniMax-M3-VL offload-folder handling are unrelated." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Same broad failure-fix pattern, but different MiniMax model/version and different bug." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": true, + "reason": "47224 includes the same Edgetam `original_sizes`/kwargs fix, just bundled with other changes." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47310", + "accept": false, + "reason": "Edgetam backbone kwargs handling is unrelated to Gemma3 cache-implementation behavior." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Both address the same MiniMax-M3-VL load_error/offload-folder issue and could be merged into one fix." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Both are load_error fixes, but for different models and checkpoints, so not the same bug." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "MiniMax-M3-VL test loading issue vs GLM46V model conversion changes; unrelated." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Load_error/offload-folder fix is unrelated to Falcon-Mamba output-mismatch expectations." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Both affect generation outputs, but they fix different models and different code paths." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Falcon-Mamba test expectation updates are unrelated to Whisper max_length mutation." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Different model failures and different fixes; no shared underlying bug." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47281", + "accept": false, + "reason": "Falcon-Mamba output mismatch and GLM46V modular changes are unrelated." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47310", + "accept": false, + "reason": "Both involve generation behavior, but one is Whisper segment length handling and the other is Gemma3 cache config behavior." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47280", + "accept": false, + "reason": "Whisper generation config fix is unrelated to MiniMax-M3-VL loading/offload behavior." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47282", + "accept": false, + "reason": "Whisper max_length fix vs Mamba2 OOM/test changes are unrelated." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47281", + "accept": false, + "reason": "Whisper generation bug and GLM46V model refactor are unrelated." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": true, + "reason": "47224 contains the same Whisper max_length update, just combined with other fixes." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Same load_error symptom, but different DeepSeek vs MiniMax models and different fix locations." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47281", + "accept": false, + "reason": "DeepSeekV32 offload-folder handling is unrelated to GLM46V changes." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47310", + "accept": false, + "reason": "DeepSeekV32 load_error fix is unrelated to Gemma3 generation cache handling." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "MiniMax-M3-VL load_error fix and GLM46V modular changes are unrelated." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47310", + "accept": false, + "reason": "MiniMax-M3-VL load_error fix is unrelated to Gemma3 cache-implementation behavior." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47282", + "accept": false, + "reason": "GLM46V model changes and Mamba2 OOM/test adjustments are unrelated." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47310", + "accept": false, + "reason": "Mamba2 OOM/test tuning vs Gemma3 generation config fix are unrelated." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and different failure modes; not the same underlying fix." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 does not target MiniMax-M3-VL, so it is not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet and suitably conservative. The broad cluster summary matches the evidence: 47224 really subsumes the Edgetam and Whisper fixes shown in 47122 and 47150, and 47123/47280 are a plausible same-bug MiniMax-M3-VL follow-up pair. The negative pairwise calls are also appropriately cautious about different models/code paths." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -25419,40 +26604,40 @@ "soft_pairs": [ "pull_request:47140|pull_request:47303" ], - "prepared_review_unit_hash": "a087da8102eccbd39b309c39f0ebb9b0e0810815ce641d3b76c03703548e048e", + "prepared_review_unit_hash": "6624fb6a2ee3a5482879ac1f5f4d5708de1a35fca1b782df6386a9688be2fac3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, - "estimated_input_tokens": 1102, - "estimated_eval_tokens": 2460 + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, - "estimated_input_tokens": 1102, - "estimated_eval_tokens": 2460 + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs address nearby chat CLI URL handling, but they fix different levels of the problem: one normalizes `/v1` management base URLs, the other routes management calls to the service root. They overlap in file scope but are not the same concrete change.", + "summary": "Two related chat-CLI PRs both address management URL handling around `/v1`, but they implement different fixes at different call sites: one normalizes the stored base URL in `RichInterface`, while the other routes a specific management request to the service root. They look adjacent, not duplicate.", "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "Pick PR #47303 as canonical: it targets the broader service-root routing behavior for chat management calls and has the clearest direct issue linkage, while #47140 is a narrower `/v1` base normalization fix.", + "canonical_pr_reason": "PR 47303 is the cleaner representative because it targets the management-root routing problem directly with a focused helper and a single call-site change, whereas PR 47140 changes the interface base URL more broadly.", "best_issue_reason": null, - "best_pr_reason": "PR #47303 is the best representative of the cluster because it addresses the underlying routing path more generally and appears more likely to subsume the narrower `/v1`-specific workaround in #47140.", + "best_pr_reason": "PR 47303 is the best fit for the cluster since it addresses the narrower, concrete bug of sending chat management calls to the wrong root and does so with minimal scope.", "soft_edge_verdicts": [ { "left": "pull_request:47140", "right": "pull_request:47303", "accept": false, - "reason": "Same subsystem and similar filenames, but the fixes are not the same code-path change: #47140 strips `/v1` from the management base URL, while #47303 reroutes management calls to the service root. They could coexist rather than being merged as duplicates." + "reason": "Both touch chat management URLs, but 47140 normalizes the stored base URL for the interface while 47303 rewrites the load_model management request to the service root. Different code paths and different fix scopes, so not the same PR." } ] }, @@ -25482,7 +26667,7 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "e29f78b0047ad95fc6e367bdef11ce2c3c943cf47233f8124d1698b5782fdf46", + "prepared_review_unit_hash": "df5a79890ffaa6c84713f6b6789f1649477cdd773e6a4074480e39abb3ba9055", "component_budget": { "node_count": 2, "item_count": 2, @@ -25504,18 +26689,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one fixes gradient inflation in label smoothing during gradient accumulation, while the other adds and enforces `min_tokens_to_keep` for `TopHLogitsWarper` in generation. They do not look like the same underlying change or bug.", - "confidence": 0.98, + "summary": "The two PRs are unrelated: one fixes Trainer label-smoothing loss scaling during gradient accumulation, while the other adds and validates `min_tokens_to_keep` for `TopHLogitsWarper`. They do not address the same bug or change.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the two PRs address different subsystems and different bugs/changes.", + "canonical_pr_reason": "No canonical PR: the changes target different code paths and solve different problems.", "best_issue_reason": null, - "best_pr_reason": "PR #47261 is the better representative because it has an explicit issue target and a narrowly scoped bug fix with a clear correctness problem.", + "best_pr_reason": "47261 is the better representative only as a concrete bug fix with an explicit linked issue; 47262 is a separate generation enhancement, not a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "Different code paths and goals: training loss scaling vs generation logits filtering. They are not the same bug or mergeable change." + "reason": "Different subsystems and problems: Trainer label smoothing/gradient accumulation vs generation TopH warper `min_tokens_to_keep`. They do not fix the same underlying bug or change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 7b4ff8bd38902f5b1c5f562cc655161f07ef4836..fe828c59a649083201596292abfe31637de820bb 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260715t180032z", + "analysis_id": "hybrid-model-20260716t000031z", "archived_artifacts": { - "hybrid": "snapshots/20260715T180032Z/analysis-runs/hybrid-model-20260715t180032z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260715T180032Z/analysis-runs/hybrid-model-20260715t180032z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260716T000031Z/analysis-runs/hybrid-model-20260716t000031z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260716T000031Z/analysis-runs/hybrid-model-20260716t000031z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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"cluster-43451-16", + "issue_number": 47321, + "reason": "Issue #47321 is the strongest global issue candidate because it is open, belongs to a cluster with 16 artifacts, and carries 1 discussion comments plus 2 inbound references.", + "score": 264.0 + }, + "best_pr": { + "cluster_id": "cluster-43451-16", + "pr_number": 47322, + "reason": "PR #47322 is the strongest global PR candidate because it is open, belongs to a cluster with 16 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 288.986 + } +} diff --git a/snapshots/20260716T000031Z/analysis-runs/hybrid-model-20260716t000031z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260716T000031Z/analysis-runs/hybrid-model-20260716t000031z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..e5f265e116b117adad973e482b46d1f261096b7f --- /dev/null +++ b/snapshots/20260716T000031Z/analysis-runs/hybrid-model-20260716t000031z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,26715 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260716T000031Z", + "generated_at": "2026-07-16T00:20:10Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35308", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43828", + "issue:43975", + "issue:44292", 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ONNX export vs Qwen3Moe FineGrainedFP8Config." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error and CUDA assert during auto device mapping are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Both are documentation/task-related, but one is a table-question-answering crash and the other is outdated RAG examples." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup for v5 removals, but they target different removed surfaces and are not the same concrete change." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different issues: Qwen3.5 embeddings unpacking under TRL vs resuming training with local model and trust_remote_code." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Local training resume/trust_remote_code is unrelated to YOLO multi-GPU device_map auto failure." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both mention tensor/device mismatches, but one is a mask/index shape error and the other is Gemma4 PLE device placement during forward." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexError-style reports, but one is ZeRO-3/BertModel empty shard handling and the other is a mask-vs-tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 BertModel index error is unrelated to training resume with remote code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same broad IndexError class, but different root causes: ZeRO-3 empty shard vs mask/tensor shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask shape mismatch is unrelated to Qwen3.5 video token/feature mismatch in chat template handling." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different failures: generic shape mismatch vs GPT-OSS MoE tensor-parallel behavior." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Training resume issue and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3-vl video StopIteration is unrelated to training resume with trust_remote_code." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug and ModernBERT ONNX export error do not share the same code path." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve distributed/DeepSpeed failures, but one is a collective mismatch and the other is a zero-size index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying bug: DeepSpeed ZeRO-3 with BertModel hits index 0 out of bounds on an empty/zero-sized shard during init/load." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross_entropy being called and GPT-OSS tensor-parallel failure are different issues." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression in DeepSeek Coder is unrelated to LoRA merge/save/load output mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen3-8B NVFP4 runtime error and LoRA merge/save mismatch are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to remote-code model_class config_class import/attribute error." + }, + { + "left": "issue:34928", + "right": "issue:35308", + "accept": false, + "reason": "FSDP activation checkpointing recomputation mismatch and IterableDataset multi-GPU length crash are different training bugs." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and Jamba Zero3 collective mismatch are different failures." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device_map auto failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP mismatch is unrelated to the mask-vs-index tensor shape error." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram op limitation is unrelated to YOLO multi-GPU device_map auto failure." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen3_5MoeTextRotaryEmbedding, but one is CPU offload incompatibility and the other is uninitialized memory after materialization." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation checkpointing mismatch and CustomTrainer.compute_loss signature break are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BertModel ZeRO-3 index error is unrelated to GPT-OSS tensor-parallel issues." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failure modes: BertModel ZeRO-3 index error vs GPT-OSS MoE TP bug." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method call are different bugs." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video token mismatch are unrelated multimodal issues." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen3-8B NVFP4 runtime error and GPT-OSS AMD GPU failure are different model/runtime problems." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding_window_pattern/vLLM error is unrelated to Mistral tokenizer regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device_map forward mismatch and Gemma4 inputs_embeds reverse lookup are different concrete bugs." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "Both are torch version incompatibilities, but they refer to different torch/transformers version pairs and should not be merged." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility is too broad and unrelated to the Qwen3-8B NVFP4 runtime error." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are different issues." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS only-TP failure." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm torch dynamo tracing error and Mistral-3 dtype mismatch are different code paths." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failures: autocast dtype mismatch vs NVFP4 runtime error." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 dtype mismatch is unrelated to the MPS histogram op limitation." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram op limitation are not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen3-8B NVFP4 runtime error and Qwen3.5 embedding unpacking under TRL are different issues." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen3-8B NVFP4 runtime error are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL embedding unpacking bug is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy being called and TRL Qwen3.5 embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error and BertModel ZeRO-3 index error are similar in shape only, but appear to be different model-specific failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft-edge pairs. The canonical choice of issue:43596 over issue:43638 is reasonable, and the duplicate verdict on that pair is well supported by the shared ZeRO-3/BertModel index-out-of-bounds failure mode. No soft-edge acceptance appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30277", + "issue:34928", + "issue:35308", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42617", + "issue:43039", + "issue:43296", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45237", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46772", + "issue:47228" + ], + "soft_pairs": [ + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:41762|issue:43596", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43039|issue:44560", + "issue:44841|issue:45823", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:35308|issue:42617", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43541|issue:47228", + "issue:43975|issue:45901" + ], + "prepared_review_unit_hash": "9c8edd4a81e2cd5fc97ee3299e5db8732d92687bdeb6e1f579f23a5dbd910a65", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37220, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most soft pairs are only superficially similar. I\u2019d merge two issue duplicates: the ZeRO-3 index-out-of-bounds loading/init reports, and the AutoTokenizer wrong-token-ID regression reports. No PRs are present.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45920 is the best canonical issue: it is the broadest, most general report of the silent AutoTokenizer token-ID regression across multiple model families, and it subsumes the narrower Granite-only report in issue:45812.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest overall representative of a real duplicate cluster because it describes the same tokenizer regression with the widest scope and clearest user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they cover different removals/sections and do not describe the same change." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different failures: torch.autocast dtype mismatch vs MPS histogram op not implemented for int." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated code paths: Liger Kernel cross-entropy invocation vs autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Different problems: distributed collective mismatch vs CustomTrainer API change for compute_loss." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP recompute mismatch is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Different topics entirely: AMD GPU runtime failure vs outdated RAG documentation." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Both mention tensor shape issues, but one is about Liger Kernel cross_entropy and the other is a mask/index length mismatch." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility complaints, but they affect different code paths and fixes." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL/vLLM model load failure is unrelated to USE_DISTRIBUTED=0 support breakage." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted checkpoint vs missing text-encoder weights are different root causes." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model families and symptoms: missing Gemma3 config attribute vs Qwen3 auto device-map assert." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs complaints, but about different deprecated APIs and different documentation pages." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same underlying ZeRO-3 zero-sized-tensor index-out-of-bounds failure during model init/loading." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated: AMD GPU model run failure vs table-question-answering task crash." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Storage lookup for Float8 tensors is unrelated to the distributed-support regression." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different problems: Liger Kernel cross-entropy path vs Qwen3.5 video chat-template mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model-specific failures: processor handling vs Gemma4 PLE device placement." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve device/template handling, but the model families and concrete failure modes differ." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Different areas: detokenization regression vs RAG docs cleanup." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and NVFP4 compatibility are not the same issue." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model-loading failure vs docs problem; no shared bug." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage is a different regression from torch USE_DISTRIBUTED=0 support." + }, + { + "left": "issue:35308", + "right": "issue:42617", + "accept": false, + "reason": "Both are training/runtime problems, but one is IterableDataset length skew and the other is a 3D parallel script failure." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same silent AutoTokenizer wrong-token-ID regression; 45920 is the broader multi-model report." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint and failing to load NemotronH checkpoints are different root causes." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "NVFP4 model execution error is unrelated to documentation updates." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility is not the same as the USE_DISTRIBUTED=0 breakage." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but they involve different models and distinct failure modes." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "These are both IndexErrors, but one is a mask/tensor length mismatch and the other is a ZeRO-3 zero-sized tensor init failure." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test loading failure for GLM-4.7-Flash is not the same as a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "General torch incompatibility and pydantic PretrainedConfig breakage are distinct regressions." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Both involve Mixtral/Sam3 performance or compilation issues, but they are different models and failure mechanisms." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table-question-answering crash do not match." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonical issue choice and the two accepted duplicate pairs are consistent with the packet, and the other soft-edge rejections are conservatively framed from the titles. No PRs are present in 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": 27, + "review_unit_index": 3, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44479", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:36010|issue:39290", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:45399|issue:46661", + "issue:41093|issue:41762", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43296|issue:43366", + "issue:43716|issue:47228", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:44387|issue:45005", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue:45507|issue:47228", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:46640|issue:46661", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399" + ], + "prepared_review_unit_hash": "c6dcd00be05fe8a1ac155268ca9daf522c0478ea268c88a464abf64b22a8c414", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39564, + "estimated_input_tokens": 9891, + "estimated_eval_tokens": 20038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous, with no single underlying bug tying most items together. Only two soft duplicate families look strong enough to merge: the Qwen video-input regression pair and the SigLIP2 bad-output pair. Everything else is too model-, version-, or subsystem-specific to treat as the same change/bug.", + "confidence": 0.76, + "canonical_issue_reason": "issue:44479 is the clearest broad regression report in this set and matches the strongest duplicate family here: Qwen video-input/template/token mismatches across multiple variants, including 46294.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best representative issue overall because it describes the broader v5.3.0 video-input regression rather than a single narrow symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Same model family, but different surfaces and likely different code paths: chat crash vs streaming chat/completions failure." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "One is a ZeRO-3/BertModel index error; the other is a broad torch/transformers compatibility report." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and a pydantic/config-field regression are unrelated bugs." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Different subsystems and failure modes: torch dynamo/grouped_mm tracing vs YOLO multi-GPU device mapping." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "The `_is_hf_initialized` init_empty_weights TypeError is a distinct loading bug from table-question-answering crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failures: missing Gemma3 sliding-window config vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and a Gemma3 config attribute error are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming/API failure and an MPS histogram-not-implemented error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral tracing failure and an MPS integer histogram backend error are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype-related at a high level, but one is torch dynamo grouped_mm tracing and the other is autocast mismatch; not the same bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and a template-node compilation TypeError do not point to the same code path." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied-weight bug in Mistral3ForConditionalGeneration is unrelated to a corrupted checkpoint report." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU device-map failures are separate issues." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn2 fallback gating and remote-code config_class lookup are different initialization paths." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is a ZeRO-3 zero-size tensor access on a different model." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and pydantic field breakage are not the same bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes `_is_hf_initialized` incompatibility and Sam3 bf16 compilation regression are different failure modes." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape/index problems, but the reported paths are different: generic mask mismatch vs TRL SFT unpacking embeddings." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated model-support issues." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and bf16 compilation regression are different code paths." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 streaming API failure are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support request and Qwen streaming failure are not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "The `_is_hf_initialized` TypeError during init_empty_weights is distinct from the pydantic PretrainedConfig issue." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization memory regression and translation-model tied-weights bugs are separate." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and pydantic config-field breakage are unrelated." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU device mapping and Sam3 bf16 compilation are different subsystems." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method bug and Sam3 compilation regression are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both involve multimodal models, but one is a dtype mismatch and the other is a video token/template mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch 2.4.1 compatibility are different problems." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but the masking mismatch and ZeRO-3 zero-size access are not the same underlying failure." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both are Qwen/Qwen3.5 video-input regressions centered on video features vs video token/template mismatch; a single fix could plausibly cover both." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both concern broken SigLIP2 outputs in the same model family, consistent with one underlying model/config bug." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map issues are unrelated." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code config_class lookup failure are distinct." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite Qwen config unwrapping and uninitialized inv_freq after meta-to-empty materialization are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3/BertModel loading error and remote-code resume-training issue do not match." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different failures: multimodal dtype mismatch vs TRL SFT embedding unpacking." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension runtime error and Qwen3.5 embedding unpacking failure are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model notebook initialization breakage and flash-attn2 fallback gating are different paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays appropriately conservative overall. The two accepted soft pairs are plausible same-bug families: issue:44479 and issue:46294 both concern Qwen video-input/template/token regressions, and issue:43054 and issue:43994 both concern SigLIP2 output quality in the same model family. The rest of the rejects are generally justified by different models, subsystems, or failure modes. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 4, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:33666", + "issue:35308", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43644", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45183", + "issue:45399", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45701", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:43873|issue:45005", + "issue:35308|issue:36331", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463", + "issue:43975|issue:44292", + "issue:44863|issue:45005", + "issue:35308|issue:42915", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:46032|issue:47246", + "issue:43644|issue:43950", + "issue:33666|issue:35308", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:47332|issue:47333", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493" + ], + "prepared_review_unit_hash": "7e086155754a0cf9171a582c18b39bd87d4b43e1c35ede7d1fce63cfe0e96e4a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37106, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, but there are a few clear duplicate subgroups: non-persistent buffer corruption in v5, Gemma4 quantized embedder dtype casting, disk-offloaded Qwen3 save failures, and the cache.get_seq_length return-type bug. Most other pairs are related only at a broad subsystem level and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "#43950 is the most complete representative of the non-persistent-buffer v5 regression, and it matches the closely related reports in #43644 and #44534.", + "canonical_pr_reason": null, + "best_issue_reason": "#43950 is the strongest issue to keep as the canonical representative: clear symptom, clear regression framing, and broad enough wording to cover the matching duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Both are model-quality complaints, but they concern different models and failure modes; not the same underlying bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom/remote code loading, but one is a cache-path collision and the other is wrong module selection after save/load; distinct bugs." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they target different model families and different regressions." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "One is a FineGrainedFP8 failure, the other is a flash-attn fallback gating issue; related area, different bug." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/ReLU discussion vs docs mentioning a removed command; unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is not the same as a removed docs command." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior vs tied-weights regression; different code paths." + }, + { + "left": "issue:35308", + "right": "issue:36331", + "accept": false, + "reason": "Both are training-related, but one is a multi-GPU IterableDataset crash and the other is a Trainer API signature change." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache/Qwen3.5 linear_attention crash is unrelated to tied-weight handling." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failures: TRL SFT input embedding unpacking vs GraniteMoEHybrid invalid method." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "T5 decoder validation error-message bug is not clearly the same concrete issue as the broader XOR validation problem." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different tokenizer/model failures; no evidence they share the same root cause." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint loading failure for NemotronH is unrelated to tied-weight translation-model regressions." + }, + { + "left": "issue:35308", + "right": "issue:42915", + "accept": false, + "reason": "Both are training/runtime issues, but the concrete bugs are unrelated." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different failure symptoms." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 doc-example errors and SigLIP2 text-embedding quality are different bugs." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same v5 regression where non-persistent buffers are corrupted or filled with junk." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to DeepSpeed ZeRO-3 loading failure." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Both mention Mamba-family mixers, but one is a silent use_cache correctness bug and the other is a slow-path inter-chunk recurrence issue." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying v5 non-persistent-buffer corruption regression, with #43950 giving the clearest repro framing." + }, + { + "left": "issue:33666", + "right": "issue:35308", + "accept": false, + "reason": "Different training topics; multi-GPU Qwen2-VL support vs IterableDataset length crash." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes constructor incompatibility and Float8 storage lookup failure are different compatibility bugs." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "#46932 is explicitly the same Gemma4 quantized vision/audio embedder dtype-cast bug described in #46899." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but the titles point to different models and not the same concrete failure." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and version-dependent tokenization changes are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities and worse text embeddings on SigLIP2 are not clearly the same bug." + }, + { + "left": "issue:47332", + "right": "issue:47333", + "accept": true, + "reason": "Both report the same offloading save failure for disk-offloaded Qwen3 models." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different model/runtime failures: dtype mismatch under autocast vs RLHF NaN explosion from 3D position_ids." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache.get_seq_length contract bug; one reports a 1-element tensor return, the other a device-tensor return that breaks static-cache arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve non-persistent buffers, but #45902 is a specific Qwen3_5Moe materialization issue and not clearly the same concrete bug as the broad v5 corruption regression." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 poor embeddings vs HF/JAX discrepancy are related only at the model family level, not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The accepted duplicate pairs are directly supported by the issue titles, and the summary appropriately limits the stronger claims to a few clear subgroups while keeping the rest separate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 5, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43404", + "issue:43643", + "issue:43782", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "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:45356", + "issue:45399", + "issue:45488", + "issue:45663", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:42947|issue:43856", + "issue:44991|issue:45399", + "issue:41553|issue:43883", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:45081|issue:45399", + "issue:43782|issue:44960", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:41553|issue:43881", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:45488|issue:46489", + "issue:45020|issue:46661", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43881|issue:43883", + "issue:46894|issue:46897" + ], + "prepared_review_unit_hash": "1110acb28ce0a01c870d2995fdf4faad0f12db9cbe64cbbbc94c53e1cff1775b", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37496, + "estimated_input_tokens": 9374, + "estimated_eval_tokens": 19004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: most items are distinct model-loading, tokenizer, quantization, device-map, or training-behavior bugs that only overlap at a broad subsystem level. I found no soft edge that clearly represents the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5/MoE-ish runtime failures, but one is a FlashAttention packed-sequence/position_ids crash and the other is a CPU-offload rotary-embedding compatibility issue." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different model families and different failure modes: Gemma-4 FSDP2 shared_kv_states rebuilding vs Qwen3_5Moe inv_freq materialization from meta tensors." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is ineffective gradient checkpointing under PEFT LoRA and the other is int4 quantization increasing reserved CUDA memory; not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "One is about noisy load-time logging, the other is a concrete failure loading ScandiBERT." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Completely unrelated training DeepSpeed weight-shape error vs early-stopping/metric_for_best_model validation issue." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization regression for DeepSeek-Coder is unrelated to GPT-OSS-20B failing on AMD GPUs." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading reports, but one is about unnecessary noise and the other is a real load failure for a different model." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both touch remote-code flows, but one is missing fields in AutoConfig.from_pretrained and the other is a broader recent-version remote_code loading breakage." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different models, different configs, different crashes: Gemma3 ZeRO-3 index error vs Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both are MoE/memory-related, but one is LoRA checkpointing inefficiency and the other is general Qwen3 MoE training memory usage." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for EMBEDDIA/est-roberta is unrelated to the flash-attn2 fallback gating problem." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different models and bugs: bad AutoTokenizer error message for Voxtral vs missing all_tied_weights_keys on MolmoForCausalLM." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "One is a missing Qwen2_5_VL import, the other is a bitsandbytes Int8Params constructor incompatibility." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram implementation error on MoE ints is unrelated to Gemma4 device-map mismatch during forward." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash and flash-attn2 fallback gating are different code paths and different symptoms." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error is unrelated to a generic GLM5 issue report." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code loading regressions are not the same as Gemma4 PLE device placement bugs." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like failing inside TOKENIZER_MAPPING_NAMES is a specific registry bug, not the broader remote_code breakage." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "dtype mismatch under autocast and Gemma4 device mismatch are both placement-type bugs, but they are not the same failure path." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model load failures with no shared underlying code path evident." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Kimi-K2.5 tokenizer codec/fix_mistral_regex regression is a tokenizer-specific issue, not the same as broad remote_code breakage." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3_moe HF4.x-to-HF5.x LoRA incompatibility and a tie_word_embeddings warning during Qwen3.5-27B fine-tuning are not the same bug." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; different hot paths." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to YOLO multi-GPU device_map auto failure." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both involve model class/config handling, but one is unwrapping text_config for composite Qwen multimodal configs and the other is remote-code model_class missing config_class." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both affect DeepSeek-family tokenization, but the root causes differ: tokenizer pre-tokenizer override vs a gap in a prior DeepSeek-Coder fix." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Separate model-loading failures with no concrete shared bug." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": false, + "reason": "They share the phrase 'training-loss double-shift bug' but target different model implementations; not enough evidence they are the same fixable 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": 27, + "review_unit_index": 6, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43792", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:44155", + "issue:44220", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46468", + "issue:46515" + ], + "soft_pairs": [ + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:41093|issue:44805", + "issue:44928|issue:45588", + "issue:43716|issue:46468", + "issue:44863|issue:46402", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:41553|issue:44991", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43716|issue:44560", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:41553|issue:44488", + "issue:42617|issue:43366", + "issue:43645|issue:43646", + "issue:44560|issue:45685" + ], + "prepared_review_unit_hash": "5865ab51db7d62415423aa3017973f6a358225187e166c38f0286e32a6802757", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36768, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated bug reports, with only a few likely duplicate pairs: custom model initialization in Transformers 5.0.0, a generic mask-shape IndexError, and a Qwen video-input regression. The rest look like separate model-specific or subsystem-specific failures.", + "confidence": 0.78, + "canonical_issue_reason": "No single issue cleanly represents the whole set. If one issue must be chosen as the canonical anchor, issue 43646 is the best fit because it states the broader Transformers 5.0.0 custom-model initialization regression that also covers the notebook-specific variant in 43645.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest standalone report here: it clearly names the regression, affected version, and multiple affected Qwen VL variants, making it a good anchor for the merged video-input duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Different failure modes: one is a Whisper runtime issue, the other is a specific fbank feature extraction bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is gradient averaging with loss kwargs; not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss kwarg vs tensor mask shape mismatch are unrelated error paths." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about LoRA checkpointing being ineffective and the other about a missing model flag." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 loading failures, but they hit different Qwen model families and describe different load symptoms." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Unrelated models and failures: GLM-4.7-Flash test load issue vs NemotronH checkpoint loading failure." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Same underlying Qwen VL video-input regression in transformers 5.3.0; the StopIteration report looks like a specific manifestation of the broader video-input breakage." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs image processor segmentation-map bug are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "The titles describe the same mask-shape IndexError pattern, indicating the same indexing bug with different reported sizes." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Gradient explosion in RLHF/position_ids vs a flash-attention auxiliary-state crash are distinct issues." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different models and symptoms: image-preprocessor dtype mismatch vs broken official Nemotron example." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint loading failure for NemotronH is not the same as Sam3 text-encoder weights not loading." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are different code paths." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral vs tokenizer loading failure for est-roberta are separate tokenizer issues." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF architecture support and sliding_window behavior on Qwen3-MoE are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Zero-3/BertModel initialization crash is not the same as a general torch 2.4.1 incompatibility report." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id scaling and Qwen3_5Moe rotary embedding memory initialization are different bugs." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "gpt-oss GGUF support and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Non-pretrained Bert zero-3 index error does not match a generic torch-version incompatibility issue." + }, + { + "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 forward mismatch." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription handling are different audio-generation bugs." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image dtype mismatch is unrelated to Qwen3-VL video StopIteration." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8 failure and meta-device loading regressions are separate model-loading problems." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing Qwen2_5_VL import and meta-device loading failures are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-ocr indexing are different regressions." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer error messaging for Voxtral is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and gpt-oss GGUF support are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5.0.0 custom-model initialization regression; 43645 is just the Jupyter-notebook manifestation of 43646." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-VL video StopIteration and an MPS histogram unsupported-int error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The three accepted soft pairs are reasonably supported by the titles and metadata alone: 43645/43646 are clearly the same Transformers 5.0.0 custom-model initialization regression, 41093/44805 are the same mask-shape IndexError pattern, and 44479/44560 plausibly describe the same Qwen VL video-input regression. The remaining pair verdicts are cautious and do not overreach." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 7, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43317", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43720", + "issue:43994", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45672", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46468", + "issue:46489", + "issue:46512", + "issue:46515", + "issue:46846", + "issue:46858", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:44910|issue:46858", + "issue:36010|issue:42915", + "issue:43550|issue:44910", + "issue:42947|issue:47254", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720", + "issue:44661|issue:44805", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:46459|issue:46512" + ], + "prepared_review_unit_hash": "72641dbc982f70173355892882dacf39cefac6ee17da1b33a1519a8da889077b", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36056, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of transformer/model issues with a few clear duplicate pairs. Strongest matches are SigLIP2 report duplication, Gemma4 4-bit dtype-cast regression, and the non-persistent buffer junk regression in v5. Most other soft links are only broad topical similarity and should stay separate.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 44534 is the cleaner, broader statement of the non-persistent-buffer regression and subsumes 43644\u2019s narrower version-specific report.", + "canonical_pr_reason": null, + "best_issue_reason": "44534 is the best representative issue in this set because it states the underlying regression most generally and aligns with an exact duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen-related failures, but one is a video/StopIteration error and the other is an embedding unpacking failure in TRL; different code paths and symptoms." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "These are separate torch-compatibility reports with different versions and likely different breakages, not the same concrete bug." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "One is a Qwen3.5 flash-attention illegal-memory-access bug; the other is a static-cache/torch.compile slice-arithmetic issue on non-CUDA backends." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "An import error for GenerationMixin is unrelated to a Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both mention flash attention/compile, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Both touch PEFT/gradient checkpointing, but one is about checkpointing not taking effect and the other is a checkpoint error under ZeRO-3; not clearly the same bug." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different model families and likely different fixes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "A Gemma4 device-mapping forward mismatch is unrelated to a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different problems: a model-addition helper failing for tokenizer mappings versus Gemma4 device placement during forward." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "These are both index-like failures, but one is a Qwen video StopIteration issue and the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 base model and same underlying bad output behavior; the later report broadens the symptom from zero probabilities to nonsensical outputs in AutoModel/pipeline." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation issues, but they affect different models and are not shown to share the same validation rule or path." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3/Bert index error is unrelated to the tokenizer-mapping failure in add-new-model-like." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures and different surfaces; no evidence they share the same root cause." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/training regressions, but one is a Qwen3_moe LoRA compatibility break and the other is a BitNet packed-weight loading bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "No concrete overlap beyond both being errors; the affected subsystems and failure modes differ." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit multimodal inference regression; the later issue is a broader description of the same unsafe dtype-cast problem." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "An `_is_hf_initialized` regression is unrelated to a Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different memory/loading problems in different contexts; no shared code-path bug is evident." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is a runtime zero-probabilities bug and the other is a documentation example with model/processor mismatch and quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same non-persistent-buffer junk regression in Transformers v5; 44534 is the broader duplicate of 43644." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen-family failures with different triggers: auto device mapping/cudaErrorAssert versus FineGrainedFP8Config." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA compatibility on qwen3_moe is unrelated to Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different generation/attention bugs; not the same issue." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but the model names differ and there is not enough evidence they share one concrete root cause." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan shape/OOM failures are unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "One is a ZeRO-3 load failure for Qwen3.5 language_model weights; the other is an incorrect visual-encoder save_pretrained regression." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method calls and the Nemotron example breakage are different problems." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both concern dtype handling, but one is about loading composite checkpoints and the other about from_config leaving config.dtype stale; different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft-edge matches are stated conservatively enough. The canonical 44534/43644 duplicate is well supported, and the Gemma4 and SigLIP2 links are plausible from the issue titles without overreaching. The non-matches are also phrased cautiously." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 8, + "review_unit_count": 65, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46829", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43257|issue:43854", + "issue:43644|issue:43645", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:42491|issue:45335", + "issue:42491|issue:45292", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:45488|issue:45812", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:46897|issue:46901", + "issue:45362|issue:45406", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:41720|issue:44155", + "issue:43404|issue:43454", + "issue:45663|issue:45759", + "issue:44910|issue:45588", + "issue:39692|issue:44960", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44079|issue:46829", + "issue:44292|issue:44912", + "issue:44155|issue:45823" + ], + "prepared_review_unit_hash": "99272209afa38d9ac12e0171a5f7c2532a03270db798b4bcee99ac7d065f125e", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36863, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 9, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:42796", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43957", + "issue:44164", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46665", + "issue:46869", + "issue:46894", + "issue:46901", + "issue:47228", + "issue:47332" + ], + "soft_pairs": [ + "issue:36010|issue:39404", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:43957|issue:47332", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:43425|issue:47228", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "issue:46894|issue:46901", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44530|issue:45084", + "issue:43425|issue:46869", + "issue:43611|issue:43645", + "issue:39404|issue:45701", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:39404|issue:46665" + ], + "prepared_review_unit_hash": "5892a80618f82cd4321f559d43e5c43967ba9a58973ad7436a0e47e523c529e3", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "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 mostly a grab-bag of unrelated Transformers regressions. The only clear duplicate-like mini-cluster is around `resize_token_embeddings` not updating model-specific output/decoder embeddings (45276/45292/45335).", + "confidence": 0.83, + "canonical_issue_reason": "issue:45292 is the broadest, most generic report in the resize_token_embeddings/output_embeddings family; 45276 and 45335 read as model-specific manifestations of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 best represents the shared embedding-resize regression because it is generic rather than model-specific and covers the common failure mode seen in the nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Different failures: import path breakage vs Whisper pipeline `return_language` behavior." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/runtime issues, but one is `torch.device(\"meta\")` loading and the other is Strix Halo mmap/OOM; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Unrelated model/config bug vs Gemma4 FSDP training attention state bug." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: int4 quantization memory regression vs mmap/OOM mitigation on a specific platform." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is an example breakage; not enough evidence of the same concrete code path." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict-config loading failure are separate issues." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` regression: both report resized embeddings not propagating to output embeddings, with 45276 being a Gemma4-specific instance." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to RLHF NaN/SDPA fallback behavior." + }, + { + "left": "issue:43957", + "right": "issue:47332", + "accept": false, + "reason": "Different loading/offloading problems (`meta` loading vs saving a disk-offloaded model)." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/from_pretrained `extra_state` handling is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and `continue_final_message` are different tokenizer bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma4 shared_kv_states/FSDP2 bug are different code paths." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "One is permissions propagation during save, the other is loading the wrong custom module after save; related area but different bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: GLM-4.7 test loading vs Qwen3.5 save_pretrained corruption." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom-model initialization in notebooks is unrelated to extra_state save/load handling." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same embedding-resize family: both say resized token embeddings do not reach model-specific output/decoder embeddings." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "General Torch 2.10 incompatibility is not the same as the Sam3 bf16 compilation regression." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage vs Trainer checkpoint-resume `max_steps` miscalculation are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and inability to load a specific model are different issues." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap/OOM." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both mention training-loss double-shift, but they target different model implementations and do not clearly share one concrete code path." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch-version incompatibility is broader than the specific autocast dtype-mismatch bug." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in `convert_tokens_to_ids` is unrelated to CodeLlama round-trip tokenization loss." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer regressions, but one is wrong token IDs and the other is a speed regression; different bugs." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure and non-template-node compile error are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as YOLO multi-GPU device-map failure." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve Transformers 5 custom-model behavior, but one is base_model_prefix loading and the other is notebook model initialization; not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline language return regression and version-dependent tokenization changes are different symptoms in different components." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility issue vs Mistral-3 dtype mismatch are separate problems." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline regression and `from_pretrained` inside Python classes are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded summary. The cluster is largely heterogeneous by title, and the only clearly supported duplicate-like set is the resize_token_embeddings/output_embeddings family (45276/45292/45335). The accepted soft-edge pairs are conservative and consistent with the packet; no overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 10, + "review_unit_count": 65, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43746", + "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:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46326", + "issue:46821", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:47050", + "issue:47331", + "issue:47333" + ], + "soft_pairs": [ + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:40990|issue:47331", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:43906|issue:44530", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:44164|issue:46821", + "issue:45479|issue:46894", + "issue:44756|issue:47333", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44488|issue:44987", + "issue:43632|issue:47050", + "issue:44488|issue:45081", + "issue:45479|issue:46897", + "issue:43299|issue:43931", + "issue:36032|issue:42915", + "issue:43746|issue:47331", + "issue:43611|issue:43644", + "issue:42796|issue:43404" + ], + "prepared_review_unit_hash": "be3d463499ec458a90920e606a0fed7a054f6eba0d162aa3cfd757c59281c308", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36703, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 11, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43873", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46661", + "issue:47013", + "issue:47312", + "issue:47331" + ], + "soft_pairs": [ + "issue:44462|issue:46489", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:44661|issue:44683", + "issue:39404|issue:44671", + "issue:44451|issue:44987", + "issue:43873|issue:47331", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:43643|issue:44530", + "issue:40990|issue:43421", + "issue:40444|issue:46326", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:36032|issue:43645", + "issue:44737|issue:45859", + "issue:44206|issue:44220", + "issue:42175|issue:46178", + "issue:43582|issue:43632", + "issue:44987|issue:44991", + "issue:43452|issue:43482", + "issue:45084|issue:45507", + "issue:43482|issue:47312", + "issue:43582|issue:47331", + "issue:43262|issue:47331", + "issue:44811|issue:45584", + "issue:43746|issue:46326", + "issue:43208|issue:47013", + "issue:43645|issue:46661", + "issue:43317|issue:43482" + ], + "prepared_review_unit_hash": "26d1c793e16cd89ffa2a0a6581295abd3b12a62dc3b2e02819cac47ee2b3db59", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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 mix of unrelated Transformers issues across different models and subsystems. The only strong duplicate-like match is the GGUF loading regression pair; the rest look like separate bugs that happen to share broad themes like v5 regressions, tokenizers, or quantization.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43452 is the broader GGUF-loading regression (`gguf_file` / from_pretrained path) and best captures the concrete bug behind the more specific Qwen2.5-GGUF failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the best representative issue because it states the underlying loading-path break in a general way and can subsume the specific model report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer/model-loading complaints, but they involve different failures and different code paths; not the same bug." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading regressions, but one is CLIP structure inconsistency and the other is SAM3 text-encoder weights not loading." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated subsystems: multimodal dtype mismatch vs a template compilation error." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different areas entirely: tokenizer mapping handling vs torch flex_attention compilation." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language issue is unrelated to CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but for different models and likely different failure modes." + }, + { + "left": "issue:43873", + "right": "issue:47331", + "accept": false, + "reason": "Both touch quantization/offload, but one is a general offloading complaint and the other is a specific Metal batched-generate corruption bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: grouped_mm tracing error vs template compilation error." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both are Qwen-related, but FP8 config failure and PagedAttentionCache linear-attention crash are distinct bugs." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig remote-code field loss is unrelated to Qwen3.5 cache/group-type handling." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model is not the same as tokenizer post-processor not updating at runtime." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different data/model paths: multi-image IterableDataset finetuning vs mistral_common continue_final_message behavior." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token counting bug and multimodal finetuning failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related v5 custom-model regressions, but one is about non-persistent buffers and the other is about custom model initialization; not clearly the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict in T5Tokenizer is separate from custom model initialization breaking in notebooks." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device/offload behavior, but XLNet CPU arange and Qwen3_5Moe CPU offload are different code paths." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature related, but the unsupported center arg regression is not clearly the same as the generic _torch_extract_fbank_features issue." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "These are separate backend-registration problems for different optional dependencies." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the `_is_hf_initialized` flag regression." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are versioned loading failures, but they involve different models and are not shown to share the same root cause." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both describe the same GGUF-loading regression: a broad `gguf_file` from_pretrained break and a specific Qwen2.5-GGUF load failure." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure and GraniteMoEHybrid invalid-method call are different bugs." + }, + { + "left": "issue:43482", + "right": "issue:47312", + "accept": false, + "reason": "GGUF loading failure and kernel compatibility 0.16 are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:47331", + "accept": false, + "reason": "Allocator warmup TypeError and Metal quantized batched-generate corruption are different issues." + }, + { + "left": "issue:43262", + "right": "issue:47331", + "accept": false, + "reason": "Audio chat-template sampling-rate default and Metal quantized generate corruption are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper/special-token related, but batch_decode skip_special_tokens handling is not the same as empty-transcription generation failure after align_special_tokens." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "See above: different models and likely different tokenizer/loading regressions." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Same underlying GGUF loading path failure; the specific model report fits the broader `gguf_file` regression." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT adapter local checkpoint loading is unrelated to mistral_common continue_final_message behavior." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "The broad xLSTM multi-bug report is not clearly the same single bug as the specific return_last_states=False crash." + }, + { + "left": "issue:43482", + "right": "issue:47312", + "accept": false, + "reason": "GGUF loading failure and kernel-version incompatibility are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Different failures in different subsystems; no shared code path is evident." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Device-map/offload dequantized-model loading and GGUF loading are separate problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and conservative on the soft edges. The lone accepted match, issue:43452 vs issue:43482, is a plausible same GGUF-loading regression; the rest are reasonably rejected as distinct failures or insufficiently linked. Minor note: the 43452/43482 acceptance appears twice, but that does not affect the substance." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 12, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45923", + "issue:45987", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:44403|issue:45081", + "issue:43646|issue:44534", + "issue:43792|issue:46869", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44987|issue:45081", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:28530|issue:34567", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:43994|issue:44610", + "issue:44062|issue:44987", + "issue:44451|issue:45081", + "issue:44008|issue:46899", + "issue:45923|issue:47254", + "issue:44464|issue:45987", + "issue:44265|issue:44610", + "issue:43322|issue:43540", + "issue:36032|issue:41720", + "issue:44479|issue:45325", + "issue:42915|issue:44589", + "issue:43531|issue:44877", + "issue:43089|issue:45987", + "issue:43632|issue:46821", + "issue:43425|issue:44403", + "issue:43883|issue:44488", + "issue:40444|issue:45325", + "issue:45216|issue:45357" + ], + "prepared_review_unit_hash": "acc8dbd64fad9852e922e0ba103b6ed2d164a2b6bc481489edd050bf6de2bf51", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36807, + "estimated_input_tokens": 9202, + "estimated_eval_tokens": 18660 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated transformer issues that only share broad subsystem similarity. I found one likely duplicate/follow-up pair around Qwen3.5 `save_pretrained` checkpoint serialization; the rest should stay separate.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45216 is the broadest and earliest report of the Qwen3.5 `save_pretrained` regression; it reads like the parent bug, while issue:45357 is a narrower follow-up about one incorrect key class.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 best represents the cluster\u2019s most general, user-facing bug report among the near-duplicate candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Different bugs: default audio sampling-rate handling vs batched-vs-single MIMI padding-mask behavior." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated issues: loading noise/logging vs a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but they affect different code paths: custom init/_is_hf_initialized vs non-persistent buffer serialization." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Different models and failure modes: Whisper runtime failure vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "No shared underlying bug; FP8/Qwen3MoE loading issue is separate from a template-compilation TypeError." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model issues, but one is padding-mask batching and the other is DAC latent reconstruction/STE mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/model loading failures with no clear shared code path." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Same model family, but different bugs: hidden-states output vs rope/position-id scaling." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is a missing tie in model init and the other is device-dependent save_pretrained serialization." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Completely unrelated trainer behaviors: early-stopping metric lookup vs input-token counter updates." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both relate to initialization/configuration, but they are distinct regressions with different triggers and code paths." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Different loading failures: T5 tokenizer special-token conflict vs MobileLLM key error." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different image-model bugs: nonsensical outputs vs processor/model input-size mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Unrelated tokenization error vs model-loading failure." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different models and failures; only both involve loading tokenizers/models at a high level." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Different multimodal Gemma bugs: variable-name collision vs unsafe dtype cast under 4-bit quantization." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is a missing support flag and the other is a DeepSpeed/PEFT checkpoint error." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Different problems: compiled-forward chunked generation inconsistency vs cache sequence-length return type." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Different areas: torch.export / torch_compilable_check vs OmDet processor image size." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal loading/processing issues, but not the same bug or code path." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Different regressions: tokenizer loading vs Qwen3 auto device-mapping CUDA assert." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen VL family, but one is a video-input regression and the other is still-image rope-index scaling." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "No meaningful overlap beyond model/runtime problems; FP8 loading is separate from missing storage object deserialization." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different failures in different model families: sliding-window handling vs strict config loading." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Performance overhead in generation is unrelated to cache sequence-length shape/type." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Different compatibility issues: v5 `_is_hf_initialized` breakage vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch-version incompatibility is unrelated to loading noise/logging." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different loading issues with no shared underlying bug." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen2.5-VL, but one is iterable-dataset multi-image training and the other is rope-index scaling for still images." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "These look like the same Qwen3.5 `save_pretrained` serialization bug, with 45357 narrowing the problem to incorrect visual-encoder keys." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet: it correctly treats most pairs as unrelated despite broad subsystem similarity, and the one accepted Qwen3.5 `save_pretrained` pairing is well supported by the issue titles and chronology (45216 as the broader earlier report, 45357 as a narrower follow-up about incorrect visual-encoder keys). No soft-edge verdict appears to overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 13, + "review_unit_count": 65, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:43872", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899", + "issue:46909" + ], + "soft_pairs": [ + "issue:43296|issue:43531", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:43872|issue:44291", + "issue:44991|issue:46315", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:43381|issue:45923", + "issue:33666|issue:40444", + "issue:44291|issue:44589", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:43632|issue:44756", + "issue:43883|issue:44991", + "issue:42796|issue:46710", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43482|issue:43525", + "issue:43421|issue:44568", + "issue:41720|issue:45081", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:44509|issue:46909", + "issue:43317|issue:43856", + "issue:44079|issue:44534", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:43611|issue:43646", + "issue:43482|issue:45538" + ], + "prepared_review_unit_hash": "ff6b5ef376e874c0fd8bb0a4da118defd95b88f8566db1c0a118b7900f380320", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37286, + "estimated_input_tokens": 9322, + "estimated_eval_tokens": 18900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 14, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43377", + "issue:43454", + "issue:43493", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:45923", + "issue:46209", + "issue:46402", + "issue:46821", + "issue:47217" + ], + "soft_pairs": [ + "issue:43377|issue:45491", + "issue:43818|issue:46402", + "issue:44265|issue:45072", + "issue:45325|issue:45834", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:43818|issue:45357", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:44829|issue:45479", + "issue:44291|issue:44877", + "issue:40444|issue:47217", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:43828|issue:46821", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:43257|issue:45923", + "issue:45823|issue:46821", + "issue:42796|issue:46209", + "issue:41553|issue:43582", + "issue:42617|issue:42915" + ], + "prepared_review_unit_hash": "724057e0de58d75b6c970f22f31109e6be09edc50b593f8dd3fb9f913080093a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37477, + "estimated_input_tokens": 9370, + "estimated_eval_tokens": 18996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span many unrelated model-specific bugs, tokenizer issues, device-mapping problems, and training/inference regressions. No soft pair looks like the same concrete underlying defect, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster; the titles point to many unrelated root causes across different models and subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "There is no globally best issue representative because the cluster is not a cohesive duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batched-sequence masking, but they affect different models and different failure modes; not the same bug." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different loading problems: missing temporal attention vs missing text-encoder weights." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Torch export/compiler checks vs bfloat16 dtype mismatches are unrelated code-path failures." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal indexing issues, but they concern different models and distinct position/index bugs." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Generic state/serialization complaints, but one is about non-persistent buffers and the other about ModelOutput key assignment." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL multimodal regressions, but one is finetuning with multiple images and the other is video position IDs." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Unrelated issues: missing temporal attention in Video-LLaVA vs incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is an HF-vs-JAX discrepancy while the other is nonsensical AutoModel/pipeline output; not clearly the same defect." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both touch Qwen2.5-VL position IDs, but one is still-image temporal scaling and the other is a video-input regression; too different to merge." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both involve lm_head weights, but one is weight tying causing bad generation and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different layers of the stack: attention-kernel training regression vs loss/label handling for num_labels=1." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Init-empty-weights argument mismatch and strict config loading are unrelated loading issues." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL-related, but one is a finetuning dataset/multi-image issue and the other is image-placeholder handling in user text." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization-version changes are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch has no substantive relation to Qwen2.5-VL rope/index calculations." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are different bugs in different subsystems." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for Bark and torch.export failure due to torch_compilable_check are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 device_map mismatch are different model-specific forward-path problems." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and PEFT local-checkpoint loading are different issues." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice preset and progressive generation with inputs_embeds/past_key_values do not share the same bug." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation bug and Qwen3 auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash and torch.export failure are different problems." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device mapping, but the model failures and root causes differ." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU-offload mismatch and DAC forward/from_latents mismatch are unrelated audio-model issues." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head tying/serialization and torch.compile SDPA failure are different code paths." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion and missing gradient_checkpointing flag are unrelated model-setup issues." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE handling and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error messaging and AppleSilicon allocator TypeError are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 15, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:44186", + "issue:44387", + "issue:44451", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45920", + "issue:46050", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46612", + "issue:46821", + "issue:46858", + "issue:46897", + "issue:47020", + "issue:47317" + ], + "soft_pairs": [ + "issue:44568|issue:45920", + "issue:40990|issue:42947", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43317|issue:43873", + "issue:43749|issue:44534", + "issue:43454|issue:43720", + "issue:36331|issue:42617", + "issue:43377|issue:44898", + "issue:41720|issue:43322", + "issue:43572|issue:45759", + "issue:46305|issue:46315", + "issue:43322|issue:46050", + "issue:36331|issue:42915", + "issue:41720|issue:44977", + "issue:44877|issue:44991", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:43450|issue:45701", + "issue:46897|issue:47317", + "issue:44466|issue:45357", + "issue:43873|issue:44756", + "issue:26413|issue:28530", + "issue:44186|issue:45072", + "issue:45685|issue:46821", + "issue:43065|issue:46402", + "issue:44451|issue:47020", + "issue:43295|issue:45701", + "issue:46612|issue:46858" + ], + "prepared_review_unit_hash": "2a6880f3bed5905c567424b137dc0cff96e391cad821dc44192fa315db53eb67", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36763, + "estimated_input_tokens": 9191, + "estimated_eval_tokens": 18638 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No convincing duplicate pairs here; the set is mostly a grab-bag of unrelated Transformers regressions across tokenization, loading, quantization, generation, and training. If one issue must anchor the cluster, the broad cross-model tokenizer regression in issue 45920 is the best representative.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45920 is the broadest and most representative of the only loosely related subset here: a v5 tokenizer regression affecting multiple models, rather than a narrow single-model symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 has the widest scope, clear user impact, and the strongest chance of subsuming nearby tokenization-related reports as the cluster's representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a specific add_special_tokens/BOS-EOS bug while the other is wrong token IDs across several models; not the same code-path." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity quality issue vs LoRA/gradient-checkpointing behavior; unrelated failures." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask output mismatch and OmDet image-size mismatch are different model/processor bugs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight-tying serialization bug vs dtype mismatch in inference; different underlying problems." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/quantization, but one is a dequantized model load failure and the other is a broader offloading-not-working report; too different to merge." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer junk are separate loading/state bugs." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AylaVision weight tying and BitNet packed-weight unpacking are unrelated model-loading issues." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature error and a 3d_parallel script failure are not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Padding-mask consistency in MIMI and Perceiver non-default-resolution handling are distinct issues." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and Llava Next segfault are different model-loading failures." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in a config and unwrapping text_config for composite Qwen configs are different config-schema issues." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window off-by-one in streaming masking vs tokenizer lookup slowdown; unrelated." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault on load and quantized save/load breakage are different failure modes and code paths." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer compute_loss argument mismatch and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device-mapping crash and flash-attention generation corruption are different Qwen3.5 issues." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization memory growth and T5 apex RMSNorm leak are different performance/memory bugs." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Model perplexity regression and version-dependent tokenization changes are not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "CUDA assert on Qwen3 loading and inability to run 3d_parallel.py are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug vs tokenizer version changes; different subsystems." + }, + { + "left": "issue:46897", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but they are model-specific and no shared code path is evident." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Different save_pretrained serialization regressions affecting different weight/key paths." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offload regression and mmap-on-Strix-Halo OOM are separate hardware/memory issues." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resumption failure and early-stopping metric selection are unrelated training-loop behaviors." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding and dtype mismatches in inference are different bugs." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS Int histogram support error and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and missing text-encoder weights in Sam3Model are different SAM3 issues." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Cannot load a specific checkpoint and a Unigram-vocab constructor type mismatch are different tokenizer/model loading failures." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer/image-passing regression and tokenization changes are not the same bug." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Beam-search cache reorder omission and device-tensor cache length arithmetic are both cache-related, but they affect different code paths and outcomes." + } + ] + }, + "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": 27, + "review_unit_index": 16, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33666", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43441", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43720", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44488", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45479", + "issue:45632", + "issue:45684", + "issue:45823", + "issue:46291", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:46894", + "issue:47317", + "issue:47337" + ], + "soft_pairs": [ + "issue:43550|issue:43720", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue:43577|issue:43708", + "issue:43550|issue:43606", + "issue:43881|issue:44488", + "issue:43404|issue:45357", + "issue:46821|issue:46869", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:41720|issue:45161", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:28530|issue:33666", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:43441|issue:47337", + "issue:44734|issue:46858", + "issue:45479|issue:47317", + "issue:44186|issue:44361", + "issue:44464|issue:46858", + "issue:44671|issue:44743", + "issue:45632|issue:45684", + "issue:46894|issue:47317", + "issue:43716|issue:46821", + "issue:28530|issue:30064", + "issue:43316|issue:44913", + "issue:29159|issue:36032" + ], + "prepared_review_unit_hash": "294a4f62b83a1f520f23820e7175cb39420fae6fa23cf75f487f47d9016e8671", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36226, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose bag of Transformers bug reports with only superficial overlap (loading, device maps, cache, tokenizers, compile). None of the soft pairs look like the same underlying bug or change, so all duplicate candidates should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": "If forced to pick an anchor, issue:43550 is the least-bad canonical because it is a concrete runtime failure and sits in one of the densest soft-similarity neighborhoods, but the cluster is too heterogeneous for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43550 is the best overall representative only in the weak sense that it is a concrete, user-visible model execution bug; it is not actually a reliable duplicate hub for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both are runtime/model-loading failures, but the model paths and root causes differ: SDPA/torch.compile vs accelerate loading of packed weights." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both mention model initialization/loading, but one is a Transformers 5.0 custom-model breakage and the other is from_pretrained behavior inside Python classes; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer/NER padding issues versus image processor output-size mismatch; different components and failure modes." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is a Blip2 dtype propagation bug; the other is Trainer checkpoint-resume max_steps miscalculation. 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different root causes." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision in forward is unrelated to Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early-stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are unrelated config/model bugs." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FP8 model load failure and pipelines import failure due to kernels dependency metadata are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:47337", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 and a flaky bbox-range test are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/compile logic, but one is serve KV-cache continuation indexing and the other is static-cache seq_length returning a device tensor on non-CUDA backends; not the same defect." + }, + { + "left": "issue:45479", + "right": "issue:47317", + "accept": false, + "reason": "Single-label classification zero-loss bug and PPFormulaNet training-loss bug are too different and lack a shared concrete root cause." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Two tokenizer AttributeErrors, but for different tokenizers and different task flows; not enough evidence of one bug." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve compilation and generation/cache behavior, but one reports inconsistent outputs from compiled forward while the other is a specific seq_length tensor arithmetic bug." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM prediction regression and Qwen3.5 recurrent state reset are unrelated model-specific behaviors." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code and read-only permission propagation in save_pretrained are different filesystem issues." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "Both mention training loss, but one is a double-shift ASR bug and the other is an unspecified PPFormulaNet loss issue; not the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Trainer early stopping and image processor void-segmentation handling are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/API consistency issues, but they concern different models and different fields; no shared defect." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and T5Tokenizer load-time add_special_tokens conflict are different tokenizer 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": 27, + "review_unit_index": 17, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44077", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44991", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:43881|issue:44991", + "issue:43452|issue:47020", + "issue:42915|issue:43322", + "issue:30064|issue:34634", + "issue:45701|issue:47145", + "issue:33357|issue:35707", + "issue:43526|issue:43883", + "issue:43873|issue:45704", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:41720|issue:43746", + "issue:43257|issue:47254", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43606|issue:43653", + "issue:43531|issue:44589", + "issue:43388|issue:45059", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:45357|issue:46402", + "issue:43540|issue:46858", + "issue:44077|issue:44625" + ], + "prepared_review_unit_hash": "0d940b523db8c70b46100ad8cafa2b4ea3b949b344dab85c21351254bfd1719f", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36355, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "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 surface-area similarity. None of the soft pairs look like true duplicates or the same concrete fix target, so they should not be merged.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43873 is the broadest and most central report in the set, with the highest inbound activity and a reusable bug theme around offloading/quantization behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best representative issue because it is a real runtime regression with broader applicability than the model- or processor-specific reports around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different failures: one is a specific glm-4v loading problem, the other is a tokenizer-loading regression in v5." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "Both involve loading/tokenizers, but the concrete bugs differ: gguf_file handling vs Unigram constructor input type." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Llava Next segfault are unrelated code paths and symptoms." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation-map processing and Bark voice_preset handling are different processor bugs." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenization changes across versions is not the same as missing weight_scale application for FP8 frozen checkpoints." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are separate problems." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT label reduction and Molmo missing all_tied_weights_keys are unrelated model implementation issues." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is distinct from the T5 apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Qwen3VL weight_only loading failure do not share the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "One is a sliding_window bug in Qwen3-MoE; the other is config unwrapping for composite Qwen 3.5/3.6 models." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs/config is not the same as stale v5 pipeline documentation." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Torch.compile/SDPA behavior in Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk values and from_pretrained behavior inside Python classes are different regressions." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "CUDA assert from auto device mapping is not the same code-path as PEFT adapter local checkpoint loading." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and PEFT ZeRO-3 checkpointing are separate save/load bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are different failures." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning and undefined video-branch helpers in multimodal token counting are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are different paths." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with embeds/past key values are unrelated training vs generation issues." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention windowing, but Qwen3-MoE sliding_window and TimesFM window_size attribute errors are not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cuda asserts are completely different failures." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and tokenizer special-token decode behavior do not overlap in implementation." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "A Qwen3-MoE sliding_window bug is unrelated to the Float8 storage loading error." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering truncation and SAM3 text/box behavior are different functional areas and symptoms." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Config unwrapping for Qwen multimodal models is distinct from CPU-offload incompatibility in rotary embeddings." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but one is a specific model load failure and the other is a tokenizer regression across versions." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect saved visual encoder keys and missing text encoder weights are not the same save/load defect." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to static-cache slice arithmetic under torch.compile." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Optional post_init policy and num_labels propagation in Qwen3.5 are separate configuration 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": 27, + "review_unit_index": 18, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43644", + "issue:43653", + "issue:43673", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "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:45479", + "issue:45704", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:43644|issue:46665", + "issue:45923|issue:47333", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44625|issue:45479", + "issue:44898|issue:45072", + "issue:44918|issue:44936", + "issue:39692|issue:44610", + "issue:43381|issue:43844", + "issue:41720|issue:45704", + "issue:42886|issue:44843", + "issue:44368|issue:45357", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:44514|issue:44545", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:43746|issue:43873", + "issue:30064|issue:36010", + "issue:39692|issue:43493", + "issue:43421|issue:43653", + "issue:43673|issue:47337", + "issue:43994|issue:44671", + "issue:45081|issue:45356", + "issue:46032|issue:46463", + "issue:43782|issue:45381" + ], + "prepared_review_unit_hash": "69426f56510ad809f18fc4999f12ecd5d7a875cd07fc5ae0c735fbce2eeb78a5", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35275, + "estimated_input_tokens": 8819, + "estimated_eval_tokens": 17894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports. The strongest near-duplicate signal is the Qwen2_5_VLProcessor.apply_chat_template crash pair, but the packet only supports strong similarity, not certainty of exact identity; all other soft pairs are distinct bugs or different concrete failure modes.", + "confidence": 0.77, + "canonical_issue_reason": "issue:44545 is the cleanest representative of the near-identical Qwen2_5_VLProcessor.apply_chat_template crash reports because its title is slightly more generic and concise, but the packet only supports high similarity rather than certainty that it is the exact same bug report as issue:44514.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best cluster representative for the Qwen2_5_VLProcessor batched-input padding=False crash topic, with the shorter and more general title making it a good canonical label for the pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Different bugs: non-persistent buffer junk vs from_pretrained behavior inside Python classes." + }, + { + "left": "issue:45923", + "right": "issue:47333", + "accept": false, + "reason": "Unrelated: missing gradient-checkpointing flag vs disk-offloaded model save failure." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different concrete failures: model loading regression vs PIL image processor torchvision dependency." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Both involve loading, but the constructor error and the model-load failure are different bugs." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Related config area, but num_labels propagation and single-label zero-loss are distinct issues." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and symptoms: image resolution handling vs dtype mismatch in inference." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both involve training workflows, but the embedding unpacking failure and evaluate-after-train issue are different." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: docs example/model mismatch vs processor/model input-size mismatch." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different training-time bugs: eval-mode checkpointing restriction vs gradient growth with ZeRO-3." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated: Qwen3 device-mapping assert vs T5 apex RMSNorm memory leak." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both touch offline mode, but they fail in different code paths and are not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Different defects: warning about tied embeddings vs incorrect visual encoder keys on save." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both are persistence/loading problems, but with different model flows and failure modes." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "No evidence these share an underlying code-path problem; they are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": false, + "reason": "Near-identical topic, but the packet does not prove they are the exact same bug report; conservative triage should not merge them." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Different issues: video processor padding calculation vs generation performance regression." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenizer state, but runtime post-processing updates and save/load token ID loss are distinct bugs." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different loading/offloading failures with no evidence of a shared underlying defect." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: image segmentation map processing vs GenerationMixin import error." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but docs-example errors and JAX-vs-HF implementation discrepancy are different concrete problems." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both mention special tokens, but the runtime post-processor update and BigBird mask-token registration are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:47337", + "accept": false, + "reason": "Unrelated: GenerationMixin cache/chunked_prefill issue vs flaky bbox-range test." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 inference discrepancy vs CamemBERT masked-LM regression." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but the tokenizer crash and the Kimi-K2.5 regression are not the same concrete bug." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different areas: Mamba2 cache correctness vs T5 decoder-input error messaging." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen-related, but one is from_pretrained weight-only loading and the other is a video position-id bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is mostly grounded, but the output overstates the 44514/44545 relation. The packet only supports that they are near-identical reports by title/body topic; it does not establish that one is the \u201cmore specific\u201d or \u201csame exact bug report\u201d with certainty. Also, the only accepted soft edge conflicts with the packet\u2019s deterministic label for that pair, so the verdict is not conservative enough for this review." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 19, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45081", + "issue:45084", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:44995|issue:46858", + "issue:44464|issue:47050", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:44857|issue:47050", + "issue:43526|issue:43881", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43596|issue:44220", + "issue:43540|issue:46294", + "issue:43295|issue:45834", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:44062|issue:44488", + "issue:43653|issue:43720", + "issue:44625|issue:47050", + "issue:43531|issue:43643", + "issue:45381|issue:46693", + "issue:44488|issue:47020", + "issue:46829|issue:46832", + "issue:44220|issue:44661", + "issue:41720|issue:44991", + "issue:43611|issue:46665", + "issue:30064|issue:36331", + "issue:44843|issue:45081", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:45987|issue:46829", + "issue:44821|issue:45084", + "issue:43550|issue:43819" + ], + "prepared_review_unit_hash": "a023b3ed4abb2bc5f562eaad71ef3e0dd26194527c51d03fa521210aba6b87c9", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37247, + "estimated_input_tokens": 9312, + "estimated_eval_tokens": 18880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are distinct bugs across tokenizers, image/video processors, loading regressions, cache/generation, and quantization. None of the soft-pair candidates look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 43873 is the best anchor because it is open, has the most discussion/inbound references, and describes a broad user-facing regression that is likely to accumulate related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the strongest standalone issue to keep: it is well-triaged, high-signal, and already attracting follow-ups; the other issues are either narrower, model-specific, or clearly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/seq-length wording, but one is a GlmMoeDsa stale indexer-cache bug and the other is a static-cache device-tensor arithmetic regression; different code paths and symptoms." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to CanineModel ONNX fp16 attention dtype mismatch; different models and failure mechanisms." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but one is about runtime special-token/post-processor updates and the other about LayoutLMv2 NER/padding crashes; not the same bug." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi tokenizer regression and list_repo_files revision forwarding are unrelated; no shared code-path or failure mode." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both mention dtype/float16, but one is LwDetr loss under AMP/CUDA and the other is Canine ONNX export attention mismatch; distinct bugs." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Both mention quantization, but one is a SigLIP2 docs example/model-processor mismatch and the other is an offloading regression; not the same concrete issue." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Docs-example quantization problems do not match a CanineModel fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC from_latents/STE mismatch are different model-specific bugs." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Zero3/BertModel init failure and _torch_extract_fbank_features issues are unrelated subsystems and symptoms." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video inputs, but one is Qwen3OmniMoe video processing and the other is Qwen3.5 chat-template video-token mismatch; different models and stages." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor.tokenizer regression and Kosmos2.5 long-OCR index error are not the same underlying defect." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure and DiaConfig token-ID persistence are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba SDPA compile failure and MLukeTokenizer AttributeError are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument duplication and sleng-bert loading failure are not the same code-path." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird mask-token registration and BitNet packed-weight loading are unrelated tokenizer vs model-loading issues." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Canine fp16 ONNX export dtype mismatch are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and AutoConfig trust_remote_code field loss are separate failures." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Loading a specific model repo and XLMRobertaTokenizer/Unigram constructor misuse are distinct tokenizer-loading bugs." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "VideoPrism hidden_states output shape issue and RT-DETR feature-level mismatch are different vision-model bugs." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "An fbank feature extraction issue and add-new-model-like failing in TOKENIZER_MAPPING_NAMES are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and est-roberta tokenizer loading failure are separate problems." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix loading regression and from_pretrained behavior inside Python classes are not the same defect." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation-map processing and CustomTrainer.compute_loss signature breakage are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is an unconditional model_info/offline-mode bug and the other is a backend_tokenizer AttributeError with fix_mistral_regex; different failures." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default-resolution failures are unrelated model-specific issues." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token decode bug and DAC forward/from_latents mismatch are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache get_seq_length return-type bug and VideoPrism output-field mixup are different subsystems." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba compile/SDPA failure and DAC missing-STE mismatch do not share a 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": 27, + "review_unit_index": 20, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43697", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44877", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46752", + "issue:46858", + "issue:46932", + "issue:47020", + "issue:47337" + ], + "soft_pairs": [ + "issue:43335|issue:43756", + "issue:43540|issue:44008", + "issue:44008|issue:46858", + "issue:44991|issue:47020", + "issue:43643|issue:44877", + "issue:43618|issue:43697", + "issue:34634|issue:36010", + "issue:45987|issue:46932", + "issue:44561|issue:45020", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:46752|issue:47337", + "issue:43322|issue:45685", + "issue:44805|issue:44936", + "issue:44991|issue:46291", + "issue:45584|issue:45834", + "issue:43606|issue:45072", + "issue:43421|issue:44811", + "issue:45183|issue:45479", + "issue:46294|issue:46463", + "issue:43577|issue:43818", + "issue:44479|issue:45834", + "issue:43550|issue:45072", + "issue:43644|issue:43749", + "issue:43782|issue:44977", + "issue:43716|issue:44008" + ], + "prepared_review_unit_hash": "2cbe8cd77fa550b759782bed0aee7785ccae7f506cd9552cf3be8ee92d49b64e", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36021, + "estimated_input_tokens": 9006, + "estimated_eval_tokens": 18268 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft links are mostly false positives: the cluster spans many unrelated bugs across tokenizers, multimodal models, cache handling, config loading, and v5 regressions. No PRs are present. If a single representative issue is needed, #45020 is the broadest umbrella report, but it does not duplicate the others.", + "confidence": 0.9, + "canonical_issue_reason": "#45020 is the broadest, most central report in the only loosely related remote_code/config-loading subset, so it is the best single representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the most general issue in the set and the closest thing to a cluster anchor, even though the overall set is heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and different bugs: sparse-layer configuration vs RoPE layer dropping." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal failures, but the affected models and root causes are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Variable-name/attribute collision in Gemma3n is unrelated to static-cache length tensor arithmetic." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-load failures, but the specific failure modes and tokenizer classes differ." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Remote-code field loss in AutoConfig is not the same bug as strict config rejection for granite_speech." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are output regressions, but they involve different models and different code paths." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: Bark voice preset handling vs a GenerationMixin import error." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache sequence-length return type is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "#44561 is one specific API-removal regression; #45020 is a broad umbrella report and not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different multimodal models and different failures: docs example mismatches vs long-OCR index error." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizers, but one is LayoutLMv2 NER/padding behavior and the other is AutoTokenizer loading a specific tokenizer." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Two different model regressions in v5, not the same underlying bug or code path." + }, + { + "left": "issue:46752", + "right": "issue:47337", + "accept": false, + "reason": "Both are IndexErrors, but they arise from unrelated input-validation and flaky-test scenarios." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault loading Llava Next is unrelated to an MPS histogram kernel error in moe code." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError and trainer lifecycle failure are not the same defect." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for a model checkpoint is unrelated to the kernels dependency import failure." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention mismatch, but one is CPU offload device placement and the other is bfloat16 dtype mismatch." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer post-processor update on special-token edits is not the same as Whisper decode ignoring skip_special_tokens." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation/XOR messaging and single-label zero-loss behavior are unrelated." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different validation bugs in different model families; no shared code-path evidence." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype loading bug is unrelated to Video-LLaVA missing temporal attention/shared weights." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal input regressions, but they affect different models and different failure modes." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization and FSDP CPU RAM efficient loading are different loading bugs." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Weight-only load failure for Qwen3VL is unrelated to flash-attention generation failure in Qwen3.5." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 vision dtype mismatch is unrelated to Gemma3n's forward variable collision." + } + ] + }, + "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": 27, + "review_unit_index": 21, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43388", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44291", + "issue:44610", + "issue:44671", + "issue:44964", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45563", + "issue:45701", + "issue:46032", + "issue:46175", + "issue:46285", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932", + "issue:47254", + "issue:47276", + "issue:47332", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:45563|issue:47276", + "issue:43825|issue:43994", + "issue:43582|issue:46512", + "issue:43931|issue:46846", + "issue:28218|issue:29159", + "issue:43540|issue:45381", + "issue:43388|issue:46032", + "issue:47276|issue:47337", + "issue:43749|issue:44291", + "issue:44610|issue:45072", + "issue:43645|issue:46665", + "issue:43720|issue:45072", + "issue:34634|issue:36331", + "issue:47254|issue:47333", + "issue:42175|issue:45081", + "issue:44671|issue:45701", + "issue:46697|issue:46728", + "issue:47254|issue:47332", + "issue:43577|issue:43582", + "issue:44964|issue:47337", + "issue:43782|issue:45325", + "issue:43742|issue:45020", + "issue:46175|issue:46932", + "issue:43825|issue:43827", + "issue:45003|issue:46285", + "issue:42915|issue:47333", + "issue:43262|issue:43819" + ], + "prepared_review_unit_hash": "80eed81e0ff4e61ce4a9987634a2c2e0607152fdab18f0f8f26b3fd23e6174cd", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35546, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous across unrelated bugs and features. No soft pair is strong enough to merge as a duplicate; the closest match is the tokenizer spacing/inconsistency pair, but it still isn\u2019t specific enough to auto-accept.", + "confidence": 0.78, + "canonical_issue_reason": "issue:28218 is the best anchor among otherwise unrelated items because it is a concrete, specific tokenizer bug and the closest thing to a plausible duplicate pair (with issue:29159), even though that match is still too weak to merge automatically.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the clearest representative issue in the set for duplicate triage: it has the most concrete symptom and the strongest near-match, while the rest of the cluster spans many unrelated subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both are generation-warning complaints, but they target different warnings and likely different code paths." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Different problems: a misleading pipeline error message versus a model-specific nonsensical output bug." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "AppleSilicon allocator TypeError and stale model.config.dtype are unrelated failures." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both mention Qwen3/VL loading errors, but one is a weight-shape mismatch and the other is a TP-plan/OOM issue." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Tokenization is the shared area, but the titles point to a specific added-token spacing bug versus a broader slow/fast inconsistency; not enough evidence they are the same defect." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen multimodal/video-related, but one is a processing ValueError and the other is a rope/position-id bug." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "A metrics-gathering bug and a Mamba cache correctness bug are different code paths and symptoms." + }, + { + "left": "issue:47276", + "right": "issue:47337", + "accept": false, + "reason": "A stale warning message and a bbox-range flaky test are not the same underlying issue." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading, but one is FSDP CPU RAM efficient loading and the other is an unexpected init_empty_weights argument." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and bfloat16 dtype mismatch are different bugs." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both are about model initialization behavior, but one is a Jupyter/custom-model breakage and the other is from_pretrained inside Python classes." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading and dtype mismatch in inference are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss API incompatibility are unrelated." + }, + { + "left": "issue:47254", + "right": "issue:47333", + "accept": false, + "reason": "Gradient-checkpointing/ZeRO-3 checkpoint errors and disk-offloaded model save failures are different problems." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend install extras and a Mistral regex patch crash are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "A CamemBERT prediction regression and a version-dependent tokenization change are not the same bug." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Over-padding divisible images and wrong patch counts for Aria are different image-processing bugs." + }, + { + "left": "issue:47254", + "right": "issue:47332", + "accept": false, + "reason": "Same broad offloading area, but different failure modes: checkpointing error versus inability to save a disk-offloaded model." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype-loading bug and Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:47337", + "accept": false, + "reason": "A multimodal model load failure and a flaky bbox-range test are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3-VL weight-only loading and Qwen2.5-VL rope-index scaling are different code paths." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A MobileLLM key error and remote_code breakage are different loading failures." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a huge position-embedding blowup and the other is a quantized-embedder dtype-casting fix." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both concern pipeline v5 removals, but one is a misleading error message and the other is stale documentation." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "sys.modules access and CLIP text-model structure changes are unrelated issues." + }, + { + "left": "issue:42915", + "right": "issue:47333", + "accept": false, + "reason": "Fine-grained FP8 config failure and disk-offloaded model save failure are different bugs." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default and DAC latent/STE 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": 27, + "review_unit_index": 22, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43697", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:46209", + "issue:46291", + "issue:46326", + "issue:47217" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:44589|issue:45042", + "issue:43262|issue:47217", + "issue:45372|issue:46326", + "issue:43582|issue:44857", + "issue:36010|issue:43645", + "issue:43550|issue:44912", + "issue:36010|issue:36331", + "issue:43638|issue:44936", + "issue:44060|issue:44368", + "issue:43531|issue:45042", + "issue:43257|issue:43329", + "issue:43526|issue:43697", + "issue:45081|issue:45406", + "issue:43452|issue:44991", + "issue:43906|issue:46209", + "issue:42175|issue:46291", + "issue:43819|issue:43927", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:43257|issue:43696", + "issue:42490|issue:43257", + "issue:38175|issue:44610", + "issue:43526|issue:44554", + "issue:43643|issue:45759", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43262|issue:44811" + ], + "prepared_review_unit_hash": "548149bb8478ead380cbad771fb5b86b9f7dff32ebdd7dbd3a7156bbafd6f110", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35907, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues; the soft links look like title-level similarity rather than duplicate bugs. I would reject all soft edges and avoid picking a single canonical issue for the cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous across tokenizer loading, training, vision processors, audio, quantization, and backend-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the proposed pairs do not share the same underlying code path or fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug vs GPT-oss MXFP4 quantization fallback; unrelated subsystems and failure modes." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup error vs PIL backend incorrectly requiring torchvision; different code paths." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio chat-template sample-rate default vs VL image-placeholder handling; not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is a ReasoningEffort import/load failure and the other is continue_final_message behavior; not one concrete bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs CUDA float16 loss crash; unrelated runtime issues." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import breakage vs Jupyter custom-model initialization regression; different failures and fixes." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA bug in Bamba vs MXFP4 quantization loading issue in GPT-oss; not the same code path." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin vs custom trainer compute_loss kwarg mismatch; unrelated APIs." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error on non-pretrained Bert vs evaluate-after-train failure; different behavior and likely different root cause." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both are Qwen tied-weights warnings, but they target different models and warning logic; too broad to merge." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs PIL processor torchvision dependency regression; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "MoE weight conversion with accelerate+deepspeed vs undefined multimodal token-count helpers in video branch; different features." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT reduce_labels returns one label vs RTDetrV2 output differences in v5; unrelated vision-model bugs." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crashes on tokenizer backend vs Gemma4Processor missing _tokenizer in serve; same area, but different objects and fixes." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file handling in from_pretrained vs tokenizer loading regression for EMBEDDIA/est-roberta; not the same underlying problem." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Isolated reproduction of an older issue vs FP8 inference OOM on B200; no concrete shared bug from the titles." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Backend package installation issue vs kernels version/revision requirement on pipeline import; unrelated dependency problems." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent/STE mismatch vs DiaConfig losing custom token IDs after save/load; different models and code paths." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash test-load failure vs Qwen3.5 flash-attention generation issue; different model-specific failures." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens; unrelated processor/model APIs." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed vs GPT-oss CUDA OOM; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local-path import warning vs Qwen3 MOE weight conversion; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Zero probabilities in SigLIP2 vs OmDet-Turbo processor size mismatch; both vision-related but not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction bug vs MPS attention correctness issue; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "trust_remote_code missing fields in AutoConfig vs from_config not unwrapping text_config; both config-related but distinct underlying bugs." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError vs CLIPTokenizer max_length constant issue; no shared code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 23, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43329", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44617", + "issue:44756", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45127", + "issue:45356", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47020", + "issue:47050", + "issue:47145", + "issue:47333" + ], + "soft_pairs": [ + "issue:45859|issue:47050", + "issue:39692|issue:44912", + "issue:43329|issue:44479", + "issue:42915|issue:44821", + "issue:43329|issue:43450", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:43257|issue:43931", + "issue:44387|issue:44617", + "issue:29159|issue:34567", + "issue:44589|issue:47333", + "issue:44912|issue:47145", + "issue:45459|issue:45803", + "issue:45081|issue:47020", + "issue:46421|issue:46424", + "issue:43650|issue:43906", + "issue:44987|issue:45538", + "issue:43540|issue:46701", + "issue:43525|issue:46291", + "issue:43425|issue:46291", + "issue:28282|issue:29870", + "issue:43749|issue:44756", + "issue:44568|issue:45356", + "issue:28282|issue:34689", + "issue:43454|issue:43577", + "issue:43404|issue:45127" + ], + "prepared_review_unit_hash": "dcb034ef95c2a2a3a8765b167fa2aa50a9eb6dba9a4563a363f0fb72dcee99e6", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36013, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are overwhelmingly unrelated. I only see one plausible duplicate/soft-merge candidate: the Qwen video-input regression in the multimodal processor path (issue:43329 \u2194 issue:44479).", + "confidence": 0.86, + "canonical_issue_reason": "issue:44479 is the best canonical issue: it describes a concrete, user-facing video-input regression across multiple Qwen-VL/Qwen3 variants and is broader than the more internal helper-bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest stand-alone issue for triage because it states the regression clearly, names affected models, and captures the user impact succinctly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Different failures: CPU offload compatibility in Qwen3_5Moe rotary embedding vs fp16 ONNX export dtype mismatch in CanineModel." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc-example errors for SigLIP2 are not the same bug as MXFP4 quantization falling back to bf16 for gpt-oss-20b." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both point to the same video-input multimodal processor regression: the video branch in token counting/helper logic is broken and breaks Qwen video models." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config loading failure is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is an undefined-helper bug in token counting while the other is an incorrect batched output shape from video processors; not the same concrete defect." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading problems: Qwen3Moe FP8 config vs MobileLLM key error." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights / _is_hf_initialized is a model-loading API issue, not the torchvision dependency regression in PIL image processors." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking is unrelated to GPT-OSS perplexity behavior." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is a different loading path than Qwen3-VL shape mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is Sam3Video runtime memory exhaustion." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:44589", + "right": "issue:47333", + "accept": false, + "reason": "Float8 storage lookup failure is not the same as disk-offloaded save failure for Qwen3-30B-A3B." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization-related, but MXFP4 fallback-to-bf16 and missing weight_scale on frozen FP8 checkpoints are different defects." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but one is protobuf decode fallback masking tokenizer errors and the other is a bare except swallowing interrupts in Fuyu tensor conversion." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Mistral regex patch crash and XLMRoberta Unigram init bug are different tokenizer code paths." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Cache lazy-init recompilation and max_cache_length being honored only for quantized cache are separate cache bugs." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "One issue is empty/garbled content and the other is a reproduction of a specific external bug; not duplicates." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer's model_max_length constant." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal failures in different models/pipelines: Qwen3OmniMoe video processing vs DiffusionGemma image-text-to-text pipeline." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to the kernels v0.15 pipeline import dependency error." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility is a different dependency issue from kernels v0.15 requiring version/revision." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "AutoModel missing PyTorch and Bart generate decoder_attention_mask UnboundLocalError are unrelated failures." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING breakage is not the same as disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions with different root causes and models; not one shared bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-not-found import error is unrelated to Llama 3.2 Vision loading breakage." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying and BLIP2 dtype propagation are distinct model-loading bugs." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied embeddings/lm_head, but one is a missing tie in Mistral3ForConditionalGeneration and the other is LoRA-merge collapse with extended vocab; different concrete problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted pair (issue:43329 \u2194 issue:44479) is plausibly the same Qwen video-input regression based on the titles/bodies, and the rejected pairs are explained with appropriately narrower, non-overstated distinctions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 24, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45907", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47254", + "issue:47332" + ], + "soft_pairs": [ + "issue:33357|issue:34567", + "issue:43697|issue:45357", + "issue:39379|issue:44554", + "issue:42175|issue:43824", + "issue:44936|issue:46821", + "issue:44479|issue:46693", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:45137|issue:45405", + "issue:44857|issue:46832", + "issue:44589|issue:47332", + "issue:43582|issue:47254", + "issue:44062|issue:44991", + "issue:44291|issue:44821", + "issue:42915|issue:45538", + "issue:24643|issue:29159", + "issue:42915|issue:43749", + "issue:44568|issue:45488", + "issue:45538|issue:46869", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:43540|issue:44560", + "issue:41720|issue:43540", + "issue:44987|issue:45907", + "issue:43540|issue:44479", + "issue:44479|issue:45381", + "issue:43577|issue:46512", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:43531|issue:44821" + ], + "prepared_review_unit_hash": "631a8bc58c991f6d1e592c8b16d3d0dd4c481062e37ff2f15d7fffa01c7e1210", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36667, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose semantic grouping, not a true duplicate set. The soft pairs mostly share broad themes (tokenizers, trainer, Qwen/video, DETR, loading) but the concrete bugs and code paths differ, so all soft-edge candidates should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue cleanly represents this cluster because it is heterogeneous. If forced to choose one, issue 44479 is the broadest representative of the Qwen video-regression subset, but it is not a true duplicate anchor for the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the least specific and most broadly scoped item here, so it is the best representative of the small Qwen video-input regression theme among an otherwise unrelated set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error vs TrainerState token counter bug; unrelated subsystems and failure modes." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output mismatch and Qwen3.5 save_pretrained key corruption are different bugs in different code paths." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "mllama mask handling vs MPS attention correctness issue; same broad area only, not the same defect." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend install problem vs missing Qwen2.5-VL import; no shared bug path." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "trainer.evaluate lifecycle failure and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Qwen video-input regression vs FlashAttention2 long-context performance regression; different layers and symptoms." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Model loading KeyError and init_empty_weights unexpected argument are different initialization failures." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch missing ImportError vs LayoutLMv3 error-message clarity issue; unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO-3 deque error and PEFT version bump are not the same bug." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both touch DETR-family code, but AMP loss crash and num_feature_levels/backbone mismatch are distinct failures." + }, + { + "left": "issue:44589", + "right": "issue:47332", + "accept": false, + "reason": "Float8 storage lookup failure vs disk-offloaded save failure; different code paths." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon caching allocator warmup TypeError and PEFT+ZeRO-3 checkpoint error are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword collision and est-roberta tokenizer loading failure are different tokenizer bugs." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights _is_hf_initialized incompatibility vs AutoImageProcessor URL loading problem; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config failure and CLIPTokenizer max_length issue are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight dimensionality error vs tokenizer slow/fast inconsistency; no shared underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 failure and FSDP CPU RAM efficient loading regression are different mechanisms." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "mdeberta special-token regression and LlamaTokenizer pre-tokenizer override are separate tokenizer behaviors." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer model_max_length bug vs YOLO multi-GPU device-map failure; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage and Apple Silicon warmup TypeError are different failures." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and missing PyTorch ImportError are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen issues, but they hit different model families and error paths (ValueError vs StopIteration)." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto-device-map cuda assert and Qwen3OmniMoe video-processing ValueError are distinct problems." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression and list_repo_files revision forwarding in CI are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Broad video regression in several Qwen VL models is not the same concrete bug as Qwen3OmniMoe's ValueError; too little evidence to merge." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Video-input regression across Qwen VL models vs qwen2.5-vl vision_position_ids bug; same domain, different defect." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "BLIP2 dtype propagation and from_config leaving config.dtype stale are related semantics but not the same code-path bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count update bug vs compute_loss signature breakage; different trainer API issues." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-argument collision and Mistral regex patch backend_tokenizer attribute error are unrelated tokenizer failures." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and AutoImageProcessor URL loading failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 25, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45405", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46899", + "issue:47276", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:42175|issue:44488", + "issue:38175|issue:44898", + "issue:44849|issue:45701", + "issue:42915|issue:47332", + "issue:45042|issue:45081", + "issue:44792|issue:44964", + "issue:43257|issue:43756", + "issue:43742|issue:44589", + "issue:43756|issue:45325", + "issue:43756|issue:46399", + "issue:43716|issue:46701", + "issue:43742|issue:47333", + "issue:46463|issue:47276", + "issue:45672|issue:45674", + "issue:44737|issue:46463", + "issue:45823|issue:46463", + "issue:43906|issue:46693", + "issue:45405|issue:45600", + "issue:44568|issue:46491", + "issue:43577|issue:45072", + "issue:24643|issue:29870", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:43452|issue:44488", + "issue:43906|issue:46468", + "issue:43742|issue:47332", + "issue:28282|issue:32090", + "issue:46463|issue:46899", + "issue:44466|issue:45005", + "issue:43452|issue:44843" + ], + "prepared_review_unit_hash": "7e5814b6dd33a1ac05057ef3dc9a57717493c0ca9ed4f68e512acc21276cb2e2", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36962, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly contains unrelated model-specific bug reports across tokenizer loading, quantization, multimodal inference, and config handling. I don't see any soft pair that is the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44843 is the most concrete and actionable regression report in the set, with a specific reproducible code path in tokenizer patching/offline mode, but it is not a true duplicate anchor for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Different failures: TensorFlow backend packaging vs a model load failure for cjvt/sleng-bert." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-related, but one is zero-probability output and the other is an image-size classification failure; different code paths." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state bug is unrelated to a tokenizer-version-dependent tokenization change." + }, + { + "left": "issue:42915", + "right": "issue:47332", + "accept": false, + "reason": "One is FineGrainedFP8Config failure in Qwen3Moe; the other is saving a disk-offloaded model." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL/torchvision dependency regression is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different models and symptoms: Janus test generation failure vs Phi-4-multimodal load failure." + }, + { + "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:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error and Float8 storage lookup failure are distinct loading/runtime issues." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different models and mechanisms: RoPE layer count bug vs Qwen2.5-VL temporal position-id scaling." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer issue is unrelated to Qwen3.5 kernel registration/decorator crash." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 dtype mismatch in preprocessing is unrelated to DiffusionGemma image-text pipeline breakage." + }, + { + "left": "issue:43742", + "right": "issue:47333", + "accept": false, + "reason": "Loading facebook/MobileLLM and saving a disk-offloaded Qwen3 model are different problems." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "Incorrect T5 decoder validation message is not the same as the synced_gpus warning in continuous batching." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Gemma4 uint8/torch.finfo failure and BitsAndBytes skip-modules exclusion bug are separate 4-bit inference issues." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement bug is unrelated to T5 decoder-input error messaging." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device_map mismatch and T5 validation messaging are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "A reproduction of an earlier issue is unrelated to a FA2 long-context performance regression." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pinning and auto_mappings stale config references are unrelated maintenance issues." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer special-token handling and CodeLlama space-roundtrip regression are different tokenizer bugs." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Blip2 float32 dtype propagation and SwitchTransformers/TimmWrapper bfloat16 mismatches are separate dtype bugs." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "'weight' must be 2-D during DeepSpeed training is unrelated to Bart decoder_attention_mask initialization." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are different config issues." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file loading breakage is not the same as the cjvt/sleng-bert model load problem." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "A reproduction issue and an official Nemotron example failure are not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "MobileLLM key error and disk-offloaded Qwen3-VL save failure are different offloading/loading paths." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import and _gpu_broadcast_one NoneType error are unrelated environment/runtime failures." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder validation messaging and Gemma4 multimodal 4-bit dtype casting are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Tied-weight serialization inconsistency and translation-model tied-weight issues are related only loosely, but not the same concrete defect." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve tokenizer loading, but gguf_file breakage and unconditional model_info() in _patch_mistral_regex are 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": 27, + "review_unit_index": 26, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:40444", + "issue:41762", + "issue:43295", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44493", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44991", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46402", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:47000", + "issue:47332" + ], + "soft_pairs": [ + "issue:45663|issue:46846", + "issue:44913|issue:46121", + "issue:43697|issue:46829", + "issue:41762|issue:44936", + "issue:44737|issue:45588", + "issue:43697|issue:45216", + "issue:45357|issue:45920", + "issue:43720|issue:44898", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43643|issue:45375", + "issue:43688|issue:43749", + "issue:43994|issue:44898", + "issue:44843|issue:44991", + "issue:40444|issue:44811", + "issue:44821|issue:46821", + "issue:45372|issue:46170", + "issue:44756|issue:47332", + "issue:29159|issue:33357", + "issue:43688|issue:45704", + "issue:43525|issue:46701", + "issue:44857|issue:47000", + "issue:43295|issue:45356", + "issue:43756|issue:46402", + "issue:43646|issue:43749" + ], + "prepared_review_unit_hash": "bff775db61d843b08178f0409d402391c5d644d3986126d24f5e1a5c4f69a5b5", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "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": "This cluster is mostly heterogeneous: it mixes unrelated tokenizer, model-loading, config-serialization, and training/runtime regressions. None of the soft pairs look like true duplicates of the same concrete bug. The broad tokenizer-regression report is the best representative issue in the set.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45920 is the broadest and most central issue here: it reports a v5 tokenizer regression affecting multiple models and wrong token IDs, which matches the cluster\u2019s strongest tokenizer-related theme better than the more narrow one-off reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the clearest cluster anchor because it describes a cross-model tokenizer correctness regression rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different models and different failure modes: Gemma-4 FSDP2 shared-state KeyError vs Qwen3.5 TP planning omissions causing OOM/shape errors." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve RoPE-related config handling, but one is a reload defaulting bug and the other is a TypeError from JSON-loaded validation input; not the same bug." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Unrelated model outputs: RTDetrV2 differing outputs vs VideoPrism hidden_states field mix-up." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different paths: Gemma3 ZeRO-3 load crash vs trainer.evaluate() failing after train." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device-placement bug and flash_attention s_aux=None crash are unrelated code paths." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different subsystems: RTDetrV2 inference drift vs Qwen3.5 save_pretrained checkpoint key corruption." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both are regressions around saving/tokenization, but one is incorrect visual encoder keys on save and the other is wrong token IDs during tokenization." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading bug and Perceiver non-default-resolution failure are distinct model-specific issues." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Both are save/load style regressions, but one is an unexpected key/position-id issue and the other is quantized model persistence after sinq." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers and different symptoms: BigBird special-token registration vs MLuke task AttributeError." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probability outputs and processor.tokenizer/image-to-tokenizer regression are not the same concrete bug." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both concern config fields being dropped, but they affect different APIs/models and different missing-field mechanisms." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated issues." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model inference bugs, but the symptom and code path differ: nonsensical SigLIP2 outputs vs Perceiver non-default resolution failure." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline hub lookup in _patch_mistral_regex and tokenizer loading failure for a specific model are different bugs." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Multi-image iterable-dataset finetuning failure and Whisper batch_decode skip_special_tokens bug are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor-from-URL and TimesFM window_size AttributeError are completely different features." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor import regression and Windows ROCm torch.distributed dependency issue are unrelated." + }, + { + "left": "issue:44756", + "right": "issue:47332", + "accept": false, + "reason": "Strix Halo mmap OOM avoidance and disk-offloaded Qwen3-VL save failure are different storage/memory paths." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer consistency issue and MacOS CLIP bus error do not describe the same bug." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to DiffusionGemma pipeline generation failure." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both are RTDetr-related loss crashes, but the reported failures differ: float16 AMP/CUDA crash vs infeasible cost matrix." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regression reports, but one is processor/tokenizer access and the other is Kimi-K2.5 codec/regex handling." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Sam3Model text-encoder weights not loading are unrelated model-specific issues." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breaks in Transformers 5.0.0 and FSDP loading regression 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": 27, + "review_unit_index": 27, + "review_unit_count": 65, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44977", + "issue:45405", + "issue:45440", + "issue:45542", + "issue:45701", + "issue:46050", + "issue:46178", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47013", + "issue:47254", + "issue:47276" + ], + "soft_pairs": [ + "issue:43653|issue:44568", + "issue:43688|issue:45701", + "issue:45542|issue:46178", + "issue:43761|issue:46829", + "issue:46832|issue:46932", + "issue:43653|issue:43927", + "issue:43761|issue:47013", + "issue:44464|issue:44743", + "issue:44479|issue:44625", + "issue:33666|issue:36010", + "issue:43452|issue:43577", + "issue:42898|issue:46491", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43688|issue:45440", + "issue:44977|issue:46693", + "issue:41720|issue:44464", + "issue:44484|issue:44704", + "issue:33666|issue:36331", + "issue:43504|issue:43550", + "issue:44464|issue:44977", + "issue:43643|issue:44561", + "issue:44734|issue:46612", + "issue:45405|issue:47254", + "issue:43504|issue:43720", + "issue:43278|issue:43688", + "issue:43782|issue:46693", + "issue:44625|issue:47276", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:43577|issue:44554" + ], + "prepared_review_unit_hash": "c67d38f78e199ac155d5178f803341bbedd85eaeb03d42b87d0135d1c6df10cd", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37007, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 28, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710", + "issue:46846", + "issue:47332" + ], + "soft_pairs": [ + "issue:43611|issue:46846", + "issue:43720|issue:44361", + "issue:43525|issue:43572", + "issue:44514|issue:45290", + "issue:44964|issue:45405", + "issue:43493|issue:43825", + "issue:28218|issue:33357", + "issue:45491|issue:46002", + "issue:45823|issue:46050", + "issue:44977|issue:46209", + "issue:44554|issue:46365", + "issue:44488|issue:44843", + "issue:39692|issue:43295", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:45405|issue:47332", + "issue:43278|issue:43844", + "issue:43334|issue:45759", + "issue:44568|issue:46489", + "issue:43334|issue:43572", + "issue:44568|issue:45812", + "issue:43646|issue:44466", + "issue:43278|issue:43701", + "issue:43493|issue:43844", + "issue:46209|issue:46710", + "issue:43927|issue:44361", + "issue:43572|issue:44291", + "issue:43504|issue:43606", + "issue:43824|issue:44589" + ], + "prepared_review_unit_hash": "6930395d2c5f5a9d2c6ad2626a79d1abb66633749b09c54b8060c1eae06aff9a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36153, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of Transformers regression reports, mostly about different models, configs, tokenizers, or runtime paths. None of the soft pairs look like true duplicates under a strict code-path test, so I would not merge any of them.", + "confidence": 0.21, + "canonical_issue_reason": "Issue 43525 is the clearest representative of the cluster\u2019s recurring v5 config-regression theme: a missing token field causes a concrete load failure. It is not a duplicate of the others, but it best summarizes the general pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "43525 is the most generic and representative issue among the set; it captures the common 'missing config field after v5 update' class better than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Different bugs: base_model_prefix loading regression vs Qwen3.5 TP plan missing linear_attn entries." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated failures: BitNet packed-weight loading vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-attribute regressions, but they affect different models and different fields (pad_token_id vs pad_token_idx)." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same API surface, but different crash conditions and code paths in apply_chat_template." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model-loading failure vs a dependency version bump warning; not the same underlying bug." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to a pipeline translation-task error message regression." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs MacOS CLIP bus error; unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but they occur in different components and scenarios." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-placement mismatch during forward is unrelated to save/load breakage after sinq quantization." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different runtime failures: flash-attention generation vs FP8 inference on B200." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Attention correctness on MPS has no relation to Trainer import being blocked by datasets." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading, but one is a specific model load failure and the other is an offline-regression in tokenizer patching." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation/example errors are not the same as a processor.tokenizer regression." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Incorrect SigLIP2 outputs are unrelated to return_tensors being ignored in text_kwargs." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different problems." + }, + { + "left": "issue:45405", + "right": "issue:47332", + "accept": false, + "reason": "Unreleased dependency bump vs disk-offload save failure; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Training/eval dtype change is not the same as a ZeRO-3 gradient explosion regression." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal configs, but one is a missing pad_token_id field and the other is text_config unwrapping in from_config." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different models and different failure modes." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different models and different missing fields; no shared concrete bug." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions; one misses BOS/EOS insertion, the other has wrong Granite token IDs." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is separate from inconsistent lm_head serialization." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy does not match a DeepSpeed gradient anomaly." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference failure and accuracy regression after upgrade are different bugs." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-id loss is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx after update and init_empty_weights unexpected argument are different regression sites." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field in Beit model loading is unrelated to CPU-offload device mismatch in bark-small." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import failure and Float8 storage lookup failure are unrelated runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 29, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:42947", + "issue:43381", + "issue:43504", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44734", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46701", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:47013", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:46821|issue:46832", + "issue:44493|issue:46285", + "issue:44589|issue:45520", + "issue:45245|issue:46710", + "issue:43504|issue:43653", + "issue:44849|issue:46209", + "issue:43606|issue:44112", + "issue:44849|issue:45357", + "issue:45072|issue:46832", + "issue:43994|issue:44493", + "issue:42490|issue:43696", + "issue:43844|issue:44964", + "issue:43873|issue:46050", + "issue:15354|issue:38175", + "issue:44464|issue:45584", + "issue:42947|issue:43381", + "issue:46399|issue:46846", + "issue:45229|issue:45823", + "issue:47013|issue:47254", + "issue:29159|issue:32090", + "issue:44849|issue:47145", + "issue:28218|issue:34567", + "issue:45200|issue:45229", + "issue:45084|issue:45520", + "issue:44423|issue:44734", + "issue:45588|issue:46050", + "issue:43937|issue:46701" + ], + "prepared_review_unit_hash": "d3e882a7e6cd16d141f49673b42213a354e6f461cc6e88acd5aab8396d598e22", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35364, + "estimated_input_tokens": 8841, + "estimated_eval_tokens": 17938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly connect unrelated bugs across different models, runtimes, and subsystems. I do not see a single underlying duplicate issue or any PRs to consolidate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Different problems: an AttributeError on window_size vs an RT-DETR forward shape/feature-level mismatch." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Different model families and failures: position-id key warnings vs CLIP text model structure divergence." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated errors: missing Float8 storage vs flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Completely different issues: category cardinality limit vs accuracy regression after upgrade." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different targets and symptoms: BEiT legacy field loading vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Different concrete bugs: Qwen3.5 hidden-states handling vs FP8 inference OOM on B200." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device behavior, but one is a bark-small CPU-offload mismatch and the other is a stale GraniteSpeech CI test." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but different code paths: output_hidden_states bug vs save_pretrained saving wrong visual encoder keys." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different subsystems: dtype mismatch in inference vs RT-DETR forward feature-level error." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs unexpected position-id keys." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Import-path warning from trailing slash vs CUDA OOM on GPT-oss-20b; unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different bugs: ZeRO-3 gradient inflation vs Phi-4 multimodal loading failure." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization/offloading broadly, but one is runtime offloading behavior and the other is broken save/load after sinq quantization." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "Different failures and eras: torch.jit.script GeneratorExp export issue vs SigLIP2 zero probabilities." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different generation bugs: compiled forward inconsistency vs empty-transcription behavior after align_special_tokens." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Related theme, but not the same bug: LoRA/PEFT checkpointing ineffective vs checkpointing blocked in eval mode." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Different Qwen3.5 issues: missing kernel registration decorator vs missing TP-plan linear_attn entries." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but one is multi-GPU CUDA OOM and the other is device-mismatch forward failure; not the same code-path." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "Different training failures: xLSTM return_last_states unpacking vs PEFT/DeepSpeed checkpoint error." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency vs Trainer NoneType broadcast error are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Different domains: Qwen3.5 hidden-states bug vs FP8 checkpoint scale not applied on load." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens vs TrainerState token-count tracking; unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 text-only fine-tuning field defaulting vs multi-GPU inference OOM are different issues." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Different errors: non-template-node compilation vs flash_attn import KeyError." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related, but one crashes on multimodal tensor handling and the other on KV-cache indexing; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless-model AttributeError vs sinq checkpoint save/load corruption are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Different areas: invalid GenerationConfig for GLM-5 vs DiffusionGemma pipeline failure." + } + ] + }, + "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": 27, + "review_unit_index": 30, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29870", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43334", + "issue:43404", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44869", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:44554|issue:45446", + "issue:43065|issue:46369", + "issue:44869|issue:46752", + "issue:44977|issue:46701", + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:29942|issue:30333", + "issue:43404|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:45406|issue:46121", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:43540|issue:45200", + "issue:44186|issue:46192", + "issue:43295|issue:44610", + "issue:43550|issue:43844", + "issue:45823|issue:46192", + "issue:43572|issue:43957", + "issue:45520|issue:46178", + "issue:43450|issue:43575", + "issue:45200|issue:45823", + "issue:29870|issue:29942", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:43295|issue:43493", + "issue:42915|issue:43824", + "issue:43334|issue:43525", + "issue:44521|issue:45290" + ], + "prepared_review_unit_hash": "75bba165a6e3123acd0339425fdeb608bd9f969b23d2c8749d7baf1cd9122264", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37420, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous; none of the soft pairs look like the same underlying bug or change. I\u2019d use issue 43873 as the best representative anchor only because it\u2019s the most active/open and broadly framed issue in the set.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43873 has the highest engagement and a broad, clearly stated bug description, so it is the best available anchor despite the cluster not forming a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most active and general issue here (many discussions and inbound refs), making it the most suitable representative issue for this mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "Different bugs: SigLIP2 implementation mismatch vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Different models and symptoms: Qwen3 device-map cuda assert vs DeepSeek accuracy regression." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "One is an MPS attention correctness bug; the other is a PyTorch version-check/import bug in flex_attention." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Same product family, but different failures: dummy Conv2d in Sam3PixelDecoder vs memory overflow in sam3-litetext." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decode crash is unrelated to apply_chat_template on an empty list." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to the DiffusionGemma pipeline failure." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a flash-attention helper is unrelated to meta-device model loading breakage." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression and video-processor shape bug are different code paths and symptoms." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting after job failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Mistral3 lm_head tying bug is unrelated to the DeepSeek accuracy regression." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch in CI is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention sink-less s_aux=None crash is unrelated to AutoModelForCausalLM text_config unwrapping." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor _tokenizer attribute error and rope-params type error are different issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "processor/tokenizer regression is unrelated to offloading behavior under quantization." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video input ValueError is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom processor/tokenizer regression and OmDet-Turbo input-size mismatch are separate bugs." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to ZeRO-3 gradient growth in DeepSpeed." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 PLE device mismatch and return_tensors handling are different failure modes." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLmConfig pad_token_idx missing and meta-device loading breakage are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import KeyError on Python 3.13 is unrelated to BACKENDS_MAPPING tensorflow_text errors." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batch-shape bug and Qwen2 OOM under tensor parallelism are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros and device-map mismatch are different Gemma 4 bugs." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate UnboundLocalError is unrelated to Flash Attention 2 test failures." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "flash_supports_window_size import failure and Qwen2_5_VL import failure are unrelated import issues." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash local path warning is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc-example errors are unrelated to return_tensors being ignored." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Different models and symptoms: processor/tokenizer regression vs SigLIP2 discrepancy from JAX implementation." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to Qwen2_5_VL import error." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention pad_token_id, but they are model-specific config bugs in different model families and not the same code path." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template-related, but one is incorrect multimodal assistant masks and the other is a crash on tool-call messages with no content." + } + ] + }, + "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": 27, + "review_unit_index": 31, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45593", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43278|issue:43856", + "issue:43824|issue:43975", + "issue:28218|issue:35141", + "issue:45381|issue:46209", + "issue:44466|issue:45127", + "issue:44737|issue:46894", + "issue:43975|issue:45520", + "issue:43262|issue:43450", + "issue:43950|issue:46285", + "issue:43653|issue:44112", + "issue:44561|issue:46234", + "issue:43452|issue:46512", + "issue:45200|issue:46899", + "issue:44442|issue:45198", + "issue:45200|issue:45325", + "issue:44898|issue:45412", + "issue:44479|issue:46192", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:45200|issue:46932", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:44792|issue:45563", + "issue:43606|issue:45083", + "issue:43335|issue:43653", + "issue:43827|issue:43901", + "issue:37428|issue:43425", + "issue:44857|issue:45593" + ], + "prepared_review_unit_hash": "8a400b46a26834ec80eb36acefde589afc8add37af29c376b6456fd79b772e22", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36739, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most soft edges are superficial topic matches rather than true duplicates. The only clear duplicate pair is the Gemma4 multimodal embedder dtype-casting regression; the rest span distinct bugs, APIs, or model families.", + "confidence": 0.83, + "canonical_issue_reason": "issue:46899 is the broad root report for the Gemma4 4-bit quantized vision/audio embedder regression; issue:46932 is a narrower follow-up fix for the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46899 is the best canonical issue target in this set because it describes the concrete failing path most directly and subsumes the paired follow-up in issue:46932.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Both mention training/runtime behavior, but one is a dtype mismatch and the other is MoE memory usage; different bugs." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "An import error for a missing model class is unrelated to a detokenization regression." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is not the same as output embedding reinit after resize." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Both are model runtime failures, but one is a Qwen2.5-VL position-id bug and the other is FP8 inference on B200." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but one is serialization/device-dependent and the other is LoRA merge collapse with extended vocab." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU-side positional encoding and a CohereASR training-loss shift bug are unrelated code paths." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Incorrect detokenization and a Python 3.13 import_utils KeyError are different failures." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and batched video output shapes are different processor bugs." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to CLIP text model structure divergence." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "A tokenizer special-token registration bug does not match a GraniteSpeech CI device-override test issue." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are import_utils symbol removals, but they concern different missing helpers and different breakages." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf loading failures are unrelated to config.dtype becoming stale after from_config(dtype=...)." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids handling is a different bug from quantized audio/vision embedder dtype casting." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Two speech/tokenizer loading problems, but the affected model paths and symptoms differ." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros is unrelated to Qwen2.5-VL still-image rope scaling." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated issues." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "A video-input regression and return_tensors being ignored are different multimodal API bugs." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC from_latents/forward mismatch is unrelated to the GraniteSpeech CI device test." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile SDPA failure are distinct model bugs." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4 multimodal issues, but one is token-type defaults and the other is quantized embedder dtype casting." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and FP8 B200 inference failure are different hardware/runtime problems." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor resize/shape mismatch and LwDetr AMP crash are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent decoding mismatch and qwen3_omni_moe length helper behavior are not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to a stale paging warning for num_return_sequences." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length computation are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and BigBird tokenizer special-token registration are separate issues." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they concern different pipelines and different deprecated arguments." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "An import error for a flash-attention helper and Torch 2.10 incompatibility are not the same failure." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Float16 AMP crash in LwDetrImageLoss is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Both describe the same Gemma4 quantized vision/audio embedder dtype-casting regression; 46932 is the narrower fix-oriented restatement." + } + ] + }, + "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": 27, + "review_unit_index": 32, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43819", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44743", + "issue:44855", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46697", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:38175|issue:45412", + "issue:46512|issue:46821", + "issue:43388|issue:43526", + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:43335|issue:43504", + "issue:46424|issue:46858", + "issue:43611|issue:44466", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:43335|issue:45083", + "issue:45520|issue:46170", + "issue:43335|issue:44112", + "issue:43335|issue:43606", + "issue:46431|issue:46566", + "issue:44448|issue:44743", + "issue:45290|issue:46326", + "issue:42490|issue:43854", + "issue:37428|issue:44351", + "issue:44617|issue:46697", + "issue:45588|issue:45859", + "issue:44514|issue:44521", + "issue:34689|issue:35141", + "issue:43819|issue:44493", + "issue:39692|issue:43526" + ], + "prepared_review_unit_hash": "580801fc62415e56e513d92d57ce102035ce414dd8c6e7dc16858999b612aa1e", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36297, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated bugs across different models, processors, cache logic, and runtime environments. None of the soft pairs look like the same underlying issue/change, so I would not merge any of them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44521 is the strongest anchor: it is open, has high discussion/inbound attention, and describes a concrete reproducible bug in a core chat-template path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 has the clearest bug report and the strongest signal for follow-up/triage among this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different subsystems and failures: LasrFeatureExtractor center-arg regression vs Whisper empty-transcription generation." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different model families and bugs; one is Qwen multimodal config unwrapping, the other CLIP text-model structure inconsistency." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated symptoms: SigLIP2 zero probabilities vs RT-DETR memory release/leak." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different areas: dtype/config staleness on from_config vs TimesFM window_size attribute error." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention labels, but one is Trainer metric batching and the other is BEiT image-processor label reduction; not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failure and GPU broadcast NoneType error are unrelated code paths." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError for missing PyTorch and MacOS bus error on CLIP are different runtime failures." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different BEiT/SwitchTransformer loading/config bugs with no shared failure mechanism." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache behavior, but one is max_cache_length handling and the other is device-tensor seq_length arithmetic under compile." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Loading failure due to base_model_prefix is distinct from tied-weight serialization differences." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "A Bamba torch.compile SDPA bug is unrelated to a GraniteSpeech CI device-override test failure." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import/parsing error in DebertaV2 is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and qwen3_omni_moe helper output are different model bugs." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different platform-specific import problems: flash_attn key lookup vs Windows ROCm torch.distributed dependency." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config bug and GraniteSpeech CI stale-device test are not the same issue." + }, + { + "left": "issue:43335", + "right": "issue:43606", + "accept": false, + "reason": "Sparse-layer config bug is unrelated to bark-small CPU offload device mismatch." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Chat-template absence error and DiffusionGemma meta-device loading are unrelated failures." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different generation/statefulness bugs in different models and code paths." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template related, but one is tool-call assistant messages and the other is mistral_common continue_final_message behavior." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash local-path warning is unrelated to GLM-4.7-Flash model loading failures." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Separate import errors for different missing symbols; no same underlying change." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention integration crash on s_aux=None is different from Qwen3_5Moe CPU-offload incompatibility." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one is batched padding=False crash and the other is multimodal assistant_masks all-zero; different defects." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 vision model loading regression and embedding reinit on resize are separate model-loading/weight-tie issues." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/STE mismatch and unexpected position-id key warnings are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 doc-example errors are unrelated to BEiT Fast label reduction." + } + ] + }, + "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": 27, + "review_unit_index": 33, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45823", + "issue:46234", + "issue:46424", + "issue:47000" + ], + "soft_pairs": [ + "issue:43606|issue:44857", + "issue:29127|issue:32090", + "issue:44206|issue:45823", + "issue:39692|issue:44493", + "issue:28218|issue:32090", + "issue:43278|issue:43825", + "issue:43720|issue:44112", + "issue:43701|issue:45083", + "issue:26413|issue:31501", + "issue:10000|issue:15354", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:45127|issue:45245", + "issue:44360|issue:44561", + "issue:43550|issue:45083", + "issue:44857|issue:45072", + "issue:45459|issue:46234", + "issue:38175|issue:44493", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:45593|issue:47000", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:44464|issue:46424", + "issue:29870|issue:32090", + "issue:45290|issue:45381", + "issue:43278|issue:43329" + ], + "prepared_review_unit_hash": "1a859d225922b21a3c3b8ff217d98eb75115a3e87d2d2dc6a08b71602be1ed38", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35265, + "estimated_input_tokens": 8817, + "estimated_eval_tokens": 17890 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated issue reports. The only clear duplicate is the pair about `transformers>=5.4.0, Qwen3.5 Moe from_pretrained error` (issues 45310 and 45478). No PRs are present.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45310 is the better canonical: it is the earlier report, has the fuller description, and 45478 appears to be the same Qwen3.5 MoE `from_pretrained` regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the strongest representative issue because it exactly matches its duplicate, is earlier, and provides the most complete context for the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different bugs: CPU offload device mismatch vs float16 AMP CUDA crash in a detector loss." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated failures: LayoutLMv3 box-validation messaging vs Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different model/path: unsupported `center` arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Different topics: SigLIP2 docs/model mismatch and quantization vs unexpected position-id key warnings." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug is unrelated to the Trainer broadcast NoneType error." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "One is dtype drift in evaluation; the other is a pipeline v5 error message issue." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different CI issues: packed weights not unpacked during loading vs stale GraniteSpeech device override test." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen3 Omni MoE feature-length handling." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both relate to training startup, but the concrete failures are different and not the same underlying bug." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Completely different models and error classes: DistilBert issue vs TorchScript generator expression export failure." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title and same concrete regression: Qwen3.5 MoE `from_pretrained` fails on transformers>=5.4.0." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different regression reports: Pegasus output drift vs DeepSeek tokenizer behavior change." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated problems: LoRA/vocab collapse vs category-count runtime limit." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Different code paths: DSA indexer ReLU discussion vs removal of `is_torch_fx_available` breaking remote-code models." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Different failures: Bamba SDPA/torch.compile bug vs Qwen3 Omni MoE output-length helper behavior." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype/device issues, but they affect different models and code paths; not the same bug." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking with protobuf missing is unrelated to a missing import utility symbol." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and subsystems: zero probabilities in SigLIP2 vs unexpected position-id keys." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to the MacOS CLIP bus error." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Both are detection-loss related, but they describe different failures and likely different fixes." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention test failures are unrelated to embedding reinitialization on resize." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Different models and failure modes: XLMRoberta Flash Attention 2 vs Llama 3.2 90B Vision load breakage." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency is not the same as cache max length being honored only for quantized cache." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generate UnboundLocalError is a different bug from `_gpu_broadcast_one` NoneType passed by Trainer." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call crash and Qwen2.5-VL video position-id bug are different behaviors." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Evaluation dtype drift is unrelated to undefined video-branch helpers in multimodal token counting." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: all items are issues, not PRs, and the only clearly duplicate pair is 45310/45478 with the exact same title and same Qwen3.5 MoE from_pretrained regression. The soft-edge rejections are conservative and generally justified by differing titles/symptoms. No obvious overstatement found." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 34, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43381", + "issue:43526", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44530", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45440", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858", + "issue:47276" + ], + "soft_pairs": [ + "issue:37428|issue:42175", + "issue:43257|issue:43299", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:44855|issue:46399", + "issue:29870|issue:33290", + "issue:43278|issue:43381", + "issue:45290|issue:46655", + "issue:43927|issue:45698", + "issue:32090|issue:33290", + "issue:25251|issue:32090", + "issue:44977|issue:45229", + "issue:45920|issue:46192", + "issue:44530|issue:47276", + "issue:44561|issue:44779", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:46421|issue:46858", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:44448|issue:44466", + "issue:43381|issue:43701", + "issue:33357|issue:39692", + "issue:44186|issue:45198", + "issue:43976|issue:45440", + "issue:29942|issue:30064", + "issue:45588|issue:45823", + "issue:44361|issue:45198", + "issue:41720|issue:45229" + ], + "prepared_review_unit_hash": "3e07dfa865a0e5a9c815d706c336cca3a93e0dcdfdb1d7e55a8b04dc38cd2af7", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36590, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous issue reports rather than a single duplicate cluster. The soft links are largely superficial; none look like strong same-bug duplicates under a strict triage standard. If one issue must represent the group, issue:45920 is the broadest, clearest regression report.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45920 is the most representative single issue here: it has the widest scope, clear regression framing, and impacts multiple models, making it the best stand-in among otherwise unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best overall issue candidate because it describes a concrete, user-facing v5 regression with broad impact and good repro coverage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Different problems: a missing flash-attention helper import vs TensorFlow being absent from a torch-only install." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen MOE loading, but they target different model variants and failure modes; not the same concrete bug." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output regression and Qwen3.5 flash-attention generation failure are unrelated code paths and symptoms." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset/multi-image failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 import parsing issue in DebertaV2 vs a Qwen3.5 kernel registration/decorator problem; different bugs." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "BART generate() unbound local error and Adafactor+DeepSpeed OOM are unrelated failures." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template crash with tool calls is a different path from SmolVLM video padding calculation." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both are save/load related, but one is custom token IDs being lost and the other is wrong custom module loading; different root causes." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error is not the same as an OOM during Adafactor+DeepSpeed." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and Trainer broadcast failure are unrelated subsystems." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug and Gemma4 multi-GPU OOM are distinct issues." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Token-ID regression across models and return_tensors being ignored are different API bugs." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttentionCache crash and a misleading warning message are not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of a helper breaking trust_remote_code models is unrelated to DeepSeek tokenizer output drift." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Import warning on trailing slash path is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and Gemma4 OOM are different failure modes and code paths." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/prefill, but one is recompilation from lazy init and the other is a device-tensor arithmetic bug; not mergeable as one fix." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different bugs: model output mismatch vs serialization of tied weights depending on device." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and resume checkpoint key mismatch are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 docs-example errors are distinct issues." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility regression and DeepSeekV3MoE implementation divergence are not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void-segmentation-map processing are different areas." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux handling and Gemma4 device-map mismatch are unrelated runtime failures." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer bugs." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device-mapping assert and Gemma4 multi-GPU OOM 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": 27, + "review_unit_index": 35, + "review_unit_count": 65, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", 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"issue:29127|issue:33357", + "issue:42490|issue:43381", + "issue:43994|issue:45412", + "issue:45372|issue:45588", + "issue:45440|issue:45593", + "issue:29127|issue:35141", + "issue:43575|issue:44387", + "issue:45406|issue:46701", + "issue:43526|issue:47217", + "issue:45459|issue:45712", + "issue:43421|issue:45491", + "issue:43334|issue:43531" + ], + "prepared_review_unit_hash": "a38d44b21019753ad4ad9d58991866ae4ce4058287f204648fb52ec3286c0d6f", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36990, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 36, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43526", + "issue:43646", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44625", + "issue:44857", + "issue:44898", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45325", + "issue:45372", + "issue:45381", + 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"issue:45325|issue:46697", + "issue:43761|issue:45859", + "issue:43262|issue:44206", + "issue:44442|issue:44898" + ], + "prepared_review_unit_hash": "ecc0d6ac0f6b953f375eecd12f6ac4c90dd5e3b9393086774b9f7488b9d68453", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35907, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate; the cluster is heterogeneous and most pairs only share a broad subsystem or keyword.", + "confidence": 0.92, + "canonical_issue_reason": "issue:46693 is the best representative issue here: it is the most concrete and reproducible Flash Attention 2 report, while the nearby FA2 titles are too vague or refer to different problems.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 has the clearest symptom, version context, and likely code-path impact, making it the strongest issue to anchor this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but the titles are generic and do not indicate the same concrete bug or code path." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Different failures in unrelated areas: tokenizer loading vs bfloat16 dtype mismatches." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma 4, but one is an import/dependency error and the other is a missing processor attribute; different bugs." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated model families and symptoms; num_labels propagation is not the same as Whisper empty-transcription handling." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but they affect different models and appear to stem from different causes." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "A category-limit runtime error is unrelated to a stale generation warning." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenizers, but one is a decoder-type regression and the other is ignoring tokenizer.json; not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "One is a Gemma processor import failure; the other is tokenizer exception masking when protobuf is absent." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR index errors are different image-processing bugs." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Different features and failure modes; no shared code-path bug." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: incorrect outputs vs memory overflow." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "An import error for a specific class is not the same as a generic dependency issue." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 and DeepSpeed Adafactor OOM are unrelated issues." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Different model/features and different failure types; no same underlying bug." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM in optimizer use and Llama model-loading breakage are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Different code paths: optimizer memory usage vs embedding resize/post_init reinitialization." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 configuration failure is not the same as Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate behaviors." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems and errors: AMP loss crash vs flash-attention auxiliary-state attribute error." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Different models and bugs; sink-less flash-attention state handling is unrelated to TimesFM window_size." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation list handling and missing kernel registration decorator are different failures." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is batched apply_chat_template padding behavior and the other is video rope position IDs." + }, + { + "left": "issue:43316", + "right": "issue:47312", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is unrelated to kernel version incompatibility." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "A broad custom-model-init regression is not the same as patchtsmixer's post_init policy issue." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope scaling and Swin2SR padding are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different model families and different failures: hidden_states omission vs CPU offload incompatibility." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and a feature-extractor center-arg crash are different bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2 tokenizer loading and Perceiver interpolation behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 37, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43316", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45245", + "issue:45440", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506" + ], + "soft_pairs": [ + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + 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+ "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35254, + "estimated_input_tokens": 8814, + "estimated_eval_tokens": 17884 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated loading, config, generation, quantization, and docs issues across many models. I found no convincing duplicate pairs; all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single duplicate cluster exists here. If one issue must serve as the anchor, issue 43749 is the closest because it has the strongest engagement and is a broad loading/regression report, but it is still not representative of the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43749 is the most central-looking issue by discussion and inbound references, so it is the best general representative of this mixed set, though not a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated bugs: Qwen3.5 flash-attention generation vs a categorical feature-size runtime error." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths and models: recurrent cache reset in Qwen3.5 vs Whisper processor batch_decode handling." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Different subsystems: accelerate loading of packed BitNet weights vs tokenizer loading for FastSpeech2Conformer." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "One is packaging/extras missing tensorflow, the other is a missing import utility symbol; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to Qwen recurrent-state behavior." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Different models and failures: optional post_init restriction vs video-input regression in Qwen multimodal models." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to Gemma eos_token_id configuration mismatch." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Both are model bugs, but they affect different models and concrete paths (FA2 support vs generate() decoder_attention_mask initialization)." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenization argument collision is unrelated to list_repo_files failing to forward revision." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is not the same as docs still referencing pipeline()." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and symptoms: Phi-4 multimodal loading vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config APIs, but they are different concrete issues and model families; not mergeable as one fix." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Trust-remote-code missing fields on load is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config attribute issues, but they involve different models and different missing fields." + }, + { + "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:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to AutoModel raising that PyTorch is missing." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A specific model-loading regression is not the same as backend mapping not recognizing tensorflow_text." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 parsing/import failure in DebertaV2 is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Model shape mismatch on load and incorrect save_pretrained checkpoint output are different stages and different failures." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Cannot run a parallel script and OOM on tensor-parallel load are not the same bug." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to model_type recognition in AutoModel." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch and CPU/CUDA numerical divergence are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is not the same as ModelOutput key assignment with None values." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during tensor-parallel loading and a key error loading MobileLLM are different loading failures." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare-except error-swallowing bug in FuyuBatchFeature 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": 27, + "review_unit_index": 38, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:27957", + "issue:32090", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43540", + "issue:43646", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45381", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46640", + "issue:46829", + "issue:46932", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:43232|issue:43388", + "issue:46829|issue:46932", + "issue:27957|issue:32090", + "issue:42490|issue:47276", + "issue:43761|issue:44188", + "issue:43295|issue:44871", + "issue:43295|issue:43825", + "issue:42907|issue:45698", + "issue:44521|issue:47217", + "issue:43316|issue:43716", + "issue:44871|issue:45584", + "issue:16998|issue:22355", + "issue:44077|issue:44534", + "issue:43646|issue:44913", + "issue:46234|issue:46291", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:44464|issue:46421", + "issue:43404|issue:43441", + "issue:43352|issue:46640", + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:43540|issue:44514", + "issue:44610|issue:46369", + "issue:43065|issue:44617", + "issue:45381|issue:47217" + ], + "prepared_review_unit_hash": "0a31ad5ce3f044352d1eeea954eb8c4c8b1a3da3b66415b05f18488a9f4b3e54", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35371, + "estimated_input_tokens": 8843, + "estimated_eval_tokens": 17942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated bug reports across different subsystems (generation, multimodal chat templates, config/load/save, flash-attn, and import issues). I found no soft pair that clearly describes the same underlying bug or change, so I would keep them separate.", + "confidence": 0.33, + "canonical_issue_reason": "issue:44521 is the most central anchor: it is open, has the most inbound references/discussion, and describes a concrete, reproducible multimodal bug with clear user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best single issue candidate because it is active, well-scoped, and likely to attract related reports around multimodal chat-template behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync bug vs trainer metric-gathering bug; different code paths and symptoms." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism hidden-state output bug vs Gemma4 quantized dtype-casting fix; unrelated models and failures." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention model support issue vs Trainer distributed broadcast TypeError; not the same defect." + }, + { + "left": "issue:42490", + "right": "issue:47276", + "accept": false, + "reason": "Local-path import warning vs synced_gpus warning wording; different warnings and behaviors." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs torch.compile attention-kernel divergence; distinct bugs." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor.tokenizer regression vs Gemma eos_token_id config inconsistency; different surfaces and fixes." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor API regression vs pipeline translation error message; unrelated functionality." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Save/dequantized model failure vs wrong custom module reload; both load/save related but not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal-template adjacent, but one is assistant mask generation and the other is image-placeholder handling; not the same concrete bug." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Config API discrepancy vs dtype mismatch between preprocessor and model; different issues." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos token config vs Whisper empty-transcription failure after special-token alignment; unrelated models and logic." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length question vs missing transformers.onnx module; no shared underlying bug." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init policy vs non-persistent buffer junk fill; both v5-related but different problems." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage vs GPTNeoX rotary_pct reload defaulting; separate configuration issues." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper vs pipelines import failing on kernels v0.15; different dependency/import problems." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading regression vs unrecognized model_type in config.json; not the same loading failure." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token mismatch vs quantized model broken after save/load; both persistence-related but different bugs." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation inconsistency under compile vs cache lazy init causing recompilation; related to performance, not same defect." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head weight tying bug vs FlashAttention support failure in Ministral-3; different model issues." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Specific Nemotron FlashAttention-2 unsupported error vs generic flash-attn issue; not enough evidence of sameness." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage vs janus image-generation test failure; unrelated models and failure modes." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare-except in Fuyu tensor conversion vs Trainer import depending on datasets; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe vs batched chat-template crash in Qwen2.5-VL; different concrete bugs." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor output-size mismatch vs Sam3-LiteText memory overflow; not the same underlying problem." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs Sam3Video OOM; different code paths and symptoms." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug vs generic image-placeholder failure in VL models; too broad and not clearly the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 39, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43931", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44534", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45405", + "issue:45406", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46082", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46424", + "issue:46693", + "issue:46697", + "issue:46894", + "issue:47217" + ], + "soft_pairs": [ + "issue:44242|issue:46894", + "issue:43504|issue:45698", + "issue:45632|issue:46424", + "issue:45542|issue:46234", + "issue:43572|issue:46178", + "issue:44792|issue:44977", + "issue:44479|issue:47217", + "issue:44534|issue:44913", + "issue:44792|issue:45600", + "issue:43525|issue:43531", + "issue:45127|issue:45200", + "issue:45803|issue:46170", + "issue:46082|issue:46697", + "issue:43931|issue:44060", + "issue:25251|issue:27957", + "issue:43650|issue:46202", + "issue:46693|issue:47217", + "issue:41950|issue:43475", + "issue:43673|issue:44743", + "issue:43388|issue:43688", + "issue:35141|issue:42490", + "issue:44190|issue:44964", + "issue:44855|issue:45588", + "issue:44792|issue:45405", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "efea5199079956d8b53c8b9d58165a09d573c8589d682e4a0150482c27726f9e", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34769, + "estimated_input_tokens": 8693, + "estimated_eval_tokens": 17642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose collection of unrelated Transformers bugs; none of the soft pairs look like true duplicates. Most are different model families or different code paths, even when they share broad themes like loading, caching, or multimodal processing.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45698 is the strongest standalone representative: it describes a concrete, high-impact save_pretrained/from_pretrained regression, has the most discussion/inbound references, and is clearly scoped. The other issues are largely orthogonal bug reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best issue to keep as the representative item because it is specific, reproducible, and broadly relevant to model loading; it also has the strongest evidence of community impact among this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both involve loss computation, but one is MoE load-balancing loss gating and the other is ASR training-loss shifting; different models and code paths." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy preset field loading for BEiT segmentation is unrelated to custom-module resolution after save_pretrained/from_pretrained." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "One is a local trust_remote_code cache-path collision; the other is cache max length being honored only for quantized cache. Different cache bugs." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Undefined tf backend from tensorboard-only install is unrelated to a missing import_utils helper symbol." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Both mention missing config/backend pieces, but one is StableLmConfig pad_token_idx and the other is tensorflow_text backend mapping. Not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A failing Janus image-generation test and a Qwen3.5 flash-attention generation bug are different models and failures." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Video-input regression for Qwen variants is not the same as VL failures when the image placeholder appears in user text." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk on load/save is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image test failure and stale auto_mappings references to removed Sam3LiteText configs are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is a config attribute bug; Qwen3-MoE sliding_window is a different generation behavior issue." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocab on tied embeddings is unrelated to Gemma 4 requiring mm_token_type_ids defaults." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion is a local error-handling bug; Windows ROCm import failure is a dependency/platform issue." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are different subsystems and defects." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch on load and Qwen3-Next tied-weights warning are separate model-loading/training issues." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nested-list output and XLMRoberta Flash Attention 2 support are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Generic filler issue \"ADD THE DATA\" has no technical overlap with Gemma pipeline roundtrip failure." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "FA2 long-context performance regression is unrelated to multimodal placeholder handling in VL models." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification looking for image processors and missing fpn_position_embeddings in SAM3Video are different failures." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Chunked-prefill cache missing in v5.0.0 and recurrent states resetting with cache are both cache-related but not the same code-path bug." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering dropping tuple labels is unrelated to auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding resize reinit bug and trailing-slash local-model import warning are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to loading a specific multimodal model." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 JIT parsing indentation error is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A model test failure and a version-bump release issue do not describe the same bug." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + } + ] + }, + "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": 27, + "review_unit_index": 40, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43854", + "issue:43994", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45127", + "issue:45245", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46369", + "issue:46399", + "issue:46421", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:43827|issue:43994", + "issue:45072|issue:46932", + "issue:29870|issue:35141", + "issue:45245|issue:46858", + "issue:43335|issue:44855", + "issue:44869|issue:46832", + "issue:46399|issue:47312", + "issue:43644|issue:44913", + "issue:44617|issue:45584", + "issue:45632|issue:46617", + "issue:45588|issue:47013", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:43550|issue:44190", + "issue:44242|issue:46897", + "issue:43827|issue:47321", + "issue:45563|issue:45584", + "issue:39692|issue:47321", + "issue:43854|issue:44792", + "issue:43065|issue:44610", + "issue:25251|issue:29870", + "issue:45381|issue:46655", + "issue:43335|issue:44190", + "issue:44933|issue:45362", + "issue:44479|issue:44734", + "issue:39692|issue:44190", + "issue:44617|issue:46369", + "issue:45127|issue:45357", + "issue:43526|issue:46697", + "issue:43673|issue:46421" + ], + "prepared_review_unit_hash": "33ef342d570e5ad6bf496fd3e475383690d5bfe5514e75ed0e7c655696ae229b", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36875, + "estimated_input_tokens": 9219, + "estimated_eval_tokens": 18694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are unrelated despite superficial topical overlap. The closest pair is issue:46399 and issue:47312, but the packet does not prove they share the same apply_rotary_pos_emb registration failure; treat that as a possible relation, not a confirmed duplicate.", + "confidence": 0.77, + "canonical_issue_reason": "issue:46399 is the most concrete report because it names the specific `use_kernels=True` failure and the `apply_rotary_pos_emb` registration path; issue:47312 is too generic to establish the same bug from the packet alone.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46399 is the best representative issue because it is the clearest and most actionable description of the suspected kernels-compatibility failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipelines is unrelated to SigLIP2's model/processor and quantization errors." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype casting, but they affect different models and code paths." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate() UnboundLocalError is unrelated to embedding reinitialization on resize." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-count overflow and cache seq-length tensor arithmetic are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer config creation is unrelated to a Python 3.13 import/parser error." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding crash and RT-DETR feature-level mismatch are unrelated." + }, + { + "left": "issue:46399", + "right": "issue:47312", + "accept": false, + "reason": "The packet only suggests a possible kernels 0.16 / `use_kernels` relation; it does not establish the same `apply_rotary_pos_emb` registration bug." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Buffer initialization corruption is not the same as config values reverting on reload." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3 video OOM and Whisper empty-transcription failure are different issues." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code cache behavior, but one is a leaf-dir collision and the other is a FileNotFoundError; not clearly the same bug." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention sink handling and xLSTM return-value unpacking are unrelated code paths." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and SAM3-LiteText memory overflow are different problems." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert in Qwen3 auto-mapping is unrelated to the category-count limit error." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to local dataset loading in the training script." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Both concern training loss, but they are different models and distinct loss-shaping bugs." + }, + { + "left": "issue:43827", + "right": "issue:47321", + "accept": false, + "reason": "Pipeline-doc deprecation and AMD quark class update are unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning and Whisper empty-transcription crash are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 docs/model mismatch is unrelated to AMD quark class updates." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading and Janus image generation test failure are different issues." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "SAM3 pixel-decoder dummy conv and OmDet-Turbo processor size mismatch are not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting change is unrelated to the BART decoder_attention_mask error." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but they concern different models and different preprocessing defects." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer config creation and dataset loading are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen models is unrelated to KV-cache continuation indexing in serve." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model mismatch is unrelated to local dataset loading." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 video OOM and SAM3-LiteText memory overflow are different failure modes." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to incorrect visual encoder keys on save." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BEiTImageProcessorFast label reduction and Swin2SR over-padding are different image-processor bugs." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Missing cache during chunked prefill and lazy-init causing recompilation are related area-wise but not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The writeup is mostly grounded, but one soft-edge verdict overstates the evidence: marking issue:46399 vs issue:47312 as a duplicate/same bug is too strong from the packet alone. issue:47312 only says it is incompatible with kernels 0.16; the shared `apply_rotary_pos_emb` registration failure is not established by the provided text. The summary should stay at 'possible relation' rather than 'only plausible duplicate'." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 41, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:43994", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46489", + "issue:46752", + "issue:46858", + "issue:47145", + "issue:47217", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:44779|issue:46489", + "issue:43295|issue:45276", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:44462|issue:45907", + "issue:47145|issue:47321", + "issue:44112|issue:45600", + "issue:43854|issue:44964", + "issue:44521|issue:45381", + "issue:43643|issue:44496", + "issue:43317|issue:47312", + "issue:45290|issue:46752", + "issue:43994|issue:47321", + "issue:43673|issue:46858", + "issue:43611|issue:47321", + "issue:44737|issue:45803", + "issue:44112|issue:44964", + "issue:44246|issue:45003", + "issue:27957|issue:35141", + "issue:44938|issue:45542", + "issue:42175|issue:44279", + "issue:43404|issue:45216", + "issue:42796|issue:44521", + "issue:44964|issue:45600", + "issue:45632|issue:46234", + "issue:32090|issue:35141", + "issue:44496|issue:47217", + "issue:36246|issue:41628", + "issue:43531|issue:45600" + ], + "prepared_review_unit_hash": "1bd9221dfe899d5a2d7d4c24b3518d7434cd74daef815c4d3ba0e592f2322366", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35970, + "estimated_input_tokens": 8993, + "estimated_eval_tokens": 18242 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most soft pairs look like false positives across different features, models, or code paths. The DeepSeek pair (44779/46489) is the only clearly plausible duplicate family from the available titles and issue text, but that conclusion should be treated as tentative rather than definitive.", + "confidence": 0.85, + "canonical_issue_reason": "issue:46489 is the best canonical issue because it is the more specific DeepSeek tokenizer regression report and explicitly links the failure to a gap in a prior fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46489 is the strongest representative of the DeepSeek tokenizer regression family in this packet, though the evidence is limited to issue text and titles.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same underlying regression family: both report incorrect DeepSeek tokenization on transformers v5+." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different bugs: processor/tokenizer image-input regression versus Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths and symptoms: Qwen3OmniMoe video processing error versus serve KV-cache crash." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different model behaviors: Gemma4 embedding resize issue versus Whisper empty-transcription failure." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Both relate to repository/file lookup, but the concrete failures are different." + }, + { + "left": "issue:47145", + "right": "issue:47321", + "accept": false, + "reason": "Unrelated: FP8 checkpoint loading bug versus AMD quark class update issue." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both surfaced in CI, but the failing tests and root causes differ." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different model families." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but the specific bugs are different." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Related around config/loading, but the failures are not the same." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "Different compatibility issues with different failure modes." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit apply_chat_template, but the edge cases are different." + }, + { + "left": "issue:43994", + "right": "issue:47321", + "accept": false, + "reason": "Different subsystems and symptoms." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache, but the reported bug mechanics are different." + }, + { + "left": "issue:43611", + "right": "issue:47321", + "accept": false, + "reason": "Completely unrelated: base_model_prefix loading regression versus AMD quark class update." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different issues: CPU device placement bug versus bare except swallowing errors." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "Both appeared in CI, but they concern unrelated failures." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdown and unsafe sys.modules access are different problems." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Different model behavior issues with no clear shared root cause." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Different environment/backend failures." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Dependency-related, but not the same underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different model-specific regressions and different fixes." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different model-loading failures with no shared code path evident." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Different utilities/import problems with different failure modes." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Training broadcast TypeError is unrelated to embedding reinitialization after resizing." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Different failures: model auto-loading config issue versus VL image-placeholder handling." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are ImportError-style reports, but they concern different symbols and modules." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to auto_mappings CI breakage." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The DeepSeek pair verdict is plausible, but the writeup overstates what the packet supports. In particular, claims like \"only true duplicate family\" and \"strongest representative\" go beyond the evidence available here. The rest of the soft-edge rejections are mostly conservative and grounded in the titles, but I would want the summary phrased more cautiously before accepting." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 42, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:39692", + "issue:41950", + "issue:42907", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43335", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44683", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46752", + "issue:46932", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:43335|issue:45593", + "issue:36246|issue:38617", + "issue:44496|issue:45042", + "issue:44295|issue:46506", + "issue:45083|issue:46506", + "issue:41950|issue:44016", + "issue:43295|issue:45335", + "issue:43673|issue:46424", + "issue:43976|issue:44987", + "issue:44683|issue:45446", + "issue:39692|issue:46932", + "issue:46082|issue:46121", + "issue:43673|issue:44336", + "issue:44496|issue:45759", + "issue:43526|issue:43901", + "issue:44016|issue:44220", + "issue:42994|issue:47333", + "issue:43381|issue:45593", + "issue:42907|issue:43441", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:44327|issue:46752", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:44279|issue:46515", + "issue:43976|issue:44279", + "issue:42994|issue:47332", + "issue:43824|issue:44933", + "issue:43479|issue:45375", + "issue:43299|issue:45216" + ], + "prepared_review_unit_hash": "4712f17eecf559a71568fb1e251edec9b2b438ccf0b0635c500b6040d1243db1", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36702, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated import, config, cache, docs, and model-specific runtime bugs were grouped by loose text similarity. The only clear near-family is the save/offload/quantized-model saving failures, where #42994 is the broadest representative.", + "confidence": 0.79, + "canonical_issue_reason": "#42994 is the broadest and most central issue in the only tight family here (model saving/offloading failures), so it is the best representative issue for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#42994 best anchors the save-path failure family because its wording is broad enough to cover the closely related offloaded/quantized save reports, even though most other items are not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs: SwitchTransformers config construction vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules and code paths." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: unrecognized model loading vs PIL image processors requiring torchvision." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Buffer registration/readback bug vs CPU/CUDA discrepancy; not the same underlying defect." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different helper behavior in qwen3_omni_moe vs device-dependent output mismatch." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline image-processor lookup bug vs notebook syntax error; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Custom processor/tokenizer regression vs t5gemma embedding resize bug; different code paths." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is chunked_prefill cache missing and the other is max_cache_length handling for quantized cache." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Both are compatibility complaints, but one is Python support and the other is a model-loading regression on transformers>=5.1.0." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Same subsystem (flex_attention), but one is a torch>=2.9 compile failure and the other is a bad version gate for AuxRequest import." + }, + { + "left": "issue:39692", + "right": "issue:46932", + "accept": false, + "reason": "Docs example errors vs a Gemma4 quantized embedder dtype-casting fix; not the same bug." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different config validation issues: head_dim rejection vs JSON-list handling in rope validation." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache-related vs ANSI output formatting; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Different loading/config bugs: unrecognized model vs failing to unwrap text_config in from_config." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image processor label reduction bug vs docs mismatch about return_all_scores; not a duplicate." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs audio feature extraction bug; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:47333", + "accept": false, + "reason": "Same broad save/offload theme, but the reports describe different model classes and failure contexts; not enough evidence of one concrete bug." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction vs aux-loss omission; different problems." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Model saving failure vs FlashAttention crash; different subsystems and fixes." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Non-informative title vs audio feature extraction bug; no shared underlying issue." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken special-argument collision; unrelated." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA top-k bounds error vs empty chat-template input IndexError; distinct runtime paths." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure vs cache max-length handling; unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 vs sink-less-model aux-attribute crash; different code paths." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; too broad to be duplicates." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python-version support issue vs generic dependency issue; not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:47332", + "accept": false, + "reason": "Both concern saving/offloading, but one is generic quantized saving and the other is a disk-offloaded Qwen3-VL save failure; likely separate root causes." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different missing imports from different modules and symbols." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different config-field bugs: default vision/audio config initialization vs a missing deepstack_visual_indexes field." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Different regression types: Qwen3VL model loading vs Qwen3.5 save_pretrained checkpoint corruption." + } + ] + }, + "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": 27, + "review_unit_index": 43, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44496", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45584", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46614", + "issue:47000", + "issue:47085", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:45335|issue:45584", + "issue:43901|issue:44496", + "issue:41950|issue:45020", + "issue:44279|issue:45405", + "issue:43901|issue:47217", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:46123|issue:46369", + "issue:42796|issue:43650", + "issue:46614|issue:47085", + "issue:43577|issue:45216", + "issue:44779|issue:45812", + "issue:44075|issue:44368", + "issue:43976|issue:45405", + "issue:41950|issue:45823", + "issue:46082|issue:46399", + "issue:43299|issue:45357", + "issue:44466|issue:45276", + "issue:43381|issue:47000", + "issue:43653|issue:45593", + "issue:46082|issue:46512", + "issue:44351|issue:45278", + "issue:44462|issue:45081", + "issue:43299|issue:43854", + "issue:43650|issue:46209", + "issue:44242|issue:45200", + "issue:43644|issue:47145", + "issue:44016|issue:44291" + ], + "prepared_review_unit_hash": "49b5eccb935146a71601a70102a634ae6bd56ac0d4c139fb4270444c8e5cb2d8", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36287, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of mostly unrelated issue reports/regressions. None of the soft pairs look like the same underlying bug or change, so they should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue stands out; the cluster spans unrelated bugs, regressions, docs problems, and model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best issue for deduping; the items are too diverse to anchor on one representative bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: token embedding resize vs Whisper empty-transcription failure after special-token alignment." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Different subsystems: text-classification docs behavior vs unrecognized-model config loading." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup vs remote_code model breakage; unrelated." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency trouble vs an unreleased PEFT version pin; not the same issue." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Docs mismatch for text classification vs VL image-placeholder handling bug; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they hit different model families and failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Different documentation problems in different examples; not the same underlying bug." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch result dropping vs SAM model memory overflow; unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs a separate placeholder/data-related issue; no shared bug." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend state vs tokenizer thread-safety regression; different code paths." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation bug vs Qwen3.5 save_pretrained regression; unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer regressions, but the reports are model-specific and do not clearly share one fix." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD arguments ignored vs a tie_word_embeddings warning; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility break vs PEFT minimum-version bump; unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup bug vs Gemma4 device-map forward mismatch; different failures." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation vs Qwen3.5 kernel registration crash; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Model loading failure vs incorrect save_pretrained visual-encoder keys; different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Tied-weight serialization inconsistency vs resize_token_embeddings not updating embeddings; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient-checkpointing eval-mode issue vs RTDetr loss infeasibility; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config validation error vs stale config dtype after from_config; different bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing HybridCache import vs broad import errors after upgrade; not one concrete fix." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs Mistral regex patch crash; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression vs GLM-4.7-Flash unit-test loading failure; unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Nonspecific 'ADD THE DATA' report vs FP8 inference failure; no common underlying bug." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss issue vs Gemma4 token-type defaulting bug; unrelated." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffer junk vs missing weight_scale application on FP8 load; different defects." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights TypeError; 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": 27, + "review_unit_index": 44, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43873", + "issue:43881", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45325", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:43931|issue:47145", + "issue:44683|issue:45542", + "issue:45081|issue:45907", + "issue:45588|issue:47000", + "issue:44336|issue:46851", + "issue:43441|issue:45834", + "issue:45859|issue:46851", + "issue:43479|issue:43525", + "issue:45103|issue:45372", + "issue:33290|issue:45656", + "issue:43873|issue:47145", + "issue:44623|issue:44749", + "issue:42994|issue:43317", + "issue:42175|issue:43976", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:44246|issue:47217", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:45542|issue:45800", + "issue:44186|issue:47000", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:43784|issue:45542", + "issue:45600|issue:45712", + "issue:44188|issue:44336", + "issue:43525|issue:43643", + "issue:42796|issue:43441", + "issue:43901|issue:44246", + "issue:45325|issue:46851" + ], + "prepared_review_unit_hash": "7c19cec7dafdfa215ab494c1df52a63a465e9ed674b8d4fa01b206d8d5e2bd46", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36696, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the items span unrelated model-loading, tokenizer, config, quantization/offload, docs, and CI issues. All soft links look like similarity-only false positives.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is heterogeneous and the soft pairs do not share a common underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative issue, issue:43873 is the closest hub because it is open, heavily discussed, and broadly about offloading/quantization\u2014but it is still not a safe duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Different bugs: Qwen3-VL shape mismatch vs FP8 checkpoint loading missing weight_scale." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated subsystems: flex_attention on torch>=2.9 vs TensorFlow backend packaging." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Different code paths: Mistral tokenizer regex patch crash vs list_repo_files revision forwarding." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Different failure modes: flash_attention s_aux=None vs RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI/logging output bug is unrelated to Qwen3.5 variable-length position_ids." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Same broad model-family area, but FlashAttention failure and OCR index error are different bugs." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both mention position_ids/Qwen3.5, but one is CPU offload incompatibility and the other is variable-length input handling." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different models and issues: multimodal config None handling vs missing pad_token_id." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring future-annotations crash is unrelated to ReasoningEffort import failure." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimizer behavior, but OOM during Adafactor and double optimizer.step are distinct bugs." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both are offloading/quantization related, but one is runtime offload behavior and the other is checkpoint loading corruption." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "save_pretrained missing files is unrelated to the reported data-filtering slowdown." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized saving failure and dequantized offload loading failure are different operations and code paths." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend install issue is unrelated to the Python-version compatibility report." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model components and errors; the shared ML theme is too broad." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save-pretrained file omission is unrelated to Gemma-4 ZeRO3 loading." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import latency and VL image-placeholder failures are unrelated bugs." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but CamemBERT MLM outputs and DeepSeek tokenization are separate code paths." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device-mismatch during forward." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TensorFlow packaging bug is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer padding/truncation crash is unrelated to RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache/chunked prefill and CLIP hidden_states regression are different subsystems." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import NameError in sentence-transformers is unrelated to TensorFlow backend installation." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Removed config references breaking CI and leftover dummy classes are separate maintenance issues." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI code leakage in loading_report." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A specific missing config attribute is not the same as generic missing fields from trust_remote_code AutoConfig." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention are different bug classes." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs wording vs import latency are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but the models and mechanisms differ (Qwen2.5-VL temporal scaling vs Qwen3.5 variable-length inputs)." + } + ] + }, + "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": 27, + "review_unit_index": 45, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:42491", + "issue:42617", + "issue:43299", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43723", + "issue:43824", + "issue:43976", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46291", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217", + "issue:47333" + ], + "soft_pairs": [ + "issue:43824|issue:43976", + "issue:43575|issue:47145", + "issue:44589|issue:45362", + "issue:47176|issue:47177", + "issue:44336|issue:44373", + "issue:43723|issue:44162", + "issue:45362|issue:47333", + "issue:44297|issue:45397", + "issue:45083|issue:46851", + "issue:44246|issue:44496", + "issue:42617|issue:43976", + "issue:44871|issue:47145", + "issue:46291|issue:46399", + "issue:46399|issue:46851", + "issue:46655|issue:46726", + "issue:42491|issue:43299", + "issue:45003|issue:47217", + "issue:45072|issue:46829", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:45588|issue:46851", + "issue:44295|issue:45397", + "issue:45561|issue:45563", + "issue:45103|issue:46399", + "issue:46614|issue:46665", + "issue:45003|issue:46821", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:43550|issue:46506", + "issue:44242|issue:45593", + "issue:43540|issue:46655" + ], + "prepared_review_unit_hash": "9ff5685582c78f1bb10d8389372fb8e6a70db31ec9af19531fb139e0c19ac377", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36318, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous false positives. The only loosely coherent theme is Qwen/Qwen3/v5 model-loading regressions, but the paired items still differ in model family or failure mode, so I would not merge any soft edge.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43299 is the clearest representative of the main coherent subtheme: a Transformers v5 regression breaking Qwen3 MoE model loading. It is broader than the LoRA-specific 42491 and more directly about the shared compatibility breakage than the many unrelated singleton issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43299 is the best overall issue to anchor this cluster because it captures the broadest, most central model-loading regression theme visible here. The rest are either unrelated or too narrowly scoped to serve as a better representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a specific Qwen2.5-VL class is unrelated to a Python 3.9/3.10 compatibility complaint." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Qwen2 OOM on tensor parallel load and FP8 weight_scale loading are different bugs and code paths." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security issues, but they are distinct vulnerabilities: shell operator bypass vs tar/zip slip file write." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI code output in loading_report and a wrong docstring are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 breakage are different subsystems and failures." + }, + { + "left": "issue:45362", + "right": "issue:47333", + "accept": false, + "reason": "Qwen3.5 chat failure and disk-offload save failure are separate Qwen issues with different code paths." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config mismatch and gemma-4 zero3 from_pretrained are unrelated bugs." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both involve Qwen models, but one is a feature-extraction helper bug and the other is a position_ids variable-length input issue." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowdown and unrecognized model_type are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43976", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to the Python version support issue." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to FP8 compressed-tensors loading." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel dependency import failure and Qwen3.5 decorator-registration failure are different bugs." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is kernel registration and the other is variable-length position_ids handling; not the same bug." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Incorrect video padding and missing-vision-backend processor errors are different preprocessing failures." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3 MoE/v5 loading regressions, but one is LoRA-on-hf4.x incompatibility and the other is Qwen3VL MoE base-model loading; too different to treat as one concrete bug." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "sys.modules access in modeling_utils is unrelated to VL image placeholder handling." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "dtype mismatch in bfloat16 inference and incorrect hidden_states return values are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and empty-list chat_template IndexError are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "flash_attention s_aux handling and Qwen3.5 variable-length position_ids are different failure modes." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer read error and gemma-4 zero3 from_pretrained are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "xdist captured_info race and stale num_return_sequences warning are unrelated testing/runtime issues." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring future-annotations crash and Qwen3.5 kernel registration failure are unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "stale phonemizer backend state and inconsistent from_pretrained behavior inside Python classes are not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "unsafe sys.modules access and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44871", + "accept": false, + "reason": "missing load-balancing loss and Gemma eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "terminal ANSI code generation and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and CPU/CUDA result drift in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern auxiliary losses, but they are different models and different omitted-loss conditions." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and SmolVLM video padding bug are different model-specific processor 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": 27, + "review_unit_index": 46, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:42915", + "issue:43257", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43596", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44220", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:46132", + "issue:46170", + "issue:46369", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:47217", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:42886|issue:46132", + "issue:42915|issue:47312", + "issue:41950|issue:44220", + "issue:46726|issue:47217", + "issue:44779|issue:45292", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:44479|issue:46655", + "issue:36246|issue:43596", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45375|issue:45759", + "issue:44451|issue:46752", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:45292|issue:45701", + "issue:43295|issue:45292", + "issue:43352|issue:45250", + "issue:45137|issue:45600", + "issue:44466|issue:45335", + "issue:44060|issue:44077", + "issue:46170|issue:47321", + "issue:45003|issue:45561", + "issue:43475|issue:46369", + "issue:44877|issue:45375", + "issue:44623|issue:46726", + "issue:44038|issue:46506", + "issue:44987|issue:45459" + ], + "prepared_review_unit_hash": "c120ebd6fd681337739c96f967e6c64eb0015cd7a177d060e61eda0e8d8019d9", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35908, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated regressions/compatibility reports across different models, configs, and subsystems in transformers. None of the soft-similarity pairs are clearly the same concrete bug, so I would keep them separate.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 44479 is the broadest, most representative regression report in the set: it spans several Qwen VL variants and a shared v5.3.0 video-input failure path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest global representative because it describes a user-facing regression affecting multiple model families and a concrete broken code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading in tokenizers and AttentionInterface.register behavior are different subsystems and failures." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "Qwen3Moe FP8 loading and kernel/version incompatibility are unrelated bugs." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor lookup and _torch_extract_fbank_features are separate audio/video paths." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Missing vision backend error handling is not the same as image-placeholder parsing in VL user text." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer output changes and resize_token_embeddings not updating output embeddings are distinct bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion and DeepSpeed ZeRO3 deque/index errors are different failure modes." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but the Qwen VL regression and SmolVLM padding bug are not the same code-path." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "A Qwen2.5 VL import error and a ZeRO3/BertModel IndexError are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2.5 VL export and huggingface_hub is_offline_mode import error are different import issues." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols from different modules; not the same underlying defect." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing vision config fields and AutoModel text_config unwrapping are separate composite-config problems." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure and empty-chat-template IndexError are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and a performance regression after upgrade are not the same bug." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type defaults are different model-specific issues." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize behavior and tokenization changes across versions do not describe the same defect." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression and embedding resize propagation are separate APIs and failure paths." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model-specific Flash Attention unsupported error is not the same as the generic feature request/issue." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 runtime failure and auto_mappings CI breakage are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization inconsistency for tied weights and t5gemma embedding resize behavior are different bugs." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:46170", + "right": "issue:47321", + "accept": false, + "reason": "Windows/ROCm torch.distributed import failure and AMD quark class drift are different compatibility issues." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and xdist captured_info.txt race are unrelated test/runtime issues." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 video encoder attribute error and SAM3-lite memory overflow are different SAM bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config rejection for granite_speech and missing Qwen vision config fields are separate config-schema problems." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files on save_pretrained and AutoProcessor backend-missing handling are different processor issues." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe bug and CPU/CUDA result divergence in PPDocLayoutV3 are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a model on transformers>=5.1.0 and protobuf decode-error masking are different tokenizer/loading failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 47, + "review_unit_count": 65, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42199", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46851", + "issue:47068", + "issue:47145", + "issue:47312" + ], + "soft_pairs": [ + "issue:44242|issue:44857", + "issue:44995|issue:45200", + "issue:44479|issue:46170", + "issue:29870|issue:30333", + "issue:45397|issue:45656", + "issue:44877|issue:46170", + "issue:44368|issue:44977", + "issue:42199|issue:46851", + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:45685|issue:46431", + "issue:43475|issue:43540", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:42994|issue:47312", + "issue:43723|issue:46710", + "issue:43065|issue:43408", + "issue:44188|issue:46202", + "issue:43931|issue:44368", + "issue:45987|issue:46082", + "issue:43906|issue:46202", + "issue:44368|issue:45563", + "issue:46132|issue:47145", + "issue:44188|issue:46421", + "issue:44483|issue:46202", + "issue:44361|issue:44749", + "issue:45593|issue:47068" + ], + "prepared_review_unit_hash": "72249c4cc1fd69da7e99a238266c2e07756bcc9c0d33de69b0f379336b9a9d59", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35238, + "estimated_input_tokens": 8810, + "estimated_eval_tokens": 17876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 48, + "review_unit_count": 65, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:43065", + "issue:43232", + "issue:43475", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46858", + "issue:46877", + "issue:47000", + "issue:47020", + "issue:47217" + ], + "soft_pairs": [ + "issue:45103|issue:46858", + "issue:46752|issue:47020", + "issue:43994|issue:46726", + "issue:43701|issue:44749", + "issue:44749|issue:45656", + "issue:44297|issue:44623", + "issue:43065|issue:46123", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:43475|issue:43643", + "issue:43475|issue:46821", + "issue:43784|issue:46399", + "issue:44373|issue:46851", + "issue:44964|issue:45137", + "issue:39692|issue:46726", + "issue:28282|issue:30990", + "issue:44871|issue:46132", + "issue:44188|issue:46851", + "issue:45561|issue:47217", + "issue:46463|issue:46877", + "issue:45375|issue:45478", + "issue:45230|issue:45397", + "issue:43723|issue:46326", + "issue:44038|issue:44623", + "issue:46877|issue:47000", + "issue:43232|issue:43673", + "issue:44869|issue:45356", + "issue:45310|issue:45375" + ], + "prepared_review_unit_hash": "95e5ab291d9fde5ad90ce5b0c39ab8d64e63624b021f94b565abecfd393835bd", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35442, + "estimated_input_tokens": 8861, + "estimated_eval_tokens": 17978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 49, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44843", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46701", + "issue:46877", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:41628|issue:44933", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:44661|issue:47059", + "issue:36010|issue:41628", + "issue:45406|issue:46202", + "issue:45081|issue:45103", + "issue:43278|issue:45137", + "issue:46202|issue:46701", + "issue:44857|issue:46877", + "issue:45593|issue:46877", + "issue:44038|issue:45310", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:43232|issue:44792", + "issue:44222|issue:45310", + "issue:45561|issue:47059", + "issue:42175|issue:44933", + "issue:44743|issue:47068", + "issue:42831|issue:44222", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:43784|issue:43824", + "issue:42898|issue:44568", + "issue:42673|issue:43704", + "issue:42175|issue:45712", + "issue:43976|issue:44933", + "issue:44496|issue:45561", + "issue:30990|issue:35141", + "issue:44568|issue:47085", + "issue:44843|issue:47085" + ], + "prepared_review_unit_hash": "b80bfc469eaa9447fd0d777ce5d6482b96fafc1d3eda0ec6976d11743ecb0d19", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36381, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issues. The only confirmed duplicate pair is issue:42673 and issue:43704, which report the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; the remaining pairs are only loosely similar by subsystem or symptom.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the best canonical issue for the Qwen3ForCausalLM VRAM-leak duplicate pair because it shares the same title/bug report as issue:43704 and has slightly higher discussion activity, making it the more representative thread.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best overall issue candidate because it is the representative thread for the only clear duplicate pair in the cluster and is the more active of the two reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they involve different missing symbols and different failure modes." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 backend settings and InternVL2 meta-initialization incompatibility are unrelated bugs." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different code paths." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Tokenizer mapping registration and CLI completion breakage are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different exported names and different fixes." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma processor crash and Gemma tokenization roundtrip failure do not look like the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex loading failure and auto_docstring future-annotations crash are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift and DeepSpeed ZeRO3 deque failure are different problems." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "They share Gemma in the title, but one is tokenization roundtrip and the other is an image-text pipeline issue." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP/CUDA loss crash and import-time docstring logging are unrelated." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior and docstring logging are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but they target different variants and version conditions." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports and different APIs; not the same defect." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and Qwen3_5 infinite-loop behavior are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs sync behavior and janus image-generation test failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on MoE and Qwen3.5 from_pretrained loading error are not the same concrete bug." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "pytest-xdist race and CLI completion attribute error are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend package installation and missing image_utils export are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and DeepSpeed loss synchronization are different issues." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression and FP8 save_pretrained behavior are separate issues." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version bump and docstring logging are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs and DeepSpeed OOM with Adafactor are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "These are different import-name regressions for different symbols." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior change and missing BOS/EOS addition are only loosely related." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same Qwen3ForCausalLM VRAM leak report with identical title and matching bug description; this is the clear duplicate pair." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend dependency issue and dummy class cleanup issue are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and missing image_utils export are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config loading failure and pytest-xdist file race are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "SentenceTransformers loading hang and embedding resize/tie-word-embedding bug are different failures." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer special-token regression and tokenizer thread-safety regression are different code-path problems." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline mistral-regex patching bug and tokenizer thread-safety bug are unrelated beyond both involving tokenizers." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, and the only clear duplicate pair is indeed issue:42673 with issue:43704. However, the canonical_issue_reason overstates the evidence by claiming 42673 has \u201cmore discussion/inbound references\u201d; the packet shows both issues have 0 inbound references, and only discussion activity is higher on 42673. Please keep the duplicate/representative claim, but remove the unsupported inbound-reference comparison and soften any \u201cexact duplicate\u201d wording unless you explicitly tie it to the identical title/body evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 50, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45405", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:43479|issue:46829", + "issue:42898|issue:45812", + "issue:44186|issue:47085", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:39692|issue:46909", + "issue:43723|issue:44568", + "issue:45600|issue:47059", + "issue:44016|issue:46231", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:46077|issue:46123", + "issue:42673|issue:47085", + "issue:42898|issue:44779", + "issue:30333|issue:34689", + "issue:44060|issue:45125", + "issue:27957|issue:30333", + "issue:42898|issue:43295", + "issue:42898|issue:44448", + "issue:30333|issue:36331", + "issue:44295|issue:45656", + "issue:42222|issue:45200", + "issue:43874|issue:45092", + "issue:22355|issue:28282", + "issue:44734|issue:45103", + "issue:43116|issue:44190", + "issue:44075|issue:46231", + "issue:44222|issue:44297", + "issue:45405|issue:45712" + ], + "prepared_review_unit_hash": "7a84956d8c02096420a913cfe0c86d51d1b4aa379fc67b2ee37ee28c59744f21", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36588, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated Transformers issues spanning tokenization, multimodal models, docs, training, and runtime infrastructure. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them. If forced to pick a placeholder canonical issue, 42898 is the broadest v5 regression report among the tokenization-related items.", + "confidence": 0.89, + "canonical_issue_reason": "issue:42898 is the most general, reusable regression report in the set; it is broad and version-centric rather than tied to one model or example, so it is the least specific placeholder canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the best overall representative only as a loose bucket for v5 tokenization regressions; it is still not a true duplicate cluster center because the rest of the items are mostly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different multimodal/model-output bugs: config default initialization vs output field misassignment." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a global v5 cleanup-space behavior change and the other is Granite-specific wrong token IDs." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to Rust tokenizer thread-safety regression." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloaders is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but they concern different examples and different failure modes." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer load failure is not the same bug as a specific tokenizer not adding BOS/EOS with add_special_tokens." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Removed auto-mapping configs breaking CI is unrelated to a huggingface_hub CLI compatibility failure." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and docs parameter-name mismatch are different documentation issues." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different areas: multimodal config defaults vs Whisper timestamp decoding crash." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config initialization bug is unrelated to ModelOutput key assignment logic." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction and MaskGenerationPipeline batching are separate bugs." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "VRAM leak with dataloader threads is not the same as tokenizers becoming non-thread-safe." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they affect different models and likely different root causes." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to model-loading breakage for Llama 3.2 vision." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning is a different bug from missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 behavior is unrelated to MLFlow reporting on failed jobs." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both involve v5 behavior changes, but one is tokenizer cleanup-space behavior and the other is processor/tokenizer API breakage." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "These are both v4-v5 changes, but they are about different model outputs and not the same defect." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Training-job MLFlow reporting is unrelated to a CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access and deepspeed optimizer double-step are unrelated training/runtime bugs." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch method in a processor class is unrelated to remote-code checkpoint meta-initialization incompatibility." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Importing transformers.onnx and missing PyTorch for AutoModel are different environment/setup errors." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve/KV-cache tensor indexing crash is unrelated to auto_docstring annotation handling." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "A multi-label classification example bug is unrelated to loading a local dataset in a different example script." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Unused SGD args in optimizer code is unrelated to a documentation parameter-name typo." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained and tokenizer_class mismatch in tokenizer_config.json are separate save/export bugs." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning is unrelated to leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different object types and code paths: multimodal config defaults vs ModelOutput key bookkeeping." + }, + { + "left": "issue:46077", + "right": "issue:46829", + "accept": false, + "reason": "Attention-mask logic in Gemma4 and ImageClassifierOutput hidden_states handling 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": 27, + "review_unit_index": 51, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46762", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:43479|issue:43644", + "issue:44933|issue:45712", + "issue:45245|issue:46132", + "issue:44222|issue:44623", + "issue:46209|issue:46431", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:41628|issue:42757", + "issue:43122|issue:46209", + "issue:43504|issue:47059", + "issue:43232|issue:47276", + "issue:46614|issue:46932", + "issue:45071|issue:46082", + "issue:44360|issue:46762", + "issue:44222|issue:44484", + "issue:44190|issue:46082", + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:30990|issue:38175", + "issue:44295|issue:44623", + "issue:44327|issue:47059", + "issue:43475|issue:46305", + "issue:44263|issue:44373", + "issue:43232|issue:46424", + "issue:45092|issue:45357", + "issue:42907|issue:46050" + ], + "prepared_review_unit_hash": "7f7b61f4bb4d0d3f6ad39ed73eb08e6877f5a189fa48ad6f01a511256797664a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36652, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of distinct Transformers v5-era bugs, mostly around loading/saving, tokenizer/config handling, import regressions, and a few model-specific issues. The soft pairs do not look like true duplicates of the same underlying defect.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43644 is the broadest and most central representative: a core v5 state/buffer regression that can plausibly affect model loading and persistence across multiple downstream reports. It best captures the cluster\u2019s shared theme without being too model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best single issue to anchor this cluster because it is a concrete, high-impact v5 regression in a foundational code path rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different problems: one is model output drift between v4 and v5 for Pegasus, the other is AttentionInterface.register changing callback behavior. Same subsystem, not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both involve tokenizers, but one is a model-specific BPE marker handling bug and the other is a general AutoTokenizer.from_pretrained loading failure in v5." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated: tokenizer save metadata mismatch versus optimizer step being called twice under deepspeed." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue and processor.save_pretrained missing files are different code paths and different failure modes." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4MultimodalConfig default initialization bug is not the same as junk-filled non-persistent buffers, even if both touch config/state handling." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both are import/availability related, but one is a missing import from image_utils and the other is cleanup of dummy pt objects leaking into namespace checks." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count RuntimeError is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 save_pretrained for MoE and processor.save_pretrained missing files are different persistence bugs with different objects and failure points." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure on B200 is unrelated to a processor lacking a chat template." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring issue versus a GLM-5 RoPE implementation bug; no shared underlying defect." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "General tokenizer loading regression versus model-specific flash-attention generation failure." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different packages." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer behavior change across versions is unrelated to FP8 inference on B200." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Pretrained model preset loading with a legacy field is unrelated to a CLI compatibility break with huggingface_hub 1.22.0." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "Generation-state update bug and misleading warning message are not the same underlying issue." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state is unrelated to dtype casting for quantized Gemma4 embedders." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking regression in PretrainedConfig is not the same as LlamaConfig rejecting explicit head_dim values." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and numerical differences in Minimax MSA attention are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained/moe bug is unrelated to the max_shard_size default question." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading failure is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs sync bug and Kosmos2.5 long OCR index error are different failures." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return-value issue in GlmMoeDsaIndexer is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading hang and zero probabilities from SigLIP2 are distinct model/runtime issues." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer read failure is different from missing processor save files." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_spans top_k bounds error and CLI completion attribute break are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Video missing attribute and MoonshineStreaming off-by-one mask bug are different model-specific defects." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer split behavior bug and a wrong docstring are not the same issue." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs bug is unrelated to cache config max_cache_length semantics." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen/InternVL v5-era regressions, but they affect different model families and different code paths (meta init vs save_pretrained keys)." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized Ministrals/Devstrals save failure is unrelated to sinq quantization save/load corruption." + } + ] + }, + "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": 27, + "review_unit_index": 52, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43576", + "issue:43644", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45310", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46655", + "issue:46726", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:44279|issue:46328", + "issue:46369|issue:46909", + "issue:46305|issue:46655", + "issue:43986|issue:46726", + "issue:44263|issue:44360", + "issue:42831|issue:45310", + "issue:22355|issue:27957", + "issue:45381|issue:46305", + "issue:43408|issue:46402", + "issue:44483|issue:45406", + "issue:41628|issue:43824", + "issue:44261|issue:45092", + "issue:44964|issue:47059", + "issue:42831|issue:44038", + "issue:44829|issue:46002", + "issue:43576|issue:43784", + "issue:22355|issue:28218", + "issue:44188|issue:44373", + "issue:43784|issue:45600", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:42796|issue:43122", + "issue:43986|issue:47217", + "issue:43756|issue:44060", + "issue:43644|issue:46305", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:39379|issue:46172", + "issue:43408|issue:46369" + ], + "prepared_review_unit_hash": "73cbbac23e13227ff61bef414ed7be9ae597145c8b717f9eecf5a4061ba997ed", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36114, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is thematically broad and mostly heterogeneous: tokenizer regressions, multimodal/model-loading bugs, training/precision issues, and unrelated docs/CI failures. None of the soft-edge pairs look like true duplicates.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43122 is the clearest concrete regression report in the set (tokenization changes between 4.57.3 and 5.0), so it is the best representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the strongest single issue to anchor on because it is specific, reproducible, and framed as a version-regression bug rather than a vague subsystem complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated bugs: generic dependency problem vs a SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Different subjects and failure modes: sam3-litetext memory overflow vs a DIA documentation example." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video-related calculations, but they are different models and different bugs (mask off-by-one vs padding computation)." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both touch AutoProcessor and missing vision backends, but one is a video-model crash without torchvision and the other is an unrecognized image-processor error; not the same concrete bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad DSA indexer area, but one is about torch.split outputs and the other is a missing ReLU; distinct issues." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Precision/accuracy issue vs from_pretrained model-loading error; no shared underlying bug." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Completely unrelated: missing transformers.onnx module vs XLMRoberta Flash Attention 2 behavior." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both are video/multimodal bugs, but they affect different models and different indexing/mask logic." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Both are Sam3-related, but one is a model-type warning and the other is missing text-encoder weights; not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different code paths: /v1/chat/completions request handling vs transformers serve crashing on Gemma4Processor." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different causes; too generic to merge." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm epsilon precision bug vs remote-code/meta-initialization incompatibility; unrelated." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Model-loading failure vs CLI test failure from huggingface_hub API change; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different problem classes: FineGrainedFP8 accuracy vs a Qwen3-VL-Moe bug." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both mention classification heads, but one is Flash Attention 3 degeneracy and the other is NaNs on checkout/init; distinct root causes." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Unrelated: broken transformers env command vs import-time NameError in sentence-transformers integration." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx module and tokenizer spacing after added tokens are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence vs docstring typo; not a duplicate bug." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: sentence-transformers import NameError vs auto_mappings referencing removed configs." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs Qwen3_5 image infinite loop; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior bugs, but one is offset mapping and the other is special-token insertion; different concrete issues." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizers, but one is BPE marker handling for a specific model and the other is a version-to-version tokenization regression; not the same underlying bug." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal processor issues, but one is missing torchvision backend handling and the other is image-placeholder placement in user text." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model architecture bugs: RoPE layer dropping vs a tied-weights warning involving linear_attn.dt_bias." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs streaming sliding-window mask off-by-one; unrelated." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache/offline loading bug vs quantized model saving failure; different subsystems." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but one is offline cache loading and the other is decoder type selection; not the same bug." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Different tensor/shape bugs in different models: mllama mask handling vs deepseek-v4 transpose logic." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Different Sam3-related failures: model-type warning vs memory overflow when calling sam3-litetext." + } + ] + }, + "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": 27, + "review_unit_index": 53, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:45381|issue:46909", + "issue:43646|issue:46002", + "issue:43540|issue:46909", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:42907|issue:44964", + "issue:43329|issue:47059", + "issue:43976|issue:44945", + "issue:43122|issue:46326", + "issue:44625|issue:44829", + "issue:42907|issue:44945", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:41628|issue:45278", + "issue:44117|issue:44704", + "issue:42371|issue:44263", + "issue:42907|issue:43937", + "issue:44704|issue:45290", + "issue:43122|issue:44521", + "issue:43408|issue:43475", + "issue:22355|issue:29159", + "issue:42907|issue:43452", + "issue:44360|issue:44485", + "issue:44038|issue:44297", + "issue:44038|issue:44295", + "issue:43824|issue:44351", + "issue:46172|issue:46762", + "issue:45216|issue:45478", + "issue:43116|issue:45200" + ], + "prepared_review_unit_hash": "35157556f241023a6b8147892ebcb1eb6b7bd9293db805492acfcc25b16de7d3", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36580, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated regressions, import errors, tokenizer/model bugs, and docs issues. None of the soft pairs look like the same underlying bug or change closely enough to merge.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44521 is the strongest representative issue here: it is open, has a detailed repro, strong discussion/inbound activity, and describes a concrete API bug that could attract related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best overall issue candidate because it is current, specific, and already functioning like an active tracking issue for a user-facing regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import failures, but one is a missing huggingface_hub symbol and the other is a broad post-upgrade import breakage; different root causes." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different models and failure modes: Flash Attention 2 behavior for XLMRoberta vs Sentence Transformers hanging on load." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position_ids bug and a broken DIA documentation example are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are separate bugs in different code paths." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to a documentation example bug." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are loading-related, but one is stuck loading a Sentence Transformers model and the other is a MacOS bus error on a CLIP community model; not the same issue." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is a position_ids buffer access problem; the other is tokenizer_class metadata mismatch on save_pretrained." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal are different model-specific failures." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Undefined video token helper in multimodal token counting is unrelated to a CLI test failure from huggingface_hub." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility breakage and incorrect pipeline-parallel output are different problems." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenization, but one is a version-to-version tokenization change and the other is a continue_final_message bug for mistral_common-based tokenizers." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and wrong LLM output under pipeline parallelism do not share the same underlying bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer and failure to load a specific model are different issues." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping behavior and multimodal assistant_masks are both tokenizer-adjacent, but they are not the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is missing AutoImageProcessor and the other is a broad post-upgrade import regression." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs to cached_file are separate internals with different failure points." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and a torch.split return-value bug in GlmMoeDsaIndexer are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save failure and invalid GenerationConfig are different model/config issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs passthrough and apply_chat_template crashing on tool-call assistant messages are distinct code paths." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer version differences and multimodal assistant mask generation are not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 video-related, but one is a model-type mismatch warning and the other is a missing attribute on Sam3VisionEncoderOutput." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module and tokenizer inconsistencies are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failures and gguf_file loading breakage are different from_pretrained/save_pretrained problems." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer missing ReLU and GLM-5 RoPE implementation are unrelated design/implementation discussions." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and tokenizer save_pretrained class mismatch are different issues." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe load failure and position_ids buffer error do not match." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different exported symbols and likely different breakages." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "DeepSeek-V4 transpose bug and Minimax MSA numerical differences are separate attention/math issues." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "One is save_pretrained producing a bad Qwen3.5 checkpoint; the other is a from_pretrained error in Qwen3.5 Moe." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification results and mm_token_type_ids defaulting are different issues in classification vs multimodal token 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": 27, + "review_unit_index": 54, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:28348", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44483", + "issue:44485", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46877", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:44038|issue:44222", + "issue:43122|issue:44779", + "issue:39401|issue:46614", + "issue:42175|issue:44938", + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42222|issue:47312", + "issue:36296|issue:43116", + "issue:43493|issue:45753", + "issue:39379|issue:43232", + "issue:42757|issue:44351", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:28348|issue:46640", + "issue:44483|issue:47217", + "issue:42898|issue:46614", + "issue:43611|issue:46002", + "issue:43937|issue:44485", + "issue:43976|issue:45446", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:38617|issue:45278", + "issue:44625|issue:46002", + "issue:43066|issue:44779", + "issue:44995|issue:46697", + "issue:43116|issue:43493", + "issue:45083|issue:45446" + ], + "prepared_review_unit_hash": "c5a75c1d217aef27aa384acc20d0e7cd4355008634da9cb2dd9cd0157133e79e", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35197, + "estimated_input_tokens": 8800, + "estimated_eval_tokens": 17856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly superficially similar issue titles (same model family, same subsystem, or same release window), but they describe different bugs and code paths. I would not merge any of the soft pairs.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45278 is the closest umbrella candidate because it captures the broad import-regression pattern shared by several items, but the set is too heterogeneous for a true single canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best triage anchor among the listed issues since it is the most general and likely to absorb related import-failure reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Same broad MoE area, but one is a Qwen3-VL-Moe bug and the other is an FP8 save_pretrained issue; different failure modes and code paths." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different models and symptoms: generic version-to-version tokenization drift vs Deepseek-specific incorrect results." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 offset_mapping bug and Wav2Vec2 phonemizer language-state bug are unrelated tokenizer subsystems." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "One is an extra-backend packaging issue and the other is a Python 3.14 load failure; not the same underlying problem." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Import error for transformers.onnx and a LayoutLMv3 validation/error-message issue are different bugs." + }, + { + "left": "issue:42222", + "right": "issue:47312", + "accept": false, + "reason": "Vitpose model breakage and kernel 0.16 incompatibility are not the same concrete defect." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and example-script multi-label classification behavior affect different paths and features." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a Qwen3_5 infinite-loop case are distinct model-specific failures." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "Incorrect mllama masking and a generation kwargs update issue are separate code paths." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they target different missing symbols from different modules; not one duplicate bug." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and a padding performance issue are unrelated." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Documentation parameter-name mismatch and import-time doc-lint output are different tooling/doc issues." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Flash Attention 2 support for GPT2LMHeadModel is a feature request, while the other is a generic bug report with no evidence it is the same change." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "Chat-completions request rejection and VL placeholder handling are different API/model-input problems." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Both mention tokenization behavior, but one is a v5 cleanup change and the other is stale phonemizer backend state." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression and NaNs in classification heads are not the same failure." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 and RoPE implementation discussion are separate issues." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version support regression and a PyTorch version check bug in flex_attention are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM under multiple dataloader threads and dtype mismatches in inference are different problems." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5, but one is save_pretrained key serialization and the other is from_pretrained loading failure; not the same concrete bug." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad umbrella for many import errors, but this pair is not clearly the same underlying import regression." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 config and NaNs in classification heads are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type and Deepseek tokenization regression are both v5 tokenizer issues, but they are not the same bug." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa stale cache crash and Swin2SR over-padding are unrelated model/preprocessing bugs." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script classification output bug and SigLIP2 implementation discrepancy affect different components." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor length computation and an AuxRequest import/version-check issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 55, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44355", + "issue:44466", + "issue:44610", + "issue:44704", + "issue:44936", + "issue:45071", + "issue:45092", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46710", + "issue:46726", + "issue:46762", + "issue:46829", + "issue:46909", + "issue:46981", + "issue:47000", + "issue:47116" + ], + "soft_pairs": [ + "issue:44610|issue:46909", + "issue:44075|issue:44936", + "issue:44038|issue:45478", + "issue:44355|issue:46231", + "issue:43618|issue:46829", + "issue:43066|issue:46710", + "issue:42371|issue:43874", + "issue:46726|issue:46981", + "issue:43116|issue:43825", + "issue:42673|issue:42796", + "issue:43992|issue:44704", + "issue:46328|issue:47116", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:39379|issue:43688", + "issue:43824|issue:46981", + "issue:43673|issue:46328", + "issue:45092|issue:46762", + "issue:44291|issue:45071", + "issue:43064|issue:43673", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:43937|issue:45563", + "issue:44466|issue:46002", + "issue:44263|issue:46762", + "issue:42222|issue:47000" + ], + "prepared_review_unit_hash": "fd31ead3b801f9acba7f317e3f75c8577c7d98a5008b995e60b6234a102c4c5e", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34749, + "estimated_input_tokens": 8688, + "estimated_eval_tokens": 17632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose bag of unrelated Transformers issues that only share broad similarity around v5, loading, tokenizer, and model-initialization themes. None of the soft edges look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue cleanly subsumes the cluster; the items span unrelated bugs in tokenizers, processors, trainers, generation, model outputs, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the cluster, 33453 is the broadest tokenizer-loading regression and the closest umbrella for a few nearby tokenizer-related reports, but it is still only a loose representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Different problems: processor input size mismatch vs a broken docs example." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unrelated trainer bugs: SGD args ignored vs evaluate() failing after train()." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen/MoE-related, but the concrete failures and code paths differ." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a docs parameter-name typo are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Different output-field bugs in different model classes; not the same defect." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "A tokenizer decoder-type regression is not the same as an accuracy drop in a specific model." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings issue and missing image-processor method are unrelated." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Backend-missing processor error vs HTTP 429 retry behavior are different loading paths." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script classification failure and a pipeline deprecation/error-message issue are distinct." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in multithreaded generation and tokenizer BPE-marker handling are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Model weight-loading omission vs AutoProcessor kwargs forwarding are different bugs." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Padding performance issue and streaming pipeline regression do not share the same code defect." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing removed pipeline APIs and a PyTorch version check bug are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both mention tokenizers, but one is loading regression and the other is offset_mapping correctness." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Different model families and different bugs: masked text row handling vs auxiliary-loss normalization." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a missing model class is unrelated to repeated HTTP 429 retries." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache regression and SequenceFeatureExtractor.pad performance are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility and numerical attention mismatch are different issues." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both involve v5 loading/type behavior, but the concrete failures are different code paths." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Trainer optimizer-state corruption and chunked-prefill cache handling are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A dependency version bump and a version-check import bug are not duplicates." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and stale warning text are different generation bugs." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization inconsistency and NaNs after checkout/init are not the same defect." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split indexing bug and Minimax attention numerical differences are distinct." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose model breakage and RTDetr loss infeasibility are unrelated model-specific 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": 27, + "review_unit_index": 56, + "review_unit_count": 65, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:38617", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44380", + "issue:44410", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45561", + "issue:45632", + "issue:46077", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46897", + "issue:46981", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44380|issue:46077", + "issue:42222|issue:43441", + "issue:44117|issue:45081", + "issue:39379|issue:46897", + "issue:43937|issue:44977", + "issue:42222|issue:46752", + "issue:45071|issue:46512", + "issue:42617|issue:45341", + "issue:43450|issue:43986", + "issue:39401|issue:44779", + "issue:43408|issue:43742", + "issue:45632|issue:46981", + "issue:44410|issue:45310", + "issue:45071|issue:47059", + "issue:44829|issue:45216", + "issue:44704|issue:47110", + "issue:45341|issue:46328", + "issue:45341|issue:45561", + "issue:44877|issue:46231", + "issue:43208|issue:46894", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:43937|issue:44496", + "issue:39401|issue:43421", + "issue:42371|issue:44261", + "issue:38617|issue:44220", + "issue:44261|issue:46762", + "issue:44964|issue:45278" + ], + "prepared_review_unit_hash": "e729fbd94496430470ebbbfb48fec6e5b0a775cf997db6ab004cf3924bcaaa3f", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35993, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 57, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:27957", + "issue:41628", + "issue:42371", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45588", + "issue:45656", + "issue:45753", + "issue:46172", + "issue:46369", + "issue:46752", + "issue:46897", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:44483|issue:45464", + "issue:42371|issue:42831", + "issue:44075|issue:45656", + "issue:44484|issue:45310", + "issue:43097|issue:44493", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:44410|issue:45478", + "issue:44077|issue:46981", + "issue:43931|issue:44410", + "issue:43673|issue:45341", + "issue:46752|issue:47116", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:27957|issue:43352", + "issue:43012|issue:43577", + "issue:43097|issue:43452", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43208|issue:46897", + "issue:44117|issue:44987", + "issue:43531|issue:45341", + "issue:44261|issue:44485", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:43097|issue:45588", + "issue:44246|issue:46981", + "issue:45753|issue:46369" + ], + "prepared_review_unit_hash": "385becd9155983e895e0cc149079853ff3ecca4747b669cd37be0c9eefb32a97", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36463, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly weak thematic similarities across unrelated Transformers regressions. I found no safe duplicate merges; the set is too heterogeneous to form one canonical issue cluster.", + "confidence": 0.82, + "canonical_issue_reason": "No single canonical issue is safe here: the items span distinct bugs across chat/completions, tokenization, dtype/precision, optimizer behavior, FlashAttention, model loading, and model-specific architecture changes.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44483 is the broadest/highest-severity regression thread in the set, but it still only represents one API failure mode and does not subsume the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Same API area, but one is a general /v1/chat/completions request rejection and the other is a streaming failure on a specific Qwen3.5 model; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "Both touch numeric behavior, but TF32 settings and FineGrainedFP8 accuracy are different precision paths and failure modes." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both mention optimizer behavior, but SGD args being ignored and DeepSpeed calling step twice are different bugs." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated topics: save_pretrained sharding size versus a Qwen3.5-MoE from_pretrained load error." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is a removed config option warning, the other is a position-id key mismatch during model loading; different underlying issues." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but wrong decoder type and changed tokenization behavior are not the same concrete defect." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM-related internals, but torch.split return handling and RoPE implementation are distinct code paths." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and failures: missing projections in qwen3next versus a Qwen3.5-MoE loading error." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "No overlap beyond being model-loading/training adjacent; patchtsmixer post_init policy is unrelated to AutoProcessor retry behavior." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both affect Qwen-family models, but a weight-shape mismatch is not the same bug as missing attention projections." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache handling and a testing_utils bug are unrelated." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Both are runtime regressions, but empty chat-template input and streaming pipeline failure are different code paths." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Different API breaks: missing AutoImageProcessor import versus PretrainedConfig type-checking regression." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different multimodal/model-internal issues: missing image patch counting versus missing rms_norm_eps in MLA q_a_layernorm." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Same broad Qwen3-VL family, but a shape-mismatch load error and a from_pretrained bug on a different variant are not the same concrete issue." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve FlashAttention, but one is a model-specific support/failure issue and the other is a training degeneration bug under FA3." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Same attention backend mention, but XLMRoberta FA2 support and NemotronHForCausalLM FA2 support status are different issues." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both concern dtype/precision, but a compile-time warning and BLIP2 submodule staying float32 are different defects." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is about a removed config field, the other about gguf_file breaking from_pretrained for tokenizer/model loading; unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Completely different topics: sharded save size versus Qwen3.5-MoE loading failure." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Both are model-internal math issues, but GLM DSA indexing and DeepSeek dtype/transpose behavior are not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Different code paths and symptoms: missing ReLU in the DSA indexer versus a DeepSeek comb dtype/transpose issue." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Both are training bugs, but xLSTM startup failures and Florence2 double-shift loss issues are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer-mapping None handling and a specific model load failure may be related indirectly, but the available evidence does not show the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a testing_utils bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM bugs: missing layernorm epsilon versus RoPE implementation details." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor video-model crash without torchvision is unrelated to testing_utils." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to testing_utils." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Config-field removal and flash_attention s_aux=None crash are different failures." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Both can slow loading, but intermittent import slowness and repeated 429 retries are different root causes." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different model families and failure modes: infinite loop on a specific image versus memory overflow in sam3-litetext." + } + ] + }, + "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": 27, + "review_unit_index": 58, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44451", + "issue:44484", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45375", + "issue:45440", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47116", + "issue:47312" + ], + "soft_pairs": [ + "issue:45440|issue:46172", + "issue:43097|issue:46050", + "issue:43986|issue:47312", + "issue:44410|issue:45375", + "issue:43874|issue:44263", + "issue:43673|issue:46123", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:43012|issue:46821", + "issue:44038|issue:44410", + "issue:44117|issue:46701", + "issue:38617|issue:42757", + "issue:46655|issue:46664", + "issue:43064|issue:44315", + "issue:46298|issue:46752", + "issue:43986|issue:44484", + "issue:46172|issue:46710", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:44451|issue:47116", + "issue:43208|issue:43550", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:43012|issue:43550", + "issue:45712|issue:46298" + ], + "prepared_review_unit_hash": "516814003681b528efd31033ef22931b00893e6cbfa2da6a94cdcb63480ec600", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36379, + "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 heterogeneous: most items are distinct Transformers bugs or regressions in different code paths. I did not find any soft pair that is convincingly the same underlying issue, so none are merged as duplicates. The most representative issue is the open, high-activity quantization/offloading report, but only as a loose cluster anchor, not a true canonical duplicate.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43873 is the broadest and most active report in the set (open, many discussion events, multiple inbound refs), so it is the best loose anchor for the cluster. It is not actually a duplicate of the other issues, which span unrelated failures.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best single issue to represent the cluster because it has the most evidence of ongoing user impact and discussion. It still should not be treated as the same bug as the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and failure modes: remote-implementation divergence vs a specific dtype/transpose bug." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is a removed public API/compatibility complaint; the other is a quantization save/load breakage." + }, + { + "left": "issue:43986", + "right": "issue:47312", + "accept": false, + "reason": "Unrelated runtime problems: missing torchvision in AutoProcessor vs a kernels-version incompatibility." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both touch Qwen models, but one reports missing attention projections and the other a dropped config field." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both involve GLM internals, but one is an image-patch accessor missing and the other is a torch.split return-value bug." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Different cache/pipeline paths: chunked-prefill cache initialization vs mask pipeline batch-end handling." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "API-removal complaint vs quantization/offloading behavior; same release era, not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction error vs TOKENIZER_MAPPING_NAMES returning None; separate failure points." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "Different subsystems: PyTorch bfloat16 compile warning vs TimesFM window_size AttributeError." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "General Qwen 5.0 bug report vs a specific missing-projection bug in qwen3next; too different to merge." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping bug vs image-text-to-text pipeline failure; no shared code-path." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Two unrelated import errors from different modules and dependencies." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same video processor area, but padding math and num_frames semantics are distinct bugs." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Trainer FSDP/PEFT optimizer-state corruption vs Liger Kernel application with model_init; different root causes." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "A noisy logging complaint is unrelated to an IndexError in apply_chat_template." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/video-model dependency issue vs save_pretrained shard-size question; unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Specific DeepSeek-V4 tensor operation bug vs broad accuracy regression after upgrade; not the same defect." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing seeds vs a logging-message complaint." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Two separate import-name regressions in different modules." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwarg forwarding bug vs auto_docstring crash under future annotations; unrelated code paths." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer evaluation failure after training vs inability to import Trainer because of datasets; different problems." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline/API-request leakage vs missing embedding weights in UMT5Encoder loading." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "ScandiBERT loading regression vs streaming pipeline regression; no common underlying bug." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs vs Bamba torch.compile SDPA failure; separate model-specific issues." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention-scaling behavior vs cache lazy-init recompilation; different mechanisms." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load issue vs backend-name validation error for tensorflow_text." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Distributed training optimizer-state corruption is unrelated to streaming pipeline regression." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized save failure vs Qwen3_5 infinite-loop behavior; different symptoms and code paths." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Compile-time bfloat16 warning is not the same as a model-specific SDPA compile crash." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy PT object cleanup/leakage vs a logging-message annoyance; no shared 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": 27, + "review_unit_index": 59, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43526", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44734", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:47059", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:42907|issue:44655", + "issue:43066|issue:43906", + "issue:43012|issue:44368", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43827|issue:47116", + "issue:43352|issue:43976", + "issue:45584|issue:46365", + "issue:44734|issue:47116", + "issue:44162|issue:46172", + "issue:44038|issue:44230", + "issue:44380|issue:46132", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:44077|issue:46365", + "issue:43208|issue:43526", + "issue:44380|issue:45479", + "issue:36683|issue:43582", + "issue:42757|issue:43824", + "issue:43012|issue:47276", + "issue:42175|issue:46365", + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:43064|issue:44380", + "issue:43756|issue:44485", + "issue:42831|issue:44261", + "issue:44483|issue:44514", + "issue:36010|issue:42757", + "issue:43618|issue:43761" + ], + "prepared_review_unit_hash": "49178d9ea5564547b94e3e0adbbfdeceaeb0dc8ad7df0760ed666dc051a14511", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36215, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes import errors, model-specific regressions, docs/issues, training bugs, serving bugs, and warning-message changes. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated code paths and failure modes rather than one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue stands out; the cluster is too diverse to use one issue as a representative duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is about dequantized model saving and the other about Pipeline.save_pretrained; different objects and failure modes." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Both mention import/repro behavior, but they target different symbols and different underlying issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "These are distinct warnings: bfloat16/float32 precision warning versus a tie_word_embeddings config warning." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "One is a v5 pipeline error message regression; the other is a save_pretrained failure for Pipeline objects." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "UMT5Encoder state loading vs save_pretrained shard sizing; unrelated save/load behaviors." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as a runtime streaming pipeline regression." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for one model is unrelated to the Python version compatibility issue." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation bug is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "Both are serving/streaming-adjacent, but they affect different endpoints and different code paths." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and deepseek-v4 tensor conversion are different model-specific bugs." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "General Qwen3-VL-Moe regression and fp8 inference support are distinct changes/failures." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling in SDPA/FlashAttention is a different issue than AttentionInterface.register behavior." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention support gating and GPT2 attention scaling are separate attention-related bugs." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed config API and a noisy logging message are not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTST post_init validation is unrelated to a Trainer import dependency conflict." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated model/component bugs." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling backend behavior is unrelated to the zero-loss classification bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon warmup TypeError are different subsystems." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different packages, symbols, and fixes." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "A precision warning during compilation is unrelated to a synced_gpus warning message." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Missing TensorFlow backend in an extra install is unrelated to the Trainer import conflict." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained issues and Qwen3.5 MoE from_pretrained errors are different code paths." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Seed-related flaky tests and a huggingface_hub CLI attribute error are unrelated test failures." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer dropping and GLM-5 RoPE implementation are different model-specific problems." + }, + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and MLA rms_norm_eps precision mismatch are not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat completions request rejection and Qwen2_5_VLProcessor batched template crash are different endpoints and failures." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "GenerationMixin import failure and is_offline_mode import failure are separate missing-symbol regressions." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "CLIP attentions missing and CLIP hidden_states missing are related only broadly; they are different output fields and regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 60, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44355", + "issue:44380", + "issue:44393", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45375", + "issue:45593", + "issue:46077", + "issue:46202", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47110", + "issue:47317", + "issue:47321", + "issue:47332", + "issue:47337" + ], + "soft_pairs": [ + "issue:38617|issue:43502", + "issue:43299|issue:43867", + "issue:45276|issue:46077", + "issue:44655|issue:47321", + "issue:43618|issue:44380", + "issue:44625|issue:46365", + "issue:42994|issue:44655", + "issue:44655|issue:47332", + "issue:44625|issue:46077", + "issue:43352|issue:45593", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:46077|issue:46512", + "issue:44938|issue:47059", + "issue:43618|issue:45216", + "issue:36683|issue:47110", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:44908|issue:46851", + "issue:43992|issue:47317", + "issue:44355|issue:44855", + "issue:43010|issue:45278", + "issue:43064|issue:44492", + "issue:43867|issue:46202", + "issue:43992|issue:45310", + "issue:44075|issue:46365", + "issue:44393|issue:47000", + "issue:29870|issue:33453", + "issue:44393|issue:47337", + "issue:36296|issue:43575", + "issue:43867|issue:45375" + ], + "prepared_review_unit_hash": "eb811924fae396a1e1e2fd9323f2c0119dbca355cc0bc4a1cc56997ee971b5c9", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37431, + "estimated_input_tokens": 9358, + "estimated_eval_tokens": 18972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edges look like true duplicates: the pairs mostly share only broad themes (saving/loading, config attrs, model-specific errors) but point to different code paths or models. I selected a single high-signal issue as the best representative, but there are no PRs in this set.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45216 is the clearest, most actionable report in the set: it is a regression, names the exact API (`save_pretrained`), the affected model family (Qwen3.5), and the version boundary (since 5.4.0).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 has the strongest bug-report quality and the most precise reproduction scope, making it the best representative issue here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different failures: import-time missing symbol vs unwanted network access during loading." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different loading bugs affecting different models/code paths; no concrete shared defect." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "One is about token embedding resize propagation, the other about bidirectional attention mask construction." + }, + { + "left": "issue:44655", + "right": "issue:47321", + "accept": false, + "reason": "Unrelated subsystems: pipeline save_pretrained vs AMD quark class update." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different issues in different model heads/backends; only broad attention terminology overlaps." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 config propagation bug vs Trainer import failure from datasets interaction." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both mention saving, but one is quantized model saving and the other is pipeline object serialization." + }, + { + "left": "issue:44655", + "right": "issue:47332", + "accept": false, + "reason": "Both involve saving, but disk-offloaded model saving is a different path from generic pipeline serialization." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different configuration bugs with no shared underlying code path." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Different models and failures: unsupported Flash Attention vs missing auxiliary losses." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are attribute errors, but for different model configs/outputs and different missing fields." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled-file import errors vs auto-docstring stdout pollution are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different model/config bug vs a PatchTSMixer validation/optional-post_init issue." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python compatibility reports, but for different Python versions and failure modes." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Different save/load problems with different triggers and model families; not the same bug." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Attention-mask behavior vs stale config dtype after from_config; unrelated." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 import failure vs CLI breakage with huggingface_hub 1.22.0." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions assignment bug is unrelated to Qwen3.5 checkpoint saving regression." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Different config/key handling problems; no shared code path indicated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-attribute errors, but in different configs and on different fields." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate() decoder mask bug vs tensor-parallel training bug are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs handling vs variable-length position_ids behavior are different subsystems." + }, + { + "left": "issue:43992", + "right": "issue:47317", + "accept": false, + "reason": "Model loading weight miss vs a training-loss bug for a different model." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-related, but one is compiled-file errors and the other is a torch.jit parsing/IndentationError issue." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/no_grad behavior vs broad import breakage after version upgrade are not the same defect." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption vs a typo in cache strategies have no overlap beyond being in training/runtime code." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict loading error vs Gemma pipeline roundtrip issue are different save/load pathways." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3.5 loading, but one is missing encoder weights and the other is a Moe from_pretrained regression." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling vs import failure from datasets are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Both are vision/detection-adjacent, but one is Qwen3-VL bbox output behavior and the other is RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate() mask bug vs tokenizer loading regression are different issues." + }, + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "Both mention bounding boxes, but one is model output hallucination/error and the other is a flaky test with out-of-range coordinates." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel bug vs OOM when loading a specific model under tp are related only at a very broad level." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict loading error vs missing Qwen3_5MoeVisionConfig field are distinct config/model 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": 27, + "review_unit_index": 61, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46132", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:47110", + "issue:47317" + ], + "soft_pairs": [ + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:42890|issue:45561", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:28282|issue:33453", + "issue:44222|issue:45125", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:45125|issue:45478", + "issue:42548|issue:44351", + "issue:43502|issue:44062", + "issue:45125|issue:45375", + "issue:43525|issue:47317", + "issue:42890|issue:44112", + "issue:42890|issue:44964", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:45071|issue:47317", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:45850|issue:47110", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:30990|issue:31795" + ], + "prepared_review_unit_hash": "f3d9ca01cdf1420a6d75f67a58fdf4817cc20879ec2a7b3ca0688df365388a04", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36606, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated transformers regressions and import/load failures. Only one pair looks like a clear duplicate around import-time slowdown; the rest are too different in model, code path, or symptom to merge.", + "confidence": 0.54, + "canonical_issue_reason": "issue:41669 is the clearest concrete root-cause report in the only strong duplicate pair, directly explaining the import slowdown symptom seen in 44246.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is specific, reproducible, and actionable, making it the best duplicate target among a largely heterogeneous set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same import slowdown regression: 41669 identifies import * in models as the cause, and 44246 reports the resulting slow/variable import time." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different bugs: missing attentions assignment in CLIP output vs a post_init allowance/validation issue in patchtsmixer." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both mention test flakiness, but they are different failures in different test utilities and code paths." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Unrelated: cache/layer no_grad behavior vs a Python version compatibility problem." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different model-load/save problems: sorted state_dict loading vs incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "One is a concrete cache update mutation issue; the other is a vague broad complaint about many models breaking." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Different import/load errors: missing PyTorch for AutoModel vs tokenizer-loading regression." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen/MoE issues: FP8 save_pretrained behavior vs missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both involve CLIP, but one is an output attribute regression and the other is a structural model-layout inconsistency." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Completely different topics: DSA indexer activation choice vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing tensor-parallelism plan and the other is a generic from_pretrained error; not enough evidence they are the same bug." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different exported symbols and likely different fixes." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Different problems: unwanted network requests with local_files_only vs AddedToken keyword duplication." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is tensor parallelism metadata and the other is a missing vision-config field." + }, + { + "left": "issue:43525", + "right": "issue:47317", + "accept": false, + "reason": "Unrelated: a config attribute missing pad_token_id vs a PPFormulaNet training-loss bug." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/test issues in different models; no shared underlying bug." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Different failures: flaky integration tests vs inability to load Phi-4 multimodal model." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Different behavior changes in different subsystems: tokenization cleanup vs video processor num_frames semantics." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Different paths: KV-cache continuation crash in serve vs trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:45071", + "right": "issue:47317", + "accept": false, + "reason": "Different issues: type checking regression in PretrainedConfig vs training loss bug." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both involve loading after v5 upgrades, but one is tokenizer loading and the other is checkpoint reload compatibility; not the same concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Different regressions: int4 quantization memory growth vs inability to reload older checkpoints after upgrade." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated: cache update autograd semantics vs a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Different import/load failures: missing top-level Qwen2_5_VL export vs cache loading failure for trust_remote_code." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Different API regressions: broken env command vs changed behavior of AttentionInterface.register." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated: local_files_only network leakage vs GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different issues: missing image-patch helper in a processor vs cache file loading failure." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "The first is a vague umbrella complaint about many models breaking; the second is a specific special_tokens attribute error." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "Different subsystems: MLFlow reporting on training failure vs tokenizer-loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "No shared underlying bug: compiled Python file errors vs performance slowdown after upgrade." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "SentenceTransformers loading hang and documentation confusion are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays conservative and is grounded in the packet. The only accepted pair, issue:41669 vs issue:44246, is plausibly the same import-slowdown problem, and the remaining pairwise rejections do not overclaim equivalence beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 62, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:43299|issue:44556", + "issue:43502|issue:44222", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:42757|issue:43576", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:44038|issue:45125", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:44351|issue:46617", + "issue:44315|issue:44360", + "issue:44230|issue:46095", + "issue:45375|issue:47110", + "issue:45362|issue:45850", + "issue:44485|issue:44961", + "issue:44961|issue:45468", + "issue:43525|issue:47110", + "issue:43673|issue:44492", + "issue:44315|issue:46209", + "issue:43352|issue:44961" + ], + "prepared_review_unit_hash": "1a1328957ff900c164a81a62f9c1716280a925106521ee9f3b420036e02df8cb", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36695, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is semantically noisy: most pairs are broad v5/loading/import regressions but not the same underlying defect. No soft edge looks like a true duplicate pair.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 33453 is the most general concrete loading-regression report here, so it best represents the broad tokenizer/model-loading failure theme better than the more model-specific or unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 33453 is the best global anchor because it is broad enough to subsume related loading regressions and is more representative than niche model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both involve generation internals, but one is about no_grad decoration for cache updates and the other is a sync_gpus/model_kwargs bug." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video processor frame semantics and missing-vision-backend image processor errors are unrelated failure modes." + }, + { + "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:44222", + "accept": false, + "reason": "local_files_only network leakage and FP8 save_pretrained behavior are different subsystems and bugs." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting after failed training is unrelated to a tensor-parallel training bug." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A runtime UnboundLocalError in generate() is not the same as confusing forward() documentation." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Pipeline documentation drift and an unrelated issue title do not indicate the same bug." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading and the other is a specific Llama 3.2 Vision model-loading breakage." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Passing kwargs through RoFormer methods and not using the attention interface are related but distinct design/code-path issues." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained and FP8 inference support are different problems." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are separate missing-export issues." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network requests and an unrelated issue title are not the same underlying defect." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors and PretrainedConfig type-checking breakage are different regressions." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken transformers env CLI and PretrainedConfig type checking affect different code paths." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env-command breakage and Qwen2.5-VL import failure are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "huggingface_hub offline-mode import failure is not the same as the transformers env CLI regression." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "CLI completion breakage from huggingface_hub and the transformers env command are different issues." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Forward() documentation confusion and a missing layer_type_validation import are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "A generic v5/Qwen3-VL-Moe bug report and missing tensor-parallel plan for Qwen3_5Moe are not the same concrete bug." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training behavior and text-classification pipeline docs are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 Video attribute mismatch and trust_remote_code cache loading are different model-loading failures." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and cached trust_remote_code FileNotFoundError are separate loading/import issues." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "model_init not applying Liger Kernel and a DSA indexer discussion are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and a weight-conversion-script question are not the same bug." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "missing config field in Qwen3_5MoeVisionConfig and a special_tokens list error are different parsing/config bugs." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5-35B chat crash and a vague 'v5 breaks too many models' report are not the same concrete failure." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and an unrelated issue title are not duplicates." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The placeholder title 'racoon' provides no evidence of the same bug as Gemma-4 audio positional encoding." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Llama4Config pad_token_id missing and special_tokens list handling are different attribute/config problems." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "GenerationMixin cache missing during chunked_prefill and a cache-strategy typo are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel model_init behavior and FP8 inference on B200 are different performance/runtime issues." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention 2 support for NemotronHForCausalLM is unrelated to the placeholder 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": 27, + "review_unit_index": 63, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43867", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44393", + "issue:44466", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45341", + "issue:45381", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "issue:43867|issue:47110", + "issue:44273|issue:45542", + "issue:44485|issue:46664", + "issue:44623|issue:45230", + "issue:45381|issue:46664", + "issue:44273|issue:45003", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43572|issue:45850", + "issue:44466|issue:44556", + "issue:44077|issue:44861", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:44246|issue:44273", + "issue:44492|issue:45850", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44492|issue:46328", + "issue:42890|issue:44908", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:44704|issue:44908", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:44908|issue:45071", + "issue:41669|issue:45341", + "issue:44655|issue:44861", + "issue:41669|issue:44351", + "issue:43976|issue:46218", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:46018|issue:46172", + "issue:43519|issue:46655" + ], + "prepared_review_unit_hash": "960ff30747ac92c900ae72dc2a6cdb6e8fc6a625615e8d4cc3738853ea7f773c", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38133, + "estimated_input_tokens": 9534, + "estimated_eval_tokens": 19324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "High-noise cluster of mostly unrelated Transformers issues. The soft links are largely superficial topical similarities (v5 regressions, model/processor/import issues) rather than the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue cleanly fits this heterogeneous set; issue:45850 is the broadest umbrella for the repeated v5-regression complaints, but it is too generic to serve as a precise duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best standalone representative only as a high-level umbrella for the cluster\u2019s broad v5 breakage theme, but it is not a tight duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "Different failures: state-dict loading vs special_tokens dict handling; only superficial input/loading overlap." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading/import behavior vs TensorFlow backend detection; not the same bug path." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation issue vs SmolVLM video num_frames semantics; unrelated model code paths." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Concrete processor.save_pretrained missing-files bug vs a generic bug report; no evidence of the same defect." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug vs SmolVLM num_frames semantics; different processors and symptoms." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading problem vs unsafe sys.modules access in modeling_utils; separate internals." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-* performance issue vs chunked_prefill cache missing; not the same code-path problem." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config vs broad v5 breakage complaint; one specific config bug, one generic umbrella issue." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen3-VL/Qwen3_5 runtime failures: 2D bbox output vs infinite loop on one image." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Model output/hallucination bug vs PretrainedConfig type-checking regression; unrelated failures." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression vs broad v5 breakage complaint; not the same underlying bug." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "Tied-weight serialization inconsistency vs checkpoint reload failure after upgrade; related area but different defect." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSMixer post_init policy change vs tied-weight-key AttributeError; distinct model-loading issues." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 checkpoint compatibility, but one is general reload-after-upgrade and the other is remote-code/meta-init; not clearly the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance vs a typo in cache strategies; no duplicate relationship." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Generic v5 breakage vs a CLI incompatibility with huggingface_hub 1.22.0; different subsystem and root cause." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slow sometimes vs lazy loading not working properly; performance symptom overlap only." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo vs broad v5 regressions; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3_video/sam3_tracker config mismatch vs Liger Kernel not applied with model_init; separate feature/config bugs." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time cleanup/performance discussion vs inability to import one model class; not the same concrete failure." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance issue; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests vs inverse_sqrt scheduler kwargs ignored; one is test flakiness, the other scheduler behavior." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility regression vs Qwen3-VL output bug; different issue classes." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error vs generic bug report; no concrete overlap." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs passthrough vs scheduler kwargs handling; both kwargs-related, but different subsystems and bugs." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save mismatch vs generic bug report; not the same underlying problem." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "`transformers env` command broken in v5 vs scheduler kwargs ignored; unrelated functionality." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Env command breakage vs shell-operator allowlist bypass; different security/CLI paths." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs ignored vs PretrainedConfig type checking regression; separate API areas." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-* slowdown vs a testing_utils bug; no shared defect." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure vs tied-weight-key AttributeError; different save/load paths." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import performance cleanup vs missing HybridCache import; only superficial import-related overlap." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version support issue vs inability to import a specific Qwen3_5 model class; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion around model.forward args vs tokenizer loading regression; unrelated topics." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python version compatibility vs shell command allowlist bypass; no shared bug." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-V4 related, but one is shared-expert gating and the other is a dtype/transpose expression; too different to merge." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3-VL timestamp calculation vs SmolVLM video padding calculation; both video-related 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": 1, + "component_count": 27, + "review_unit_index": 64, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43976", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:44315|issue:44829", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:43576|issue:44273", + "issue:43298|issue:46095", + "issue:45468|issue:46894", + "issue:45230|issue:45310", + "issue:43976|issue:47177", + "issue:43519|issue:44485", + "issue:44485|issue:47177", + "issue:44273|issue:44908", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:43576|issue:46218", + "issue:41669|issue:43704", + "issue:44485|issue:45468", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:43704|issue:44485", + "issue:44861|issue:47110", + "issue:42371|issue:43704", + "issue:43352|issue:47177", + "issue:43502|issue:43519", + "issue:43606|issue:45468", + "issue:42913|issue:43066", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44861|issue:47059", + "issue:43704|issue:45341", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:28348|issue:45250", + "issue:44861|issue:45290", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:43618|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:45310", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "12255cf547dfb5e8c71471a31f1255016c0b3c846d212dd05548adfc83833608", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 48, + "serialized_chars": 41329, + "estimated_input_tokens": 10333, + "estimated_eval_tokens": 20922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most pairings share only vague transformer/model-loading language and are not true duplicates. I found no soft edge that safely merges into a single underlying issue or change.", + "confidence": 0.23, + "canonical_issue_reason": "Issue #44273 is the broadest loading-related report in the set and the least specific, so it is the closest available representative; however, the cluster is too mixed to treat it as a real duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "#44273 is the best issue representative only because it covers the widest loading/theme overlap; it is not a strong duplicate canonical due to the cluster\u2019s unrelated topics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Different failures: model_init application of Liger Kernel vs flash_attention_3 training degeneration." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation discussion vs shell-command allowlist bypass; unrelated bug classes." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU question vs Gemma-4 audio positional encoding bug; different code paths." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy-loading regression are different issues, only loosely v5-related." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support vs weight-conversion-script question; not the same bug." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Audio positional encoding bug vs training-loss double-shift bug; different model families and symptoms." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs specific Qwen3.5 MoE from_pretrained failure; too unspecific to match." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version compatibility issue vs tar/zip slip RCE vulnerability; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp bug vs GLM-5 RoPE implementation; separate processor/model logic." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation vs archive-extraction RCE; unrelated security vs model math." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading regression vs inverse_sqrt scheduler kwargs bug; different subsystems." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation in a processor vs scheduler parameter handling; no shared code path." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward args vs a model-loading breakage; not duplicates." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken CLI/env command vs import failure for Qwen3_5ForCausalLM; different failure modes." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf issue vs VRAM leak in dataloader threads; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and issues: GLM-5 RoPE vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad v5 compatibility complaint vs archive-write RCE; unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad regression report vs shell-command allowlist bypass; different security/modeling domains." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multi-threaded loading vs GLM-5 RoPE implementation; not the same bug." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Tied-weights helper crash vs special_tokens list/keys error; different APIs." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings guidance vs VRAM leak; unrelated topics." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Flash-Attention support gap vs zip-slip RCE; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Unwanted network requests during local_files_only vs processor timestamp bug; different areas." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch vs audio positional encoding bug; different code paths." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "General tokenizer behavior change vs wrong decoder type in v5; related theme but different concrete defects." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage complaint vs module import failure; not the same underlying bug." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp bug vs missing files on save_pretrained; unrelated save/load paths." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return semantics in DSA indexer vs Gemma-4 audio positional encoding; different subsystems." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight key handling vs CLI tests failing on huggingface_hub API change; unrelated." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak in dataloader threads vs a testing_utils bug; no shared code path." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2 support gap vs import failure for Qwen3_5ForCausalLM; different issues." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure vs Qwen3_5ForCausalLM import failure; both imports, but different symbols and likely different breaks." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2LMHeadModel flash-attention support request vs generic Flash Attention 2.0 issue; too broad and not the same artifact." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights helper crash vs chat-template tool-call crash; unrelated model-utils paths." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated placeholder 'Unemployment' issue." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Placeholder issue vs tar/zip-slip RCE; no relation." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Placeholder issue vs shell-command bypass vulnerability; unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo vs placeholder issue; no substantive overlap." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request vs processor.save_pretrained missing files; different features." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "GPT2 flash-attention support request vs NemotronH flash-attention gap; same general feature area but different models and requests." + }, + { + "left": "issue:43606", + "right": "issue:44998", + "accept": false, + "reason": "CPU offload bug vs placeholder issue; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading vs import error for layer_type_validation; different failure modes." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support request vs Qwen3.5 MoE from_pretrained error; different model and problem type." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate decoder mask bug vs slow checkpoint loading; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow run-state reporting bug vs slow checkpoint loading; no shared code path." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Loading performance issue vs tensor-parallel training bug; different subsystems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading speed vs forward API documentation confusion; not duplicates." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support vs FP8 inference support; different features and model 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": 27, + "review_unit_index": 65, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "9217295e1c6f996391e95383e7c64fb269d95cd2aba7803797e16a32284892e2", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011307, + "estimated_input_tokens": 252827, + "estimated_eval_tokens": 505910 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 8609, + "estimated_input_tokens": 2153, + "estimated_eval_tokens": 4562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated model bugs, config/type-hint problems, tokenizer warnings, and attention/loss plumbing. None of the soft pairs look like the same underlying bug, so they should all be kept separate.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items are not duplicates and do not share a single code path or fix.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong representative for deduplication because the cluster is a loose similarity grouping, not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Different models and different problems: Mamba init-weights behavior vs RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated subsystems and bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A type-hint mistake in ModernBERTConfig is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value usage and loss-function kwargs propagation are different code paths and fixes." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs passing is unrelated to RoFormer attention interface implementation." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value handling does not match a tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "These concern different model components and distinct bugs, not one shared defect." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "ignore_value handling and a typo in quantization_operation are unrelated issues." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hinting and a quantization typo are not the same bug or fix." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Missing kwargs in loss calculation and an incorrect config type hint are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMS-norm question is unrelated to ModernBERTConfig norm_eps typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value behavior and a config type-hint issue do not share a concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 27, + "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": "2eddf930facaad60005311327e06b35be8475305a6ec774734da4c5c29dca1ae", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are not duplicates: one is about a truncation option in tokenization, one about ReduceLROnPlateau-style learning rate scheduling, and one about Wav2Vec2 word boundary timestamps. They only share weak lexical similarity, not the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different features in different model/tokenizer areas: truncation strategy vs Wav2Vec2 timestamp extraction. No shared bug or change target." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Tokenization truncation request and learning-rate scheduler request are unrelated; only superficial similarity in being feature asks." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "ReduceLROnPlateau-like functionality and Wav2Vec2 word offsets are unrelated subsystems and problems." + } + ] + }, + "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": 27, + "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": "27a5412f37017fa96d3636f1e685c7439474a132673f08e155fa4578daabc7fc", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not appear to be duplicates. One is about Tapas tokenization mismatch, one about a bad auth-related download error for private models, and one is a generic model-loading failure for bert-base-uncased. The only loose thematic overlap is around model loading/download, but the reported problems are too different to merge confidently.", + "confidence": 0.83, + "canonical_issue_reason": "issue:16618 is the broadest and most central of the three because it concerns a core model-loading failure, while the others are either a specific authentication/download-message problem or an unrelated tokenization discrepancy.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the best representative issue for the cluster if one must be chosen, since it is the most general and likely to capture the main model-loading symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different underlying bug: Tapas tokenization parity with TensorFlow code versus a failure to load bert-base-uncased. Same general NLP stack, but not the same defect." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model download/loading, but 15980 is specifically about the error message when unauthenticated access to a private model fails, while 16618 is a generic inability to load a public model." + } + ] + }, + "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": 27, + "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": "57947809fed4104ec2a70df2f460ce4e3834e7c1049194ca35d0a02659414b2c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct feature-request issues: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share only a broad community-contribution framing, not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #26350 is the more active and older of the two, so it is the better representative of the cluster even though it is not a duplicate of #33260.", + "canonical_pr_reason": null, + "best_issue_reason": "#26350 is the best cluster representative because it has substantially more discussion activity and is the more established request, but it should still be treated as separate from #33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Reject: these request different capabilities in different parts of the stack (Flash Attention 2 vs GGUF support). The similarity is only at a high-level feature-request pattern, not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 27, + "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-27088-10", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931", + "issue:47299" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:47299", + "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:47299", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:47299", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:47299", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:47299", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:47299", + "issue:44370|issue:46222", + "issue:44365|issue:46222", + "issue:43834|issue:46222", + "issue:46222|issue:46226", + "issue:46226|issue:46931", + "issue:46226|issue:47299", + "issue:46931|issue:47299" + ], + "prepared_review_unit_hash": "90b6461c844f85253aa406dacbca40c1308e5c97307a82bec71086f3baf5d3d2", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18660, + "estimated_input_tokens": 4665, + "estimated_eval_tokens": 9586 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18660, + "estimated_input_tokens": 4665, + "estimated_eval_tokens": 9586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly templated i18n-docs translation requests, but they appear to be for different languages or are noisy placeholder/spam-like entries. High textual similarity alone is not enough to treat them as duplicates, so none of the soft edges should be merged.", + "confidence": 0.66, + "canonical_issue_reason": "issue:27088 is the clearest, earliest human-readable translation request and the best representative anchor for the cluster\u2019s i18n-docs theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:27088 is the most legible/open issue with discussion; it is the best issue to anchor triage, though the others are still separate requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same broad translation-docs theme, but this is a separate language request/template variant, not the same underlying task." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "High body similarity, but different translation request context; not a true duplicate." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Template-similar i18n issue, but no evidence it is the same language or same concrete request." + }, + { + "left": "issue:27088", + "right": "issue:47299", + "accept": false, + "reason": "The right-hand title is noisy/garbled; no sign it is the same docs-translation request." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language target, so this is a separate translation request rather than a duplicate." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Same subsystem, but Turkish and Spanish translation requests are distinct work items." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Separate language request versus placeholder issue; not the same change." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Similar template, but no evidence of the same language or same underlying request." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are distinct tasks, not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Only generic i18n similarity; not enough to conclude the same issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Same docs-translation area, but different language request/placeholder variant." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Templated similarity only; no concrete duplicate evidence." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Placeholder titles do not establish the same underlying translation change." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "Noisy/garbled title on the right; not clearly the same request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different content and likely unrelated/noisy request; not a duplicate." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "These look like separate template instances, not one concrete issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Very similar wording, but nothing indicates the same exact request or language." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "The right-hand issue is noisy and does not match the left-hand translation request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different-looking/noisy issue; not the same underlying change." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Unrelated garbled title versus a templated translation issue; not a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Nearly identical template, but still just separate translation request entries without concrete duplicate evidence." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Noisy title on the right; not the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different/noisy request, not a shared underlying bug or change." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "The titles do not describe the same concrete task." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Noisy title mismatch; insufficient evidence of duplication." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different/noisy issue rather than the same translation request." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Not the same language request or change." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Both are noisy, but not clearly the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Same broad i18n theme only; one is a templated issue and the other is noisy text." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Template-similar but not the same concrete request." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "No evidence these represent the same translation task." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Both are noisy/nonstandard titles, but not demonstrably the same issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Distinct garbled titles; no duplicate signal beyond weak soft similarity." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "Noisy titles do not establish a shared underlying bug/change." + }, + { + "left": "issue:46931", + "right": "issue:47299", + "accept": false, + "reason": "Both look like unrelated noisy content, not the same docs translation request." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "51f47d628f4a58622ad957c07700dd30ab074f983756112ca3f61c644684e7b0", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28616, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28616, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These items are mostly unrelated model/architecture request issues across different models and modalities. They do not look like duplicates of one underlying bug or change, and there are no PRs to evaluate.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the cluster is heterogeneous and spans distinct model-addition requests, not a single duplicated problem.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative; the requests are too diverse to safely collapse into one canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Same broad keypoint area, but RoMa matcher and LoMa detector+matcher are different requested changes." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa keypoint matcher vs MiniCPM3 architecture are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config and DEIMv2 are different models with different integration work." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert and Qwen3-TTS are different model families/modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert and XiaoMi MiMo are different model requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different vision models, not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is a detector; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and OpenAI sparse transformer are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model families and tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated modalities and implementations." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the OpenAI sparse transformer request are not the same code-path change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT is unrelated to LFM2.5 Audio." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct model requests, not duplicates." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture and Qwen3-ASR are different model integrations." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse transformer request are different concrete changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different models with different integration paths." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model families/modalities." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are different models." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; BERT-like models with RoPE is a broader architectural feature request." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like models with RoPE and XiaoMi MiMo are not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE and Mirko Privitera are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated models/modalities." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model additions." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and Mirko Privitera are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR share a family name but request different modality support and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different audio model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the sparse transformer request are different changes." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the weight-sparse transformer request are different models." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different modalities and models." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio and Granite SWA+sink are not the same change." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI sparse transformer and EUPE are different model requests." + }, + { + "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 unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model integrations." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are distinct model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and Mirko Privitera are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS and Mirko Privitera are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "91b4c2a1cdb928b603d0ade6273f264844371fd153f1c785ad24198984684e28", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is a docs request to add Pruna as an optimization framework, while the other is a Vision RoPE refactor. They concern different areas and different types of work.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No canonical issue for this cluster; the items are unrelated. If a representative is needed, issue 46443 is the more substantive technical issue, while issue 38740 is a docs-only request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different topics and work types: documentation feature request vs. Vision RoPE refactor. No shared code path or duplicate bug/change signal." + } + ] + }, + "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": 27, + "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": "6220ee29d515d7d2319e5148380d981c1e00c10fe67b6fe9dd7520d4395de324", + "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 not duplicates: one is about block decoding behavior, the other about adding DeepSeek v3.2 support. They describe different features/problems with no clear overlap.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical duplicate target because they concern different underlying requests; no single issue should absorb the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and likely different code paths: block decoding versus model/version support. The titles do not indicate the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "16a908e4bd9fb4d75315aef4fa875bbbc3bec4f00a58b6d551d59b17ea5a15b5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate feature requests in different areas of model optimization: one for a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, and one for integrating TiledMLP to reduce memory footprint. They do not look like duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly scoped request and is a better representative of the cluster than the broader TiledMLP proposal.", + "canonical_pr_reason": null, + "best_issue_reason": "41306 is the best single issue to anchor the cluster, but only as a representative; the two issues are not the same underlying change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different components and changes: `from_pretrained()` support for FLCE/TiledFusedLogitsLoss vs. integrating TiledMLP for memory reduction. No shared code path or same concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 27, + "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": "ad65975a5ad6533f81ab6921e175974a4ee6b2892b292aa23dfa034adafec652", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to Trainer extensibility, but they describe different problems: one is about `remove_unused_column` customization, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No clear duplicate cluster here; issue 43598 is the more specific Trainer customization request, but it does not subsume FLOPS estimation.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the clearest, most focused issue in the pair, but it is not a good global representative because the other issue targets a separate behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying bugs/features: `remove_unused_column` behavior vs FLOPS accounting for custom trainers. They share the Trainer area but not the same code-path problem." + } + ] + }, + "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": 27, + "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": "5dea15269b52525eaac8f50e2ee5a8801809de06689ebc38744c95a3e7cec289", + "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 not duplicates: one asks for Qwen3-Omni model registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different APIs.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue exists here; 43684 and 44405 are distinct feature requests. If forced to pick a representative, 43684 is the broader registration/API request, but it does not subsume 44405.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the better representative of the set only because it is broader and more general, but it is not a duplicate of 44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different requests for different capabilities: Qwen3-Omni registration vs Qwen3.5 sequence classification support. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 27, + "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": "f8741b1516caade0832903d063ef2492758df46f7367eafec7ce2abad271b2ab", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four issues are very low-signal and only share superficial title similarity; there\u2019s not enough evidence to confirm any pair is the same underlying bug. The three \"huggingface\" issues look like near-duplicates, but the available metadata is too sparse to accept merges confidently.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43845 is the cleanest representative because it is one of the repeated \"huggingface\" reports and is the earliest of that set; however, none of these issues has enough detail to be strongly canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best issue candidate because it is the earliest of the repeated-title cluster and is as representative as the others given the lack of body/target details.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Only weak title similarity; no body details, targets, filenames, or references to show the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Only weak title similarity; the metadata is too sparse to confirm a shared bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Only weak title similarity; no substantive evidence they describe the same problem." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Titles match, but there is still no concrete evidence from the bodies or metadata that they are the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same repeated title, but the available information is insufficient to safely deduplicate." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same repeated title, but no deeper evidence links them to the same underlying report." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "ec98ff6993f06313f3e7a0479ace1b0775c408037433ec227ca68c868e450cb1", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7358, + "estimated_input_tokens": 1840, + "estimated_eval_tokens": 3936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like a grab bag of unrelated low-quality/spam issues rather than true duplicates. The titles overlap only superficially, and there\u2019s no body or linkage evidence tying them to the same underlying problem.", + "confidence": 0.34, + "canonical_issue_reason": "issue:44371 is the clearest generic spam placeholder and the most defensible stand-in for the cluster, but the items are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the safest single representative only because it is the most generic and least specific entry; however, no issue in this set is a strong canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no indication they describe the same report or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Generic spam titles alone are not enough to treat these as the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "A documentation suggestion and a spam placeholder are unrelated." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "\u2018Community benchmark tip\u2019 is a different topic from a spam placeholder." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "\u2018Check out \"Google LLC\"\u2019 appears to be a different spam/promo-style issue, not the same report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement and spam placeholder do not share a concrete underlying problem." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "These have no evidence of describing the same bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like titles, but the text is too generic to conclude they are duplicates." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Different titles and no shared target or code-path evidence." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "These look like separate spam/promotional issues rather than one underlying item." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "No evidence they refer to the same issue; only broad low-quality similarity." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Different spammy phrasing, but not the same underlying report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 27, + "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": "7bc111a85bea607066a3713dfcc0ce340c94d7e319600c15153ad7bb1770b48f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues appear to be duplicates: same title, very similar body size, and no distinguishing issue links or filenames. Issue #45145 is the better canonical issue because it was opened first and has the only inbound reference.", + "confidence": 0.98, + "canonical_issue_reason": "#45145 is the earlier report and already has an inbound reference, making it the best representative for this duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 best captures the cluster because it predates #45151 and appears to be the source issue others referenced.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and highly similar content strongly indicate the same underlying issue; no evidence suggests they are distinct problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the issues share an identical title, similar body size, and no conflicting links or filenames. Choosing #45145 as canonical is conservative and supported by its earlier timestamp plus the single inbound reference. The soft-edge duplicate verdict is appropriately tentative rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 27, + "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": "c0df5e41a6ba069ddcdf0ea923c4f2a930fcbf12f2e146af1386d4c9dc1c377c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated spam-like person/date entries and do not describe the same bug, request, or code change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a suitable canonical representative for the other; they appear to be separate, unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762 (Mirko Privitera 30-09-1990)", + "right": "issue:45763 (Ivan privitera 02-09-1993)", + "accept": false, + "reason": "Different names and dates with no shared problem description, code context, or explicit linkage; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 27, + "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": "7816202a97b435d4c87268ee4e0ea51d112ffa9a029be7db991592ba583856f0", + "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": "These two closed issues do not appear to be duplicates of the same bug/report; they are unrelated name-and-date titles with no body content or linking evidence, so the soft similarity is not enough to cluster them together.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative because there is no substantive problem description, no shared context, and no evidence they refer to the same underlying issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles only resemble personal-name records with different names/dates; there is no bug report content, shared target, or concrete evidence of the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 27, + "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": "b82a701199ccfac4a34b7b1729f56e2901c3de82f037f347f27a70a8e0e34d78", + "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": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification model class, while the other asks for FP8 training support. They touch different features and code paths.", + "confidence": 0.97, + "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: model-class feature support vs FP8 training support. Similar ML scope is too broad to treat as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 27, + "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": "2addb4bae2147066253685b10379cdacce6bc25ffb5c0d720029da1b4e674861", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster splits into two exact duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate dataset promo/request and does not look like the same underlying issue as the others.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45870 is the best canonical representative of the exact duplicate pair 45870/45871 because the titles and bodies match closely and it is the earlier report; the 45872/45873 pair is a separate duplicate topic, and 45869 is unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest keep-open candidate: it is an exact duplicate target with clear evidence, appears earliest in its pair, and is cleaner than the unrelated dataset post.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifact types/content: a dataset promo vs a financial prediction example. Similar finance wording only, not the same underlying request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as 45869/45870: broad financial theme only, but the dataset post is not the same issue as the example request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and matching body length/content pattern; this is an exact duplicate issue report." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series, but one is an example request and the other adds a scraping service; these are different underlying issues." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870/45872: overlapping finance wording, but not the same concrete issue/change." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "The repeated example request is distinct from the scraping-service themed request; too different to treat as duplicates." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45871/45872: related domain, but different underlying request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and matching body length/content pattern; this is an exact duplicate issue report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is broadly grounded in the packet: 45870/45871 and 45872/45873 have identical titles and identical body lengths, while 45869 is clearly on a different topic by title. The soft-edge verdicts are conservative overall. Minor caution: phrases like \"exact duplicate\" and \"bodies match closely\" go a bit beyond the visible evidence, but not enough to invalidate the clustering conclusion." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "f5e118ed87ccbe77387000aba7699a5cd94f761e19d282454fa8e6d8640472a6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern `cache_implementation=\"static\"` and linear-attention/Qwen3.5 behavior, but they appear to describe different failure modes: one is a shape corruption/runtime error during `early_initialization`, the other is a `KeyError` for `linear_attention` on Qwen3.5. Related area, not the same bug.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the broader and more concrete regression report: it names the affected code path (`early_initialization`) and the resulting shape corruption/runtime error in linear-attention layers.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the better representative because it describes the underlying static-cache/linear-attention breakage at the code-path level, rather than a single model-specific crash symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Same subsystem, but not clearly the same underlying bug: one report is a shape-corruption `RuntimeError` in `early_initialization`, the other is a `KeyError: 'linear_attention'` on Qwen3.5. Different concrete failures, so do not merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "ea835c21960c303751008c1b01a36ff870740e4ac7f3aef064347f2af5d85d2b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two items are duplicate issue reports for the same Wav2Vec2CTCTokenizer v5 special-token delimiter bug; the open issue is the better canonical target.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is the open, active report for the exact same title/body as #46551, so it is the better canonical issue to keep discussion consolidated.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the best issue overall because it is still open and has inbound references, making it the most suitable ongoing tracker for this bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and body, same underlying tokenizer bug, and no evidence of distinct behavior or scope differences; this is a straightforward duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: both issues have identical titles and body lengths, and the soft pair shows exact similarity. Selecting the open issue with inbound references as the canonical tracker is conservative and supported. The duplicate verdict is appropriately cautious and there is no overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "356a4d142419c853f29624a7f75b3258a5a890429870814de2b40dbf83c3d796", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one reports a tensor-shape mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2 training. They describe different failure modes and likely different root causes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the more concrete and narrowly defined report, with a specific runtime error class that is easier to triage than the broader OOM symptom in 46692.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different bugs: a tensor size mismatch versus an out-of-memory condition after some epochs. They do not appear to share the same underlying code-path failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "f041ed90e8d32983d51c9b5bd8d4e051939ff38263b28ab36196409e55ca3b34", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe different bugs in different loading paths: one is a ZeRO-3 zero.Init partitioning/OOM problem for a composite VL model, the other is a 4-bit + device_map='auto' + max_memory placement error. They should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 46822 is the better canonical issue only within this cluster because it is the more specific, currently open report and clearly states the failing code path and symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the stronger representative for triage because it names the exact affected mechanism (ZeRO-3 zero.Init) and the concrete model structure causing the OOM.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Reject: these report unrelated failure modes. 46822 is about ZeRO-3 not partitioning a composite language submodule during multi-GPU loading, while 46823 is about 4-bit auto device mapping incorrectly placing modules on CPU despite sufficient memory." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-18", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182", + "issue:47227", + "issue:47256", + "issue:47265", + "issue:47279", + "issue:47309" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47120|issue:47256", + "issue:47120|issue:47279", + "issue:47120|issue:47265", + "issue:47120|issue:47309", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47182|issue:47309", + "issue:47227|issue:47256", + "issue:47227|issue:47309", + "issue:47227|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47265", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47102|issue:47256", + "issue:47265|issue:47279", + "issue:47265|issue:47309", + "issue:47279|issue:47309" + ], + "prepared_review_unit_hash": "830cd80cec8ccefa0b5eb077c5af47dc480e39cfdfe6d982f251d5b9d2106e22", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 54, + "serialized_chars": 29497, + "estimated_input_tokens": 7375, + "estimated_eval_tokens": 15006 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 54, + "serialized_chars": 29497, + "estimated_input_tokens": 7375, + "estimated_eval_tokens": 15006 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are sequential dated integration-failure triage threads, not clear duplicates of one underlying bug. The cluster is best treated as a rolling triage series, with the latest open thread as the most useful anchor.", + "confidence": 0.91, + "canonical_issue_reason": "issue:47309 is the latest open triage thread, so it is the best anchor if this series needs one canonical issue; earlier items look like prior daily triage threads rather than duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47309 is the most current and still-open discussion point, making it the most suitable issue for future updates, even though the items are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage-series template and adjacent dates, but no evidence of the same underlying bug or change." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "These appear to be separate daily triage reports, not one duplicate issue." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Date-stamped triage threads; similarity is formatting, not shared root cause." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Same recurring triage label, but no concrete evidence they describe the same failure." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Different dated triage threads; likely successive reports, not duplicates." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "High textual similarity, but the items look like separate daily triage entries." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "No shared issue target or code-path evidence; just the same triage template." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Recurring daily triage items should not be merged as duplicates without stronger evidence." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Same series, different date; not enough to say it's the same bug." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "These are sequential triage reports, not clearly the same underlying failure." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "The similarity is from the shared triage title, not a concrete duplicate signal." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "No bug-level evidence; these look like distinct daily tracking issues." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Likely adjacent daily triage threads rather than one issue." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Same monitoring workflow, but separate dated reports." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "No concrete indication they describe the same failure instance." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "These appear to be next-day triage entries, not duplicate bugs." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Same broad topic only; no evidence of the same root cause." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Date-series similarity alone is insufficient for a duplicate merge." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Different triage days; no explicit shared failure details." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "These look like rolling triage logs, not one bug report." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "High Jaccard from templated text, but no shared concrete issue." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "No evidence these refer to the same code-path problem." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Same triage series, but different dates and likely different runs." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Not enough detail to collapse separate daily triage threads." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Adjacent dated triage issues; likely successive tracking, not duplication." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Shared title template only; no concrete duplicate evidence." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "These appear to be separate triage reports for different days." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Same rolling triage topic, but not the same underlying bug report." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Different dates in the same triage series; no same-bug signal." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "The similarity is procedural, not about a shared code defect." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "No explicit overlap beyond the repeated triage title." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "These are likely separate daily reports, not a single duplicate issue." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "No evidence of identical bug context or same fix." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Similar triage-series wording only; not a mergeable duplicate pair." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Still just the same recurring triage naming pattern, not a concrete duplicate." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "The titles suggest consecutive daily triage threads, not one issue." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "No shared bug description; only shared triage structure." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "These look like separate dated incidents or reports in the same tracker." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "Same broad integration-failure topic, but not the same underlying defect." + }, + { + "left": "issue:47120", + "right": "issue:47309", + "accept": false, + "reason": "Different dates and no concrete evidence they are the same failure." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Likely successive triage entries rather than duplicate bugs." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Shared template only; not enough to consolidate." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "No code-path or target overlap shown, just dated triage text." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "These appear to be separate triage notes for different days." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Same monitoring series, but no evidence of the same bug instance." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "High textual similarity from the recurring triage title, not from bug identity." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "No strong signal that one fix would resolve both." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "Separate date-stamped triage issues; not the same change request." + }, + { + "left": "issue:47227", + "right": "issue:47309", + "accept": false, + "reason": "These are rolling triage records, not duplicate issue reports." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "Different daily triage entries; no shared concrete defect." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "Same series, different report date, no same-bug evidence." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Nothing indicates these should be merged as one issue." + }, + { + "left": "issue:47265", + "right": "issue:47309", + "accept": false, + "reason": "The overlap is only in the triage template and subsystem name." + }, + { + "left": "issue:47279", + "right": "issue:47309", + "accept": false, + "reason": "Separate daily triage items; not a duplicate pair." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "cc07e724d25cd766cce8ab3af73d25aa83406048d1f61785fd177d38e75a5b81", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues appear to be duplicates of the same request to add RWKV7 model support. Issue 46984 has slightly more discussion activity, so it is the better canonical/best representative.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46984 is the better canonical issue because it has more discussion activity and is otherwise the same request as 46983.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46984 is the best issue representative: identical title, same apparent request, and a bit more conversation than 46983.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and clearly the same underlying feature request; strong duplicate signal." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: both issues share the same title, have high soft-similarity, and 46984 has more discussion activity, so choosing it as the canonical/best representative is conservative. The duplicate wording is appropriately hedged as an appearance rather than a certainty." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "0dd9446fe2d3c2b809acf8f04ad37a8e756bbff166f915964b262ba3646465c6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are thematically close, but they read as different discussions: one is a lessons-learned piece about using advanced LLMs, while the other is a broader transformers-based vulnerability discovery system concept. I would not treat them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 47015 is the more direct and broadly framed representative of the shared AI/cybersecurity theme, but the pair does not appear to be the same underlying request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47015 is the better single representative for this cluster because it is more concrete and central, whereas 47007 is more of an experiential/lessons-oriented writeup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "Same broad topic area, but not the same underlying issue: one focuses on lessons from advanced LLM usage, the other on a novel transformers-based vulnerability discovery system." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 27, + "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-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "e0958cc7a35e9fa6bfe9701c6d3ece95e488e8e4701ceb21d395c4cbb05f20f7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two open issues are highly similar and likely duplicates: they share the same title, the same body length, very close creation times, and a soft_similarity signal with jaccard 1.0. The packet does not expose the issue bodies, so the duplicate call should be framed conservatively. #47138 has slightly more inbound references and was created first, making it the best canonical anchor.", + "confidence": 0.94, + "canonical_issue_reason": "#47138 is the better canonical issue because it was created first and has slightly more inbound references; the packet shows it is highly similar to #47139, though the body text itself is not visible.", + "canonical_pr_reason": null, + "best_issue_reason": "#47138 is the best representative issue to anchor deduping because it is the earliest of the pair and has marginally higher inbound reference activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Same title, identical body length, near-simultaneous creation, and jaccard 1.0 soft_similarity make these very likely duplicates; the body text is not shown, so this is a conservative but acceptable duplicate match." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call is plausible, but the writeup is a bit too strong for the packet. What is directly supported is: same title, same body length, close creation times, and a soft_similarity signal with jaccard 1.0. The packet does not show the issue bodies, so phrases like \"indistinguishable metadata\" and \"same underlying bug report\" overstate what is visible. A more conservative summary would say the issues are highly similar and likely duplicates, with #47138 having slightly more inbound references." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-76", + "nodes": [ + "pull_request:43251", + "pull_request:43254", + "pull_request:44775", + "pull_request:46196", + "pull_request:46266", + "pull_request:46267", + "pull_request:46376", + "pull_request:46395", + "pull_request:46836", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46990", + "pull_request:46995", + "pull_request:47003", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47090", + "pull_request:47093", + "pull_request:47108", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47210", + "pull_request:47212", + "pull_request:47216", + "pull_request:47243", + "pull_request:47268", + "pull_request:47275", + "pull_request:47284", + "pull_request:47292", + "pull_request:47294", + "pull_request:47295", + "pull_request:47301", + "pull_request:47320", + "pull_request:47323", + "pull_request:47336", + "pull_request:47346", + "pull_request:47350" + ], + "soft_pairs": [ + "pull_request:43251|pull_request:43254", + "pull_request:47336|pull_request:47346", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:46958|pull_request:46974", + "pull_request:47268|pull_request:47284", + "pull_request:46954|pull_request:46958", + "pull_request:47173|pull_request:47284", + "pull_request:47202|pull_request:47204", + "pull_request:47284|pull_request:47292", + "pull_request:47108|pull_request:47202", + "pull_request:47204|pull_request:47243", + "pull_request:47077|pull_request:47078", + "pull_request:46266|pull_request:46957", + "pull_request:47077|pull_request:47212", + "pull_request:47173|pull_request:47184", + "pull_request:47166|pull_request:47173", + "pull_request:46376|pull_request:47202", + "pull_request:47077|pull_request:47275", + "pull_request:44775|pull_request:47275", + "pull_request:46990|pull_request:47336", + "pull_request:47275|pull_request:47301", + "pull_request:46995|pull_request:47323", + "pull_request:46912|pull_request:47179", + "pull_request:47216|pull_request:47275", + "pull_request:46196|pull_request:47202", + "pull_request:46912|pull_request:47284", + "pull_request:47163|pull_request:47284", + "pull_request:46836|pull_request:47202", + "pull_request:47003|pull_request:47204", + "pull_request:46395|pull_request:47181", + "pull_request:44775|pull_request:47350", + "pull_request:47093|pull_request:47275", + "pull_request:46196|pull_request:47210", + "pull_request:46995|pull_request:47163", + "pull_request:47163|pull_request:47173", + "pull_request:46912|pull_request:47082", + "pull_request:44775|pull_request:47301", + "pull_request:47204|pull_request:47295", + "pull_request:46196|pull_request:46995", + "pull_request:47077|pull_request:47301", + "pull_request:44775|pull_request:47077", + "pull_request:46376|pull_request:46995", + "pull_request:47108|pull_request:47350", + "pull_request:46995|pull_request:47181", + "pull_request:47294|pull_request:47320", + "pull_request:47166|pull_request:47292", + "pull_request:46267|pull_request:47181" + ], + "prepared_review_unit_hash": "0a41442cecd1dd67de42980b2516c7aa2c38990f4ce972fb50b597c517b6d636", + "component_budget": { + "node_count": 76, + "item_count": 76, + "soft_pair_count": 211, + "serialized_chars": 264338, + "estimated_input_tokens": 66085, + "estimated_eval_tokens": 132426 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 48, + "serialized_chars": 126844, + "estimated_input_tokens": 31711, + "estimated_eval_tokens": 63678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a mix of unrelated PRs; there is no single global duplicate cluster. The only strong duplicate-like groups are the `fixed_cross_entropy` kwargs fixes and the CohereASR training-loss double-shift fixes.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47090 is the cleanest single-purpose fix for the CohereASR double-shift bug, and it overlaps most directly with the other CohereASR variants in the set.", + "best_issue_reason": null, + "best_pr_reason": "PR 47090 is the best representative for the coherent duplicate subcluster: focused scope, explicit issue link, and the same concrete loss-path bug as the nearby CohereASR PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same `fixed_cross_entropy` change for issue 43240: both pass supported kwargs through to `nn.functional.cross_entropy` in the same code path." + }, + { + "left": "pull_request:47336", + "right": "pull_request:47346", + "accept": false, + "reason": "Both touch `save_pretrained`, but they fix different problems: offloading detection vs. a dict-comprehension syntax bug." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same underlying CohereASR training-loss double-shift bug; both alter the loss call so labels are not shifted twice." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR double-shift issue and same loss path, just with a different implementation." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Different bugs and code paths: CohereASR training loss vs. a MusicGen generate typo." + }, + { + "left": "pull_request:47268", + "right": "pull_request:47284", + "accept": false, + "reason": "Unrelated test fixes for different models; they do not fix the same bug or change." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Different failures in different models: pytest-v9 strict-FP32 cleanup vs. CohereASR loss handling." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47284", + "accept": false, + "reason": "Both are test-related, but they cover different models and different failure modes." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "Both are CI/docker changes, but one removes a workflow and the other adds exporter dependencies; not the same fix." + }, + { + "left": "pull_request:47284", + "right": "pull_request:47292", + "accept": false, + "reason": "Different model test updates for different bugs; no shared concrete change." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "Unrelated documentation pin-comment tweak vs. docker-image-builder removal." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47243", + "accept": false, + "reason": "Both mention exporter tooling, but one is Dockerfile dependencies and the other is executorch exporter logic fixes." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both are Japanese doc edits, but they are different translation/wording changes rather than the same content fix." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Different feature areas: modernizing DINO conversion/model support vs. finegrained FP8 decode optimization." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47212", + "accept": false, + "reason": "Different docs: Japanese translation updates vs. KV-cache quantization documentation." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "Both are accelerator-aware test changes, but they target different models and different assertions." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Different test suites and different issues; not the same underlying bug." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47202", + "accept": false, + "reason": "Multimodal continuous batching support vs. docker workflow cleanup are unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47275", + "accept": false, + "reason": "Japanese docs work vs. a new model addition; unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47275", + "accept": false, + "reason": "General docs/navigation changes vs. a new model implementation; not the same change." + }, + { + "left": "pull_request:46990", + "right": "pull_request:47336", + "accept": false, + "reason": "Both involve save/offload infrastructure, but one is orchestration/CI and the other is a specific save_pretrained bug fix." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47301", + "accept": false, + "reason": "Completely different work: model addition vs. assisted-decoding documentation." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47323", + "accept": false, + "reason": "MLU flash-linear-attention availability vs. DeepGEMM multi-device fixes are different kernels and different bugs." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47179", + "accept": false, + "reason": "RoPE test coverage and Granite-swa model support are unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47275", + "accept": false, + "reason": "Compressed-tensors fp8 support vs. EfficientVit-SAM model addition are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47202", + "accept": false, + "reason": "SDPA dispatch support and docker workflow deletion are unrelated changes." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47284", + "accept": false, + "reason": "RoPE testing and Mimo-v2-flash test fixes are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47284", + "accept": false, + "reason": "Both are test fixes, but for different models and different issues." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47202", + "accept": false, + "reason": "Unlimited OCR model addition vs. docker builder removal are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "OpenVINO exporter work vs. Dockerfile exporter-test dependencies are different changes." + }, + { + "left": "pull_request:46395", + "right": "pull_request:47181", + "accept": false, + "reason": "Param2MoE and Cosmos3 Edge are separate model additions." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47350", + "accept": false, + "reason": "Docs parallelism update vs. Inkling model/docs addition are unrelated." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47275", + "accept": false, + "reason": "OpenPangu-V2 model support and EfficientVit-SAM support are unrelated features." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47210", + "accept": false, + "reason": "Both involve attention internals, but SDPA dispatch support and packed-varlen routing are distinct code paths." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "Flash-linear-attention availability and paged-attention test support are different problems." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47173", + "accept": false, + "reason": "Both are accelerator test updates, but they address different test files and different expectations." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47292", + "accept": false, + "reason": "RoPE tests vs. XPU test adjustments for tipsv2_dpt are unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47275", + "accept": false, + "reason": "Compressed-tensors fp8 support and EfficientVit-SAM model support are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Different backend support changes: SDPA dispatch vs. flash-linear-attention availability." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47301", + "accept": false, + "reason": "Japanese translation updates and MTP docs are unrelated documentation changes." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47077", + "accept": false, + "reason": "Different documentation subsystems and different edits." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46995", + "accept": false, + "reason": "Continuous batching multimodal support and flash-linear-attention availability are unrelated." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47350", + "accept": false, + "reason": "Doc-builder pin comment cleanup vs. Inkling docs/model work are unrelated." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47181", + "accept": false, + "reason": "Flash-linear-attention availability and Cosmos3 Edge model support are unrelated." + }, + { + "left": "pull_request:47294", + "right": "pull_request:47320", + "accept": false, + "reason": "Kernel-native causal_conv1d support and response_schema deprecation are unrelated." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47292", + "accept": false, + "reason": "Different quantization/test suites with different accelerator expectations." + }, + { + "left": "pull_request:46267", + "right": "pull_request:47181", + "accept": false, + "reason": "Serve chat parsing updates and Cosmos3 Edge model support are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": 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not the same bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer method additions are unrelated to adding the MobileLLM model." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-from-pretrained robustness fixes are unrelated to the MobileLLM model addition." + }, + { + "left": "pull_request:43424", + "right": "pull_request:47301", + "accept": false, + "reason": "ExecuTorch export tests and MTP docs are unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "MobileLLM model addition is unrelated to config resolution ordering." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes do not match the layrnorm->layernorm renaming/conversion fix." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic-shape export testing is unrelated to Mistral4 test fixes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "A new MobileLLM model and Falcon output-interface refactoring are different changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs plumbing is unrelated to the MobileLLM addition." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to adding a TDT loss kernel." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch export testing and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Passing kwargs to cross_entropy is unrelated to Mistral4 test fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests and config-resolution ordering are different code paths." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactoring is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests are unrelated to the model-creation skill scaffolding." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug and same issue target 46894; 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They touch separate model families and would not 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": 3, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "96f0aa7040395bcc9a9762b1c5c923d0542f8843c330a2ba7da95b120ad62655", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related GitHub Actions maintenance PRs, but they target different action families and different compatibility upgrades, so they should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the broader representative of the cluster because it updates core workflow actions for Node 24 compatibility across many workflows, whereas #42976 is a separate upgrade of build-push-action and a few other workflow actions.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the stronger standalone representative: it has the clearest single theme (Node 24 compatibility) and touches a wider set of workflows than #42976.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both PRs update GitHub Actions in workflow files, but they fix different underlying changes: #42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while #42976 upgrades docker/build-push-action and related workflow actions. They are not the same concrete bug/change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "091102ef6906586669588938bd60ee81e94a23d27874087494b0c07bfacb75cd", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13045, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13045, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "1f84230eef67d0a1bce3b0c200b4bde2d5006c349f2344af43d3d3b7ef19b1af", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are unrelated PRs. The only plausible duplicate/overlap is the YOLOS device-mismatch fixes in PRs 46886 and 46922; the rest touch different models or infrastructure and should not be merged together.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the best canonical PR: it addresses the YOLOS auto-device-map mismatch directly, includes the same target issue, and contains the more complete fix (mid-position embedding device cast plus no_split_modules adjustment).", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the strongest representative of the actual bug fix in this cluster for the same reasons as above.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and unrelated test churn; not the same underlying bug/change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test fix is unrelated to FP8 dequantization." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper decode fix is unrelated to generation-watermarking behavior." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer/test fix is unrelated to the YOLOS device-mismatch bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "These are test-only changes in different areas; no shared code-path bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Different subsystems and problems; not mergeable as one fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Unrelated PRs: model tests versus generation config validation." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Both are test-related only in a broad sense, but they fix different model-specific issues." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization and Phimoe CI/device-map setup are separate changes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different code paths: FP8 kernel/loader fixes versus generation watermarking validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "No overlap in bug or code path; FP8 quantization fix is unrelated to YOLOS." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation and Phimoe integration-test CI fixes are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Different subsystems and concrete failures; not the same change." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI/device-memory test harness changes do not match the YOLOS runtime device-mismatch fix." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both target the same YOLOS auto device_map mismatch in the same file and are plausibly mergeable into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly mergeable overlap is the YOLOS device-mismatch pair (46886, 46922), which share the same file and issue target. The other PRs are on different models or infrastructure and the rejection of those pairings is conservative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "42a7005cd92dfe11b18a6e39964c10ef77a7ae27f5a0267bc890328565d7a0e2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are unrelated '[don't merge]' test PRs that happen to look superficially similar; none appear to be the same underlying change or bug fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the broadest/most representative of the set because it touches multiple workflow and utility files, but it still does not duplicate the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: #43488 is about setup/version/dependency formatting and a Vit test, while #46747 changes the PR security-gate workflow trigger. Same broad repo-bot/testing theme, but not the same fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "#43488 targets repo-bot/version-format behavior and dependency metadata; #43532 is about comment/diff display and related workflow/notification plumbing. Shared test file overlap is incidental, not a shared code-path bug." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "#43532 modifies self-comment CI, scheduled/slack workflows, testing utils, and notification code; #46747 only switches the security-gate workflow from pull_request_target to pull_request. Not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "d2b5923aa404b73372b5060ce20dd4f8be07b69d19d503796d17469e49964015", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share pipeline/documentation scaffolding, but they add two different features: Promptable Concept Segmentation vs Promptable Visual Segmentation. The overlap is mostly framework-level, not the same underlying change, so they should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for deduplication: the two pull requests implement different segmentation pipelines with different model/test coverage and different task docs.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the broader and more complete feature addition, with wider model and test coverage, but it is still a different change from #43612 rather than a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "They are separate pipeline additions for different tasks (concept segmentation vs visual segmentation). Shared files are just common integration points, not evidence of 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": "pull_request", + "component_index": 9, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "b70c4ba09125c5b078b07a0f5bb55a7a8a20c6b6aa9c6a87b13cfb488b092126", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open Transformers PRs both touch `trainer.py` and custom-trainer extensibility, but they address different code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom models. They are related contextually, not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the better cluster representative because it introduces a concrete trainer behavior change with a clear new extension hook (`_loss_is_scaled_for_ga`), whereas PR 43663 is a separate refactor for a different trainer filtering path.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the strongest standalone PR in the cluster: it solves a specific training bug/extension point and is easier to reason about as a single change than the broader helper extraction in 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both are in `trainer.py`, but 43651 changes gradient accumulation loss normalization while 43663 changes signature-column inspection for input filtering. These are distinct underlying problems and would not plausibly be merged as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "9ec71709bbc05a9a3378379b0ca1166add592d245e024fa934b8f137e9e95eff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are in the same file and both mention a TypeAdapter NameError, but they fix different root causes: one is about forward-reference/type-annotation import behavior, the other is about avoiding a runtime pydantic import when pydantic is absent.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more targeted and explicit fix: it directly addresses the TypeAdapter import/name resolution problem when pydantic is missing, with a narrow, concrete patch and a clear issue target.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the strongest representative of the cluster because it is tightly scoped, clearly described, and fixes a specific code-path failure in cli/serve.py without broader annotation refactoring.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject: these are related but not the same bug. #43656 changes annotations/future-annotations to fix a TypeAdapter NameError from type evaluation, while #43842 fixes a missing-pydantic import/runtime issue by guarding TypeAdapter under TYPE_CHECKING." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": 12, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "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:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44066", + "pull_request:43997|pull_request:44017", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "1e63a3be0af2d8d2156c197ed675778684b4ed42ad85b41a160d0339b26bca3d", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84508, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76941, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of parallel, model-specific output-tracing refactors rather than one single duplicate PR. The only strong duplicate/same-change matches are within GPT-Neo and GPT-J/codegen-related refactors; the rest are different models and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the broadest and latest representative of the gptj/codegen output-tracing refactor line, with the clearest overlap to the duplicate candidates.", + "best_issue_reason": null, + "best_pr_reason": "44722 best represents the cluster\u2019s dominant duplicate-worthy change set and is the strongest anchor for the GPT-J/codegen subcluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families; same tracking issue is not enough to make these the same change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "FNet/CVT refactor vs DeBERTa refactor; separate code paths and separate model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both target GPT-J output-tracing cleanup in the same file and look like the same underlying refactor." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RegNet/RT-DETR vs EfficientNet; related theme but different model implementations." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet output tracing is unrelated to GPT-J/CodeGen output tracing." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; not the same concrete change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are different model paths with only superficial refactor similarity." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; no shared code-path problem." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate implementations despite similar decorator language." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model code-path and look mergeable into one change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different models; same topic is too broad for duplicate triage." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are distinct refactors with different model internals." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen output tracing." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR refactor is a separate model-specific change from GPT-J/CodeGen." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different code paths; no concrete overlap." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; same refactor pattern but not the same underlying bug/change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different model refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo output tracing and Flaubert/XLM attention tracing are unrelated." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; 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different concrete behavior changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT output handling vs Flaubert/XLM attention handling; separate model paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different models despite both using output tracing utilities." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated model changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet output tracing and MPNet output tracing are separate model-specific changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated models." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are separate model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated model paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are distinct models; only the refactor mechanism is similar." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different changes in different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are separate model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are separate model-specific changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are distinct refactors on different models." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-2 vs GPT-J/CodeGen; same topic, different model code." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different model-specific refactors." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 do not share the same concrete fix." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated model changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are separate refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different models with different output paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are separate model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are not the same underlying change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa are unrelated model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "These are the same GPT-J/CodeGen output-tracing refactor line, with 44722 appearing to consolidate the same change set." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch GPT-J output-tracing cleanup in the same file and are plausibly mergeable as one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated models." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT refactor and ResNet/RegNet refactor are separate model-specific changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT output tracing is unrelated to SpeechT5 output tracing." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and ViT-S are separate models; no shared concrete bug." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different models, so not a duplicate fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: the accepted soft edges are limited to clearly same-model, same-refactor lines (GPT-Neo and GPT-J/CodeGen), while the rejections avoid conflating different model-specific changes. I don\u2019t see an overstatement of evidence or an unmergeable PR-pair accepted as a duplicate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 33, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request: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": "2a4e52a74fc73609ade986e8ea102f92c7aff9d31c61436e229290c667e527ba", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84508, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are highly similar standardized output-tracing refactors, but they target different model implementations and code paths. They should not be deduplicated as the same change; the shared pattern is architectural, not a single underlying bug/fix.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate exists because each PR is model-specific. If one PR must be singled out, 44129 is the most concrete due to its explicit issue link and clearly scoped SpeechT5 tracing refactor.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the strongest standalone representative: it has an explicit issue target, a well-scoped change, and enough context to describe the standardized output-capture refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch different model files and different concrete implementations. Same pattern, not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "These are separate model-specific refactors in MPNet vs VisualBert; they share a helper migration pattern but not a common code-path bug or fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models and different forward/output tracing logic. Too broad to treat as one duplicate PR." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated implementations. Similar decorator migration, but not the same change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both refactor output handling, but SqueezeBert and SpeechT5 are distinct code paths with different scope and issue context; they are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request: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": "00b6c6446e39fc3f65bf89392749c45fe652d82c08779ceb50dddeed8c96dfd2", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39794, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39794, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are related refactor PRs for output tracing across different models, but they are model-specific changes rather than duplicates of the same concrete fix. No soft pair should be merged as a duplicate PR.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the most representative and substantial item in the set, covering the core output-tracing plumbing for the mamba/falcon_mamba path.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best overall representative because it is the broadest and most foundational refactor among these model-specific output-tracing changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but timm_backbone and upernet are different model code paths; not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but for different models; they are not duplicates of one fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model implementations (timm_backbone vs univnet); similar cleanup, but not the same concrete PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and code paths; mamba/falcon_mamba output tracing is not the same change as timm_backbone." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (timm_backbone vs rwkv); related pattern, but not one duplicate fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated model paths; same refactor style, not the same bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model-specific output tracing work; not a single duplicate PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 and Depth Anything touch different forward paths; too broad to treat as duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families and APIs; not the same concrete change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Speech-encoder-decoder is a different code path from MobileNetV1; reject duplicate merge." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated implementations; same refactor theme only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths; similar output-tracing cleanup, not the same fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder and mamba/falcon_mamba are separate model changes; not mergeable as duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different architectures and forward signatures; not the same underlying issue." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are different models; similar refactor pattern, not duplicate content." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and code paths; not one concrete fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet vs Depth Anything are separate refactors, not duplicates." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated forward paths; same theme only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different models and different output-capturing integrations; not the same PR." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/falcon_mamba output tracing and CodeGen output tracing are separate model-specific changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated code paths; reject as duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen do not fix the same concrete problem." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are separate implementations; not one duplicate change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are different model paths; same refactor label is not enough." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and Vision Encoder-Decoder are different model families; not the same underlying fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything and Speech Encoder-Decoder are unrelated changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are different forward paths; not duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations (Depth Anything vs RWKV); reject." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are separate changes to different code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Vision Encoder-Decoder and RWKV are unrelated models; not the same fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different seq2seq model wrappers and code paths; not duplicate PRs." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Vision Encoder-Decoder and SuperPoint are different models; same refactor pattern only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Vision Encoder-Decoder and DPR are unrelated code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech Encoder-Decoder and SuperPoint are different model implementations; not one duplicate fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Speech Encoder-Decoder and RWKV are unrelated changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model wrappers and behavior; not the same underlying issue." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are separate model-specific refactors." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR do not share the same concrete bug/change." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are different model paths; similar output cleanup, but 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": 14, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "8ee1e4bc7c410734d18bbc731badfda158e5fb64f5f17c8360dff0e8543b9830", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs. They only overlap on shared Transformers plumbing files and docs/auto-registry updates, but they implement different models and code paths (PenguinVL vs Voxtral TTS).", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the more focused, issue-linked PR, but it is not a duplicate of 44662; the two changes target different models and should remain separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different underlying features/models: PenguinVL implementation vs Voxtral TTS support. Shared registry/docs files are incidental, 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": 15, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "84b71aca10c7e89ed4859c0fe339bc1616633aea7cb69fa11b5b4bb6a6ef01fa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to model/module fusion, but they implement different layers of the stack: one adds a generic module-fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and integration code. They are not the same underlying change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete, end-to-end fusion implementation: it spans KernelConfig, model loading, integrations, and an example, making it the better representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the strongest standalone PR in the set because it contains the broader functional change and clearer user-facing behavior; PR #44979 looks like a separate foundational API scaffold.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related topic, but not the same change: #44979 introduces a generic module-fusion API, while #45363 implements specific n-to-1 kernel fusion via KernelConfig and integration hooks. They touch different code paths and would not naturally 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": 16, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "a820de3c449378ddb9c377126ee0a994f2eb08baa6c9d7830124a2977349d938", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same Mistral pre-tokenizer AttributeError by replacing `backend_tokenizer.pre_tokenizer` access with `tokenizer.pre_tokenizer` in the same code path; the second PR adds tests but does not change the underlying fix.", + "confidence": 0.97, + "canonical_issue_reason": "No issue artifact is present in the cluster; both PRs explicitly target issue #45081.", + "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same fix plus regression tests and a more explicit title, making it the more complete representative.", + "best_issue_reason": "No issue node is available here, so there is no canonical issue to select.", + "best_pr_reason": "PR #45317 is the strongest representative since it preserves the core bug fix and adds test coverage in the same affected tokenizer path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug fix in the same file and code path; the later PR is essentially the same patch plus tests, so they are mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "788c3952e6db33e00e642709666e7849cbdb362b08501f351e0b4ddd95fe7bb6", + "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": "Both PRs touch NemotronH internals, but they are not the same change: #45115 is a narrow conversion/refactor for GraniteMoeHybrid-compatible key mapping, while #45569 is a broader model-split and documentation/test update creating NemotronH Dense/Sparse variants. They overlap in files and architecture, but the concrete changes and merge scope differ enough that they should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45569 is the better canonical PR because it is the more complete, end-user-facing implementation: it adds the new dense/sparse model packages, updates auto/config plumbing, docs, and tests. #45115 is narrower and looks like a supporting refactor/conversion mapping change rather than the primary feature.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the strongest representative of the cluster since it covers the larger concrete model-architecture change and the surrounding integration work. #45115 is too specialized to serve as the main reference for the NemotronH work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH files alone are not enough: #45115 focuses on checkpoint conversion/key renaming, while #45569 introduces new dense/sparse model variants plus docs/tests. They are related but not the same fix and would not plausibly 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": 18, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "972fdb1923b4f7a9a1661b3981c502a1057ccd325ff2cde1d462ac0aab4fa20f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related typing-focused PRs, but they address different change sets: one is a broad repo-wide type-checking pass, the other adds/adjusts specific typing protocols and helpers. They should not be treated as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the better representative of the cluster because it has a narrower, more concrete typing change set centered on shared typing abstractions and call sites, rather than a wide sweep of many unrelated files.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the best PR for the cluster because it is more self-contained and clearly scoped; PR #45415 is a broad type-checking cleanup across many modules and is less representative of a single underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but #45415 is a broad type-checking pass across many files while #45425 adds specific typing protocols and fixes in a different code path. Shared files alone are not enough to merge them as one 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": 19, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "adf96544ad42e90b7f95a6471e03321dcefd46f4d5c287d73a0d22952a82e866", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related only at a high level (expert parallelism/loading) but fix different bugs: 45548 handles EP config serialization and `has_ep` for ZeRO-3/accelerate launch, while 45662 fixes expert parameters being overwritten during post-shard wrapping in FSDP2. I would not merge them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 45548 is about distributed config serialization and EP detection during loading, while 45662 is about DTensor/post-shard handling to prevent expert params from being overwritten. Different concrete failure paths.", + "best_issue_reason": null, + "best_pr_reason": "If one had to serve as the broader EP-loading representative, 45662 is the more expansive fix, but it still should remain separate because it addresses a different code path and bug than 45548.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern EP loading, but the bugs are distinct: 45548 fixes config serialization/`has_ep` for ZeRO-3 launch; 45662 fixes post-shard DTensor wrapping to stop rank-0 overwrites in FSDP2." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "error", + "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": "b7f8708643c12e0402173e88b2c9de4b615f9c60318e133c35fb378abad0a507", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": null, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "ca66d7ce2283d56588e500eae9f94becc7ee00594527b682014f9de133a0a2a2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs overlap on distributed/tensor-parallel files, but 46269 is a broad distributed branch base while 46126 is a focused EP + Trainer integration change. They are related, not the same concrete change set.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46126 is the clearest representative of the specific EP routing / Trainer integration work; pull_request:46269 is a much broader branch-base PR spanning many unrelated distributed changes.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46126 is the best single PR to track the concrete tensor-parallel EP feature, whereas pull_request:46269 is too wide and multi-purpose to serve as a duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames are not enough here: 46126 is a targeted EP+Trainer integration PR, while 46269 is a broad distributed branch base with additional FSDP and other changes, so they do not look like 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": 23, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "54fbaaebfdf394ccdf60f912c63ec3c10a45bb44417e5acf73237600012e4f49", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26678, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26678, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated workflow-maintenance PRs; the only tight overlaps are within .github/workflows/pr-ci-security-gate.yml, but those still change different jobs/behaviors rather than the same fix.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive and central workflow-hardening change in the set: it adds actual security checks for PR CI gate behavior rather than only permission or wiring adjustments.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best representative because it addresses the core security-gate code path with concrete enforcement logic; the others are smaller, orthogonal workflow edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes: stdin handling for a comment parser vs PR CI security-gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes; one updates comment piping, the other adjusts PR CI gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different code paths and goals: comment handling vs a reusable PR CI security-gate wrapper note." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and change types; no shared underlying bug or fix." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both touch shell input handling, but in different workflows and for different commands; not the same concrete bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening vs benchmark trigger logic; unrelated workflow concerns." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and fixes: SSH runner secret handling vs anti-slop permissions scoping." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and behaviors; one hardens SSH runner secrets, the other changes reviewer checkout ref." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Distinct workflows and distinct problems; no common code-path fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "SSH runner security vs PR CI gate approval/permissions; not the same change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Same broad CI area, but different workflows and different triggers/permissions." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and unrelated fixes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Permissions scoping in anti-slop is unrelated to shell input handling in build-ci-docker-images." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow and different failure mode; no shared underlying bug." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer checkout ref and benchmark dispatch support are unrelated workflow changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different concerns; not mergeable as one fix." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "No shared code-path problem; reviewer assignment vs PR CI security gate." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark trigger conditions and commit-message shell handling are unrelated." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow logic and different jobs; not the same underlying change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Shell-safe COMMIT_MESSAGE handling in one workflow vs security-gate diff checking in another." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different fixes; only superficial CI/security similarity." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but they change different jobs and different hardening steps; not the same concrete fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Different security-gate edits: one adds diff-based checks, the other documents/points at a reusable workflow." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different modifications to the same workflow file, but not the same code-path problem." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Both in the same workflow file, but one changes job permissions/approval flow while the other changes reusable-workflow wiring." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different fixes to the PR CI security gate; not the same underlying change." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Reusable-workflow note/wiring vs secrets-inheritance change; distinct edits with different effects." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and different behavior; no shared fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening vs PR CI security-gate wrapper update; unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different shell/security concerns." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "No common underlying bug; SSH runner changes vs PR CI gate secrets handling." + } + ] + }, + "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": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:47162" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:47162" + ], + "prepared_review_unit_hash": "a578c69cee24f61cd4183f341e2f8f2e2a0a8572266c20447ab16eaf4472220f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs correct the same off-by-one boundary in the right side of the sliding window mask for MoonshineStreaming; 47162 is the broader, more complete patch and also adds tests, while 46310 is a narrower subset.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47162 is the best representative because it includes the shared MoonshineStreaming fix plus additional coverage in Gemma4 and tests, making it the more complete change.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 is the strongest cluster member: it fixes the same right-window boundary bug and adds test coverage, so it best captures the underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Both PRs fix the same MoonshineStreaming right-window off-by-one boundary; 47162 is a superset that adds the same fix in another model and tests, so they can be grouped together." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "fe571f958eb9358f8894731580c370112fddc875809d535de4841d6d4cd8f67a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates: one fixes CodeLlama decode stripping in the tokenizer implementation, while the other fixes incorrect tokenizer-class selection for specific DeepSeek checkpoints in AutoTokenizer. They target different bugs and different code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are unrelated fixes. PR 46574 addresses CodeLlama decoding behavior, while PR 46580 addresses AutoTokenizer checkpoint-to-tokenizer-class routing for DeepSeek models.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for consolidation; both are valid but independent fixes with no shared concrete bug or mergeable code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems: 46574 changes CodeLlama tokenizer decode/strip behavior, while 46580 changes AutoTokenizer model checkpoint classification for DeepSeek. They should not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46696-2", + "nodes": [ + "pull_request:46696", + "pull_request:47215" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47215" + ], + "prepared_review_unit_hash": "e1627fc7d66db80d40884278962d6dc0ac7795ca972431c8e18be374a234f92a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4580, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4580, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same FA2 long-context performance regression in `modeling_flash_attention_utils.py`, centered on avoiding unnecessary scalar `.item()` syncs and fixing tracing/compiling condition handling. The second PR is broader, but it appears to be the same underlying fix family rather than a separate bug.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47215 is the better canonical PR: it addresses the regression more comprehensively, adds tests/benchmark coverage, and appears to subsume the narrower scalar-sync fix in PR 46696.", + "best_issue_reason": null, + "best_pr_reason": "PR 47215 is the strongest representative of the fix because it covers the main long-context perf regression end-to-end, while PR 46696 looks like a narrower/earlier patch for the same problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47215", + "accept": true, + "reason": "Same underlying FA2 long-context decode/perf regression: both adjust scalar conversion/tracing behavior in `modeling_flash_attention_utils.py` to avoid syncs and preserve fast-path performance." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "41ef1f888438acf58cb781c36f19edf97cd512df8dd1eb5b890b9876435f9121", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5560, + "estimated_input_tokens": 1390, + "estimated_eval_tokens": 3036 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5560, + "estimated_input_tokens": 1390, + "estimated_eval_tokens": 3036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related thematically (masking is skipped in certain linear/recurrent attention paths), but they fix different concrete bugs in different code paths, so they should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "47087 is the more representative masking fix: it changes the shared masking utility, has an explicit issue link, and addresses continued-forward/recurrent decode behavior in a central place.", + "best_issue_reason": null, + "best_pr_reason": "47087 is the stronger standalone PR for the cluster because it targets the shared utility and a well-defined runtime path, whereas 46773 is a narrower model-family-specific batch-size-1 fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Same broad symptom (padding mask handling) but different bugs: 46773 fixes batch-size-1 masking in linear-attention model forwards, while 47087 fixes continued-forward/chunked-prefill recurrent masking in the shared masking utility. They do not look mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47074-3", + "nodes": [ + "pull_request:47074", + "pull_request:47076", + "pull_request:47195" + ], + "soft_pairs": [ + "pull_request:47074|pull_request:47076", + "pull_request:47074|pull_request:47195" + ], + "prepared_review_unit_hash": "6aa87b6e13d8f3ac1ee0e2ef0f433152bbca435af4cb3340e45c6a37affe2191", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6433, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6433, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are only superficially similar: they all touch Transformers internals, but they fix different bugs in different code paths (AnyToAny pipeline key normalization, Gemma4 processor placeholder validation, and candidate generation length capping). None look mergeable as a single duplicate PR.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the three PRs address distinct, unrelated fixes rather than the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 47074 is the clearest standalone bug fix, but it is not a duplicate representative for this cluster because the other PRs target different subsystems and behaviors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Different code paths and bugs: pipeline input key normalization vs. Gemma4 processor placeholder validation. Shared multimodal context is too broad to treat as the same change." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Unrelated fixes: multimodal pipeline argument mapping vs. generation candidate length calculation. No concrete overlap in behavior or implementation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47105-2", + "nodes": [ + "pull_request:47105", + "pull_request:47129" + ], + "soft_pairs": [ + "pull_request:47105|pull_request:47129" + ], + "prepared_review_unit_hash": "c73d68dea0fad5f81f8f27265c8c5b82b077095c28cf42b478e2284efb2bf625", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated: one re-enables and adjusts a VITS forward test, while the other updates an RT-DETR v2 weight converter for changed model keys. They do not fix the same bug or implement the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good cluster representative because they target different model families and different kinds of changes; if forced to pick one, 47129 is the more substantive code-path fix, but it does not match 47105.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Different subsystems and different problem types: test re-enablement for VITS versus converter-key updates for RT-DETR v2. No shared concrete bug or 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": 31, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47122-10", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47150", + "pull_request:47224", + "pull_request:47266", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282", + "pull_request:47310" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47281", + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47280", + "pull_request:47122|pull_request:47224", + "pull_request:47122|pull_request:47310", + "pull_request:47123|pull_request:47280", + "pull_request:47123|pull_request:47266", + "pull_request:47123|pull_request:47281", + "pull_request:47123|pull_request:47124", + "pull_request:47124|pull_request:47310", + "pull_request:47124|pull_request:47150", + "pull_request:47124|pull_request:47282", + "pull_request:47124|pull_request:47281", + "pull_request:47150|pull_request:47310", + "pull_request:47150|pull_request:47280", + "pull_request:47150|pull_request:47282", + "pull_request:47150|pull_request:47281", + "pull_request:47150|pull_request:47224", + "pull_request:47266|pull_request:47280", + "pull_request:47266|pull_request:47281", + "pull_request:47124|pull_request:47266", + "pull_request:47266|pull_request:47310", + "pull_request:47280|pull_request:47281", + "pull_request:47280|pull_request:47310", + "pull_request:47281|pull_request:47282", + "pull_request:47282|pull_request:47310", + "pull_request:47280|pull_request:47282" + ], + "prepared_review_unit_hash": "ea98bf873f90ab2942ccc343b652dc50f3fb465f008ef85f4efd30c3916cd8e5", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 27, + "serialized_chars": 29373, + "estimated_input_tokens": 7344, + "estimated_eval_tokens": 14944 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 27, + "serialized_chars": 29373, + "estimated_input_tokens": 7344, + "estimated_eval_tokens": 14944 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated serge-generated PRs across different models. The only clear duplicate-style overlaps are the Edgetam kwargs fix and the Whisper max_length fix inside the aggregate PR 47224, plus the MiniMax-M3-VL load_error follow-up pair 47123/47280.", + "confidence": 0.59, + "canonical_issue_reason": null, + "canonical_pr_reason": "47224 is the best umbrella representative: it contains concrete Edgetam and Whisper code-path fixes and is the broadest PR in the set, so it best anchors the overlapping changes that do exist here.", + "best_issue_reason": null, + "best_pr_reason": "47224 is the strongest single PR to keep as canonical because it already subsumes multiple concrete fixes from the same serge sweep, whereas the others are narrower, model-specific test fixes or unrelated changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and bugs; both are serge-generated, but not the same underlying code-path change." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Edgetam kwargs filtering vs MiniMax-M3-VL offload-folder handling are unrelated." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Same broad failure-fix pattern, but different MiniMax model/version and different bug." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": true, + "reason": "47224 includes the same Edgetam `original_sizes`/kwargs fix, just bundled with other changes." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47310", + "accept": false, + "reason": "Edgetam backbone kwargs handling is unrelated to Gemma3 cache-implementation behavior." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Both address the same MiniMax-M3-VL load_error/offload-folder issue and could be merged into one fix." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Both are load_error fixes, but for different models and checkpoints, so not the same bug." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "MiniMax-M3-VL test loading issue vs GLM46V model conversion changes; unrelated." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Load_error/offload-folder fix is unrelated to Falcon-Mamba output-mismatch expectations." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Both affect generation outputs, but they fix different models and different code paths." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Falcon-Mamba test expectation updates are unrelated to Whisper max_length mutation." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Different model failures and different fixes; no shared underlying bug." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47281", + "accept": false, + "reason": "Falcon-Mamba output mismatch and GLM46V modular changes are unrelated." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47310", + "accept": false, + "reason": "Both involve generation behavior, but one is Whisper segment length handling and the other is Gemma3 cache config behavior." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47280", + "accept": false, + "reason": "Whisper generation config fix is unrelated to MiniMax-M3-VL loading/offload behavior." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47282", + "accept": false, + "reason": "Whisper max_length fix vs Mamba2 OOM/test changes are unrelated." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47281", + "accept": false, + "reason": "Whisper generation bug and GLM46V model refactor are unrelated." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": true, + "reason": "47224 contains the same Whisper max_length update, just combined with other fixes." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Same load_error symptom, but different DeepSeek vs MiniMax models and different fix locations." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47281", + "accept": false, + "reason": "DeepSeekV32 offload-folder handling is unrelated to GLM46V changes." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47310", + "accept": false, + "reason": "DeepSeekV32 load_error fix is unrelated to Gemma3 generation cache handling." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "MiniMax-M3-VL load_error fix and GLM46V modular changes are unrelated." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47310", + "accept": false, + "reason": "MiniMax-M3-VL load_error fix is unrelated to Gemma3 cache-implementation behavior." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47282", + "accept": false, + "reason": "GLM46V model changes and Mamba2 OOM/test adjustments are unrelated." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47310", + "accept": false, + "reason": "Mamba2 OOM/test tuning vs Gemma3 generation config fix are unrelated." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and different failure modes; not the same underlying fix." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 does not target MiniMax-M3-VL, so it is not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet and suitably conservative. The broad cluster summary matches the evidence: 47224 really subsumes the Edgetam and Whisper fixes shown in 47122 and 47150, and 47123/47280 are a plausible same-bug MiniMax-M3-VL follow-up pair. The negative pairwise calls are also appropriately cautious about different models/code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47140-2", + "nodes": [ + "pull_request:47140", + "pull_request:47303" + ], + "soft_pairs": [ + "pull_request:47140|pull_request:47303" + ], + "prepared_review_unit_hash": "6624fb6a2ee3a5482879ac1f5f4d5708de1a35fca1b782df6386a9688be2fac3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related chat-CLI PRs both address management URL handling around `/v1`, but they implement different fixes at different call sites: one normalizes the stored base URL in `RichInterface`, while the other routes a specific management request to the service root. They look adjacent, not duplicate.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47303 is the cleaner representative because it targets the management-root routing problem directly with a focused helper and a single call-site change, whereas PR 47140 changes the interface base URL more broadly.", + "best_issue_reason": null, + "best_pr_reason": "PR 47303 is the best fit for the cluster since it addresses the narrower, concrete bug of sending chat management calls to the wrong root and does so with minimal scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47140", + "right": "pull_request:47303", + "accept": false, + "reason": "Both touch chat management URLs, but 47140 normalizes the stored base URL for the interface while 47303 rewrites the load_model management request to the service root. Different code paths and different fix scopes, so not 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": 33, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47261-2", + "nodes": [ + "pull_request:47261", + "pull_request:47262" + ], + "soft_pairs": [ + "pull_request:47261|pull_request:47262" + ], + "prepared_review_unit_hash": "df5a79890ffaa6c84713f6b6789f1649477cdd773e6a4074480e39abb3ba9055", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one fixes Trainer label-smoothing loss scaling during gradient accumulation, while the other adds and validates `min_tokens_to_keep` for `TopHLogitsWarper`. They do not address the same bug or change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes target different code paths and solve different problems.", + "best_issue_reason": null, + "best_pr_reason": "47261 is the better representative only as a concrete bug fix with an explicit linked issue; 47262 is a separate generation enhancement, not a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different subsystems and problems: Trainer label smoothing/gradient accumulation vs generation TopH warper `min_tokens_to_keep`. They do not fix 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 + } + ] +} diff --git a/snapshots/20260716T000031Z/analysis-runs/hybrid-model-20260716t000031z/manifest.json b/snapshots/20260716T000031Z/analysis-runs/hybrid-model-20260716t000031z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..107389fadd2561aa8d1b204fda63b4b793eab4e3 --- /dev/null +++ b/snapshots/20260716T000031Z/analysis-runs/hybrid-model-20260716t000031z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260716t000031z", + "artifacts": { + "hybrid": "snapshots/20260716T000031Z/analysis-runs/hybrid-model-20260716t000031z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260716T000031Z/analysis-runs/hybrid-model-20260716t000031z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-16T00:20:12Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260716T000031Z", + "variant": "hybrid" +} diff --git a/snapshots/20260716T000031Z/manifest.json b/snapshots/20260716T000031Z/manifest.json index 3ddf01e24f616424ca56b3fcabf5a675cc8b7eff..62566b4ff1d8517a1d117967855c50beb50a4622 100644 --- a/snapshots/20260716T000031Z/manifest.json +++ b/snapshots/20260716T000031Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 540 }, "extracted_at": "2026-07-16T00:00:31Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260716t000031z", + "runs": { + "hybrid-model-20260716t000031z": { + "analysis_id": "hybrid-model-20260716t000031z", + "artifacts": { + "hybrid": "snapshots/20260716T000031Z/analysis-runs/hybrid-model-20260716t000031z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260716T000031Z/analysis-runs/hybrid-model-20260716t000031z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260716T000031Z/analysis-runs/hybrid-model-20260716t000031z/manifest.json", + "model": null, + "published_at": "2026-07-16T00:20:12Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260716T000031Z", "watermark": {