diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 000c255f2fa087a1d1811eaeddb7292ea468f33c..6e02be6349d19e5c9895e682cd45ab9823a7d66a 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260424T000039Z", - "generated_at": "2026-04-24T00:05:00Z", + "snapshot_id": "20260424T060039Z", + "generated_at": "2026-04-24T06:04:56Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1150,74 +1150,152 @@ ] }, { - "cluster_id": "cluster-43240-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "cluster_id": "cluster-43656-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #43824.", "status": "open", - "confidence": 0.75, - "canonical_issue_number": 43240, - "canonical_pr_number": 43251, + "confidence": 0.8, + "canonical_issue_number": 43824, + "canonical_pr_number": 43656, "issue_numbers": [ - 43240 + 43824 ], "pr_numbers": [ - 43251, - 43254 + 43656, + 43836, + 43842 ], "evidence_types": [ "closing_reference", - "shared_issue_target" + "shared_issue_target", + "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 43251, - "right_pr_number": 43254, - "code_similarity": 0.794, - "size_similarity": 0.64, + "left_pr_number": 43656, + "right_pr_number": 43836, + "code_similarity": 0.36, + "size_similarity": 0.176, "file_overlap": 1.0, - "area_overlap": 0.667, - "patch_similarity": 0.882, + "area_overlap": 0.051, + "patch_similarity": 0.048, "shared_filenames": [ - "src/transformers/loss/loss_utils.py" + "src/transformers/cli/serve.py" ], "shared_file_areas": [ { - "filename": "src/transformers/loss/loss_utils.py", + "filename": "src/transformers/cli/serve.py", "left_ranges": [ + [ + 11, + 18 + ], [ 30, - 50 + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 ] ], "right_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ] + } + ] + }, + { + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], [ 30, - 43 + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 ] ] } ] - } - ] - }, - { - "cluster_id": "cluster-43824-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", - "status": "open", - "confidence": 0.75, - "canonical_issue_number": 43824, - "canonical_pr_number": 43836, - "issue_numbers": [ - 43824 - ], - "pr_numbers": [ - 43836, - 43842 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target" - ], - "pr_comparisons": [ + }, { "left_pr_number": 43836, "right_pr_number": 43842, @@ -1269,6 +1347,56 @@ } ] }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -1682,6 +1810,16 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43656-4", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43836, + 43842 + ], + "target_issue_number": 43824, + "reason": "PRs in cluster-43656-4 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target, soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -1691,15 +1829,6 @@ "target_issue_number": 43698, "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43824-3", - "canonical_pr_number": 43836, - "duplicate_pr_numbers": [ - 43842 - ], - "target_issue_number": 43824, - "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." - }, { "cluster_id": "cluster-43979-11", "canonical_pr_number": 44007, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 5756987f673de1157b014f16378ad2ea95e4fdd6..89879cb6a2c15fc53740f691c6ce9a93b2a5236b 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": "20260424T000039Z", - "generated_at": "2026-04-24T00:05:00Z", + "snapshot_id": "20260424T060039Z", + "generated_at": "2026-04-24T06:04:56Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -84,8 +84,8 @@ "review_unit_count": 43, "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-15354-373", "nodes": [ @@ -203,12 +203,12 @@ "issue:41093|issue:41762", "issue:43296|issue:43366" ], - "prepared_review_unit_hash": "389d111889c4dc655bcb5165c3b91dae448b042471c8452506c03567640c46c0", + "prepared_review_unit_hash": "3986cd28083623e9ff89dc85221155a45bdd5d11c72859847eceef3b117d0463", "component_budget": { "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -216,333 +216,333 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46483, - "estimated_input_tokens": 11621, - "estimated_eval_tokens": 23498 + "serialized_chars": 46485, + "estimated_input_tokens": 11622, + "estimated_eval_tokens": 23500 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous model/runtime/docs bugs, but there is one clear duplicate-like subcluster around DeepSpeed ZeRO-3 index-out-of-bounds errors. I\u2019d anchor triage on the Bert/ZeRO-3 crash issue and treat most other pairs as related only by broad topical similarity, not true duplicates.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43596 is the cleanest representative of the strongest duplicate-like subgroup: it matches issue:43638 on the same ZeRO-3 index-0-out-of-bounds failure pattern and is more canonical than the broader, less specific shape-mismatch issues.", + "summary": "Mostly false-positive similarity links across unrelated model/configuration issues. The only clear duplicate pair is the two DeepSpeed ZeRO-3/Bert loading errors; most other pairs share generic error wording but not the same concrete bug.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43596 is the clearest representative of the one strong duplicate pair: it states the concrete ZeRO-3/BertModel index-out-of-bounds failure cleanly and is better phrased than the near-identical follow-up.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best single issue to anchor this cluster because it has the clearest near-duplicate partner and a concrete, reproducible failure signature.", + "best_issue_reason": "Best global anchor for the cluster: it is the most concrete and reusable issue among the near-duplicates, and it maps to a specific loading path rather than a broad or generic symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but they describe different failures and code paths." + "reason": "Same model family, but different failures and code paths: config attribute missing vs streaming chat/completions error." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model families and different GPU/runtime symptoms; only broad multimodal/inference similarity." + "reason": "Both involve Qwen/GPT-style model loading, but one is an autocast dtype mismatch and the other is an AMD GPU runtime failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both mention dtype/runtime trouble, but the underlying bugs and triggers differ." + "reason": "Different concrete problems: autocast dtype mismatch vs model failing only on AMD GPUs." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different models and different failures; not the same bug." + "reason": "Different models and different failure modes; too broad to be the same bug." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Unrelated model/runtime errors despite both being inference failures." + "reason": "Both are Qwen-related, but one is an NVFP4 runtime error and the other is an AMD GPU compatibility issue." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch vs ONNX export error are unrelated." + "reason": "Different subsystems and symptoms: DeepSpeed collective mismatch vs ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model export problems with different failure modes." + "reason": "Different model/export paths and unrelated errors." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3 auto device mapping are distinct issues." + "reason": "Both are model inference issues, but the concrete failures are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they target different removed features and sections." + "reason": "Both are docs cleanups for v5 removals, but they target different removed references and are not the same bug/change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error and GenerationMixin import error are unrelated." + "reason": "ONNX export error vs import failure for GenerationMixin; unrelated." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are runtime errors, but one is ZeRO-3 index failure and the other is a mask-shape mismatch." + "reason": "Both mention index errors, but the model/load contexts differ and the shared text is too generic to confirm the same code path." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different error signatures and likely different code paths." + "reason": "Same generic index error shape, but not enough evidence that the Bert ZeRO-3 bug and the mask-shape bug are the same root cause." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask-shape mismatch vs GPT-OSS MoE tensor-parallel issue are not the same bug." + "reason": "Generic index/mask errors, but different model families and different failing paths." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different failures in different training/inference paths." + "reason": "Mask-shape error vs Qwen3.5 embedding unpacking failure; not the same bug." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Model-registration bug vs tensor mask mismatch are unrelated." + "reason": "Tokenizer-mapping code path issue vs generic mask/index error; unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT export failures are different bugs." + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve distributed training, but the concrete failures differ." + "reason": "Both are DeepSpeed-related, but one is a collective mismatch and the other is a zero-sized index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 index-0-out-of-bounds failure pattern on BertModel/non-pretrained BertModel; clearly the same underlying bug." + "reason": "Near-identical ZeRO-3/Bert loading failures with the same index-out-of-bounds symptom; clearly the same underlying bug." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Both mention token/weight behavior, but the models and failure mechanisms differ." + "reason": "Tokenizer/detokenization bug vs LoRA save/load mismatch; different failures." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy call and GPT-OSS MoE tensor-parallel failure are unrelated." + "reason": "Liger Kernel cross_entropy call issue vs GPT-OSS tensor parallel problem; unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model-specific bugs with no shared concrete failure path." + "reason": "Different model/runtime domains and different symptoms." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP size mismatch is not the same as a mask indexing error." + "reason": "Activation checkpointing/FSDP tensor recompute mismatch is not the same as the mask-shape index error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed-related, but the concrete runtime errors are different." + "reason": "Different DeepSpeed errors and different failure modes." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Different model-specific problems with no shared code path." + "reason": "Detokenization bug vs AMD GPU runtime failure; unrelated." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 BERT loading error vs GPT-OSS MoE tensor-parallel issue are unrelated." + "reason": "ZeRO-3/Bert loading bug vs GPT-OSS TP issue; different code paths." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing mismatch vs custom trainer signature change are unrelated." + "reason": "Activation checkpointing/FSDP mismatch vs custom trainer signature change; unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different model stacks and error mechanisms." + "reason": "Different model families and different failure modes." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model families and different runtime failures." + "reason": "Image preprocessor dtype mismatch vs invalid method call in GraniteMoE; unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 sliding-window config bug vs Mistral tokenizer patch crash are unrelated." + "reason": "Different config/tokenizer issues and different model families." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS MoE tensor-parallel issue are different problems." + "reason": "Autocast dtype mismatch vs TP-only GPT-OSS failure; unrelated." }, { - "left": "issue:44918", - "right": "issue:45161", + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different distributed-training failures with different symptoms." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanups, but they reference different removed items and are not the same documentation bug." + }, + { + "left": "issue:43716", + "right": "issue:44560", "accept": false, - "reason": "TRL input-embedding unpacking and GPT-OSS tensor-parallel failures are unrelated." + "reason": "Different model-specific dtype/processing problems." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different families and failures: dtype mismatch vs embedding unpacking." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Both are training/runtime issues, but the concrete code paths differ." + "reason": "Different issues in different model/runtime paths." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Collective mismatch during ZeRO-3 and trainer signature mismatch are unrelated." + "reason": "DeepSpeed collective mismatch vs trainer keyword argument incompatibility." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy and mask-shape mismatch are different bugs." + "reason": "Liger Kernel cross_entropy being called is unrelated to a mask-shape index error." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP activation checkpointing and GenerationMixin import error are unrelated." + "reason": "FSDP checkpointing mismatch vs import error; unrelated." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Both are ZeRO-3 index errors, but they affect different models and likely different root causes." + "reason": "Same broad ZeRO-3 loading area, but different models and not enough evidence of one root cause." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Different docs topics despite both referencing removed APIs." + "reason": "Different docs removals and different sections of the docs." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 config attribute error and Qwen3 device-mapping assert are unrelated." + "reason": "Sliding-window config issue vs CUDA assert during auto device mapping; unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption and NemotronH loading failure are not the same issue." + "reason": "Checkpoint corruption vs checkpoint loading implementation bug; different problems." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Different feature areas and different errors." + "reason": "Liger Kernel cross_entropy issue vs Qwen3-vl video StopIteration; unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test model-loading failure vs corrupted checkpoint are different problems." + "reason": "Unit test loading failure vs corrupted checkpoint report; not the same bug." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and pydantic config-field regression are unrelated." + "reason": "Torch version incompatibility vs pydantic config-field regression; unrelated." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Mask indexing error vs ZeRO-3 index-out-of-bounds error are different failure modes." + "reason": "Both are index errors, but the titles point to different concrete failures and the evidence is too generic." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Different Qwen3/Gemma sliding-window issues with different symptoms." + "reason": "Both mention sliding-window, but one is a Gemma3/vLLM config attribute issue and the other is a Qwen3-MoE sliding_window issue." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug and checkpoint corruption are unrelated." + "reason": "Weight tying bug in Mistral3 is unrelated to Ovis2 checkpoint corruption." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures with no shared root cause." + "reason": "Both are Qwen3.5-related, but the failures are different: chat crash vs streaming inference API failure." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper model runtime failure and pydantic field regression are unrelated." + "reason": "Whisper runtime failure vs pydantic model field regression; unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different bugs." - }, - { - "left": "issue:44841", - "right": "issue:45084", - "accept": false, - "reason": "Voxtral processor failure and template-node compile error are unrelated." - }, - { - "left": "issue:41093", - "right": "issue:41762", - "accept": false, - "reason": "Both are tensor/indexing errors, but the models and failure details differ." - }, - { - "left": "issue:43296", - "right": "issue:43366", - "accept": false, - "reason": "Different model loading/support requests with no shared concrete bug." + "reason": "Different runtime contexts and different concrete errors." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The canonical/best anchor on issue:43596 is supported by the packet, and the only accepted soft pair (43596\u201343638) is a clearly close ZeRO-3/BERT out-of-bounds duplicate-like match. The other soft-edge rejections avoid overclaiming and stay within the evidence available from titles/body summaries." + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, issue:43596 vs issue:43638, is plausibly the same ZeRO-3/Bert index-out-of-bounds bug from the titles alone, while the other rejections avoid overclaiming on generic similarity. No obvious evidence inflation." }, "evaluator_used": true, "retried": false, @@ -558,8 +558,8 @@ "review_unit_count": 43, "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-15354-373", "nodes": [ @@ -648,12 +648,12 @@ "issue:36331|issue:41762", "issue:44560|issue:45507" ], - "prepared_review_unit_hash": "f98bfd39ce9f8e963b52cb9bcfca63dafdf79dd694cf5edcd4fabe7397f0b244", + "prepared_review_unit_hash": "82e2aaff1fa24be3b719b5791e429ca7eb2d0a088206404f1f3d72cd73f95b39", "component_budget": { "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -661,7 +661,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37569, + "serialized_chars": 37571, "estimated_input_tokens": 9393, "estimated_eval_tokens": 19042 }, @@ -670,222 +670,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Transformers issues grouped by keyword similarity. The only clear duplicate cluster is the v5 non-persistent-buffer corruption regression around issues 43644, 43950, and 44534.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43644 is the earliest and clearest report of the non-persistent-buffer corruption regression in Transformers 5.x; later reports (43950, 44534) are the same bug phrased slightly differently.", + "summary": "This set is mostly heterogeneous issue reports; the only clear duplicate subcluster is the v5 non-persistent buffer corruption regression.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43950 is the clearest representative of the shared \"non-persistent buffers get junked in v5\" regression, with issue:43644 and issue:44534 reading as the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best cluster anchor because it describes the regression directly, is earliest, and has the strongest chance of subsuming the later duplicate reports.", + "best_issue_reason": "issue:43950 is the best global representative because it states the bug precisely, identifies the v5 regression, and matches the strongest duplicate evidence in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Different config regressions: missing pad_token_idx in StableLmConfig vs a pydantic PretrainedConfig field break." + "reason": "Both are v5 config-related regressions, but one is missing pad_token_idx and the other is a pydantic PretrainedConfig field break; different bugs." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 quantization OOM is unrelated to tied-weights problems on translation models." + "reason": "Int4 quantization OOM and tied-weights/translation-model issues are unrelated failure modes." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both are MoE-related, but one is a grouped_mm tracing failure and the other is a tensor-parallel-only support issue." + "reason": "Different models and code paths: Mixtral torch-dynamo grouped_mm tracing vs GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and chat/completions streaming failure are different code paths and symptoms." + "reason": "Autocast dtype mismatch on Phi MoE is not the same as Qwen3.5 streaming chat/completions failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected _is_hf_initialized kwarg is a different initialization bug from the PretrainedConfig/pydantic regression." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different loading path from the pydantic PretrainedConfig field regression." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF support request for gpt-oss is unrelated to a Qwen streaming inference failure." + "reason": "GGUF gpt-oss support request and Qwen3.5 streaming inference failure are different issues." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window handling and a pydantic config-field break are separate issues." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig/pydantic regression." }, { "left": "issue:44661", "right": "issue:45464", "accept": false, - "reason": "Tokenizer mapping failure for add-new-model-like is unrelated to the chat/completions streaming bug." + "reason": "Tokenizer mapping/add-new-model-like failure is not the same as a Qwen3.5 streaming API bug." }, { "left": "issue:39290", "right": "issue:43742", "accept": false, - "reason": "Gemma3/vLLM missing attribute and MobileLLM key error are different model-loading failures." + "reason": "Both are load-time attribute/key errors, but they affect different models and different missing attributes." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both mention SigLIP2, but one is about embedding quality while the other is about AutoModel/pipeline output; not clearly the same bug." + "reason": "Same model family, but one is an embedding-quality complaint and the other is a nonsensical-results/pipeline behavior report; not the same concrete bug." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Mask-shape mismatch and zero3 init out-of-bounds are different runtime errors." + "reason": "Both involve indexing errors, but the shapes, trigger conditions, and model/loading paths differ." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing in Mixtral and missing Float8 storage are unrelated failures." + "reason": "Mixtral tracing failures and missing Float8 storage are unrelated." }, { "left": "issue:42915", "right": "issue:43541", "accept": false, - "reason": "FineGrainedFP8Config failure and grouped_mm tracing are different MoE/quantization problems." + "reason": "FineGrainedFP8Config on Qwen3-MoE and Mixtral grouped_mm tracing are different bugs." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss and the GLM5 report are unrelated model-specific issues." + "reason": "High perplexity on gpt-oss-20b and a GLM5 issue do not describe the same underlying problem." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension error and TRL input-embedding unpacking failure are not the same bug." + "reason": "FSDP 2-D weight error and TRL SFT embedding unpacking failure are different code paths." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "A specific Mistral3 weight-tying defect is not the same concrete issue as the broader translation-model tied-weights report." + "reason": "Both mention tied weights, but the models and failure modes differ: Mistral3 lm_head tying vs translation-model v5 weight handling." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn fallback gating are unrelated." + "reason": "Notebook custom model initialization and flash-attn2 fallback blocking are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight handling." + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation regressions are different bugs." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint-loading failure is unrelated to tied-weights issues." + "reason": "NemotronH checkpoint loading failure is not the same as tied-weights handling on translation models." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior is a different problem from tied weights." + "reason": "Offloading with quantization and tied-weights translation regressions are separate issues." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer discussion is not the same as a docs typo about a removed command." + "reason": "DSA indexer ReLU discussion and docs mentioning a removed command are unrelated." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FP8 config failure and flash-attn fallback checks are unrelated." + "reason": "FP8 config failure on Qwen3-MoE and flash-attn2 fallback blocking are different problems." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRL SFT embedding unpacking and GraniteMoEHybrid invalid method are different failures." + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and removed-run-command docs issue are different documentation problems." + "reason": "Cache strategy typo and outdated docs command are not the same bug." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek detokenization bug and Qwen NVFP4 runtime error are unrelated." + "reason": "DeepSeek detokenization regression and Qwen-3-8B-NVFP4 runtime failure affect different models and behaviors." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both report the same v5 regression where non-persistent buffers are corrupted/junk-filled on load." + "reason": "Both describe the same v5 regression where non-persistent buffers are loaded/fill with junk." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same underlying v5 non-persistent-buffer corruption regression; 43950 is a later restatement of 43644." + "reason": "These are the same non-persistent buffer corruption regression, just phrased with different specificity." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen NVFP4 runtime failure and GraniteMoEHybrid invalid method are unrelated." + "reason": "Qwen NVFP4 runtime error and GraniteMoEHybrid invalid-method failure are unrelated." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch and RLHF NaN/position_ids behavior are different issues." + "reason": "Both are training/runtime numerical issues, but autocast dtype mismatch is not the same as 3D position_ids causing SDPA fallback and NaNs." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs example errors and SigLIP2 text-embedding quality complaints are not the same concrete bug." + "reason": "SigLIP2 docs example errors and SigLIP2 embedding quality regression are different issues." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo lacking all_tied_weights_keys." + "reason": "Bad AutoTokenizer error message for Voxtral and missing all_tied_weights_keys on MolmoForCausalLM are unrelated." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption and generic loading noise are unrelated." + "reason": "Ovis2 checkpoint corruption and generic transformer-loading noise are not the same bug." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "CustomTrainer compute_loss kwarg mismatch and Gemma3 zero3 load failure are unrelated." + "reason": "CustomTrainer compute_loss kwarg breakage and Gemma3 ZeRO-3 loading index error are unrelated." }, { "left": "issue:44560", "right": "issue:45507", "accept": false, - "reason": "Qwen3-vl video StopIteration and GraniteMoEHybrid invalid method are unrelated." + "reason": "Qwen3-vl-embedding StopIteration during video handling and GraniteMoEHybrid invalid method are different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster choice is grounded in the packet: 43644 is the earliest and clearest report of the non-persistent-buffer corruption regression, and the accepted links to 43950 and 44534 are well supported by the issue titles. The remaining soft-edge rejections are conservative and mostly align with clearly different titles/symptoms. No unsupported mergeability claims are made." + "feedback": "The summary is grounded in the packet: issue:43950 is a clear representative for the v5 non-persistent-buffer corruption cluster, and the two accept verdicts on issue:43644/issue:43950 and issue:43950/issue:44534 are conservative and well supported by the titles. The remaining soft-edge rejections also read as appropriately cautious given the evidence available." }, "evaluator_used": true, "retried": false, @@ -901,8 +901,8 @@ "review_unit_count": 43, "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-15354-373", "nodes": [ @@ -993,12 +993,12 @@ "issue:42915|issue:43872", "issue:43257|issue:45305" ], - "prepared_review_unit_hash": "f95d762adcd1ab06438bf3c8fdef90f1c8eb27cd0144ba67a6cbee3d47f0737e", + "prepared_review_unit_hash": "da1432dedfb93c739e6a754a8014fa3fbe00a1baa5990493319848cd3b7f2578", "component_budget": { "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -1006,252 +1006,234 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38592, - "estimated_input_tokens": 9648, - "estimated_eval_tokens": 19552 + "serialized_chars": 38594, + "estimated_input_tokens": 9649, + "estimated_eval_tokens": 19554 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many unrelated loading/regression issues across tokenizers, DeepSpeed/ZeRO, quantization, SigLIP2, docs, and flash-attn. I only see two clear duplicate pairs: the v5 docs pipeline-removal notices, and the `_is_hf_initialized` / `init_empty_weights` loading TypeError. The rest are similar by subsystem or model family, but not the same underlying bug/change.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical issue fits the whole cluster; the items span multiple unrelated bug classes rather than one duplicate thread.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "If forced to pick one representative issue, issue:44291 is the cleanest concrete regression report for the repeated `_is_hf_initialized` loading error, but it only represents one small duplicate subcluster.", - "best_pr_reason": "No pull requests are present in this cluster.", + "summary": "Mostly a collection of unrelated Transformer v5-era regressions, with a few real duplicate pockets around stale pipeline docs and ZeRO/init_empty_weights loading failures. I kept the SigLIP2 and Whisper links conservative because the packet only shows family/title similarity, not a shared concrete defect.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45020 is still the best umbrella issue here: it is open, broad, and captures the recent remote_code/loading regression theme that overlaps with several other reports without forcing weaker pairs into a duplicate bucket.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest cluster anchor overall because it is the broadest and most central regression report in the set, while the other likely duplicates are narrower subcases or weaker title-only matches.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and different failure modes; not the same bug." + "reason": "Different models and failure surfaces: a bad tokenizer-loading error message vs a GLM-4v load failure." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both mention storage/type errors, but one is a bitsandbytes `_is_hf_initialized` incompatibility and the other is a Float8 storage lookup failure; different code paths." + "reason": "Both are loading incompatibilities, but the concrete causes differ (`_is_hf_initialized` vs Float8 storage lookup)." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family (SigLIP2), but one is zero probabilities and the other is degraded text embeddings; different symptoms and likely different root causes." + "reason": "Only loose SigLIP2 family similarity; the titles do not establish the same underlying bug." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but gradient-checkpointing ineffectiveness and int4 reserved-memory growth are distinct issues." + "reason": "Both involve memory, but one is gradient checkpointing under PEFT and the other is int4 OOM/reserved-memory growth." }, { "left": "issue:43054", "right": "issue:43493", - "accept": false, - "reason": "Both concern SigLIP2, but one is embedding quality and the other is an HF-vs-JAX implementation discrepancy; not the same concrete bug." + "accept": true, + "reason": "Both are SigLIP2 regression reports about degraded/incorrect outputs, so they plausibly share the same implementation mismatch." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different models and different failures: GLM-4v loading vs missing `all_tied_weights_keys` on Molmo." + "reason": "Unrelated issues: GLM-4v loading vs a Molmo tied-weights attribute error." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "One is about noisy loading messages, the other is an actual load failure for a specific model." + "reason": "One is load-time logging noise, the other is an actual model-load failure for ScandiBERT." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both touch training memory, but the LoRA checkpointing problem and Qwen3 MoE memory inefficiency are separate bugs." + "reason": "Different training-memory problems with different symptoms and likely different fixes." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression and Python 3.13 `flash_attn` import KeyError are unrelated." + "reason": "Detokenization regression and a flash-attn import KeyError are different code paths." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both involve `remote_code`, but one is missing fields in `AutoConfig` and the other is broader model breakage; not the same concrete issue." + "reason": "Related in theme, but `trust_remote_code` missing fields is not clearly the same concrete regression as the broader remote_code breakage." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are load-related, but one is just unnecessary noise while the other is a hard tokenizer/model load failure." + "reason": "Generic loading noise vs a specific inability to load a different model." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different models and different failures; one is Qwen3VL `weight_only`, the other is a GLM5 issue with no clear shared root cause." + "reason": "Different model families and different failure modes; no shared concrete bug is evident." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both are Qwen LoRA / embedding-tie related, but one is a version incompatibility and the other is a warning about `tie_word_embeddings`; not the same bug." + "reason": "Checkpoint compatibility across versions vs a LoRA tie-word-embeddings warning; related wording, not the same bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Both are load/config errors, but Gemma3 ZeRO-3 index errors and Qwen3 MoE FP8 failures are different code paths." + "reason": "Different ZeRO-3/FP8 failures with different models and code paths." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "Detokenization regression versus inability to load a specific model; unrelated." + "reason": "Tokenizer detokenization regression is unrelated to a model-loading failure." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both mention recent-version/model loading regressions, but 45356 is a Kimi-K2.5 tokenizer codec/warning issue, not the same as the general remote_code breakage." + "reason": "Both are recent regressions, but remote_code loading and Kimi tokenizer codec/fix_mistral_regex behavior are not the same defect." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "`add-new-model-like` mapping logic is a different area from remote-code loading regressions." + "reason": "Tokenizer registration bug vs remote_code loading regression; similar surface area, different problem." }, { "left": "issue:43054", "right": "issue:43278", "accept": false, - "reason": "Both mention embeddings, but one is SigLIP2 embedding quality and the other is a dtype change between training and eval." + "reason": "Same SigLIP2 family, but the available evidence only shows a dtype change, not the same underlying bug." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import error for a VL class versus bitsandbytes initialization/storage incompatibility; not the same bug." + "reason": "Import error for a model class vs bitsandbytes/init_empty_weights incompatibility; different failures." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading for a specific model and flash-attn fallback logic are unrelated." + "reason": "Tokenizer loading failure and flash-attn fallback gating are separate issues." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "These are the same documentation regression: stale pipeline-task references after the v5 pipeline removals." + "reason": "Both are stale v5 docs issues still referencing removed pipeline tasks." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Both are audio/Whisper-adjacent, but the reports do not describe the same concrete failure or code path." + "reason": "Whisper/audio-front-end similarity is plausible, but the titles do not clearly show the same runtime defect." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex patch crash and flash-attn fallback gating are unrelated subsystems." + "reason": "Tokenizer regex crash and flash-attn fallback blocking are different bugs." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "`lm_head` tying in Mistral3 and non-persistent buffer corruption during `from_pretrained()` are different regressions." + "reason": "Weight-tying in Mistral3 and non-persistent buffer corruption are unrelated code paths." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Different models and failures: Qwen3 MoE weight conversion vs Ovis2 checkpoint corruption." + "reason": "Qwen3 MoE weight conversion and an Ovis2 checkpoint corruption report are distinct issues." }, { - "left": "issue:43824", - "right": "issue:43872", + "left": "issue:42915", + "right": "issue:45020", "accept": false, - "reason": "Import surface error versus bitsandbytes initialization bug; not the same issue." + "reason": "FP8/DeepSpeed training failure is not the same as the broad remote_code loading regression." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:43742", + "right": "issue:45399", "accept": false, - "reason": "Both are model-load failures, but they concern different models and different mechanisms." + "reason": "MobileLLM key error and flash-attn fallback gating are unrelated." }, { - "left": "issue:44928", - "right": "issue:45588", + "left": "issue:41553", + "right": "issue:44488", "accept": false, - "reason": "Gradient explosion under Qwen3.5 RLHF and an `integrations/flash_attention.py` crash are unrelated." + "reason": "Different models and different load failures; only generic loading trouble is shared." }, { - "left": "issue:41553", - "right": "issue:44991", + "left": "issue:42915", + "right": "issue:43872", "accept": false, - "reason": "Different models and different problems: a bad tokenizer error message vs a tokenizer load failure." + "reason": "FP8 config failure and `_is_hf_initialized`/Int8Params incompatibility are separate incompatibilities." }, { - "left": "issue:43742", - "right": "issue:45399", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "MobileLLM key error and flash-attn fallback gating are unrelated." + "reason": "Both mention Qwen3 MoE, but one is missing weight conversion and the other is gradient averaging under GAS." }, { "left": "issue:43940", "right": "issue:45313", - "accept": false, - "reason": "Both are ZeRO-3 weight-loading problems in Qwen variants, but the model targets and failure descriptions differ enough that they do not look like one concrete bug." + "accept": true, + "reason": "Both are Qwen3/Qwen3.5 ZeRO-3 weight-loading failures that report missing weights in the same general code path." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "These describe the same `_is_hf_initialized` / `init_empty_weights` TypeError regression during model loading." + "reason": "Same `_is_hf_initialized` / `init_empty_weights` incompatibility family, just surfaced through different entry points." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model families and failure modes; no clear shared underlying bug." + "reason": "Different model families and different load failures; no shared concrete bug is evident." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different bugs in different layers: RLHF gradient instability versus a flash-attention integration crash." - }, - { - "left": "issue:41553", - "right": "issue:44488", - "accept": false, - "reason": "Bad error message for Voxtral and inability to load `cjvt/sleng-bert` are unrelated." - }, - { - "left": "issue:42915", - "right": "issue:45020", - "accept": false, - "reason": "Qwen3 MoE FP8 loading failure and broader remote_code regressions are not the same concrete issue." - }, - { - "left": "issue:43257", - "right": "issue:45305", - "accept": false, - "reason": "One is a weight-conversion/loading issue, the other is a gradient-averaging issue during training; different code paths." + "reason": "Gradient explosion/SDPA fallback and a flash_attention crash on `s_aux=None` are different problems." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies only the two clearly supported duplicate pairs (the v5 docs pipeline-removal issues and the `_is_hf_initialized` loading TypeError issues), and the remaining soft-edge rejections do not overclaim shared root causes. The canonical-issue and best-issue choices are also appropriately cautious for a heterogeneous cluster." + "accept": false, + "feedback": "The anchor choice is mostly grounded, but several soft-edge accepts are too assertive for the packet. In particular, the SigLIP2 pairs (38175\u201343054 and 43054\u201343278) are only loosely related by model/family/title and do not establish a shared bug from the available evidence. The Whisper pair (43792\u201344220) is also plausible but not clearly the same defect from titles alone. The more conservative loading-regression pairs (43872\u201344291, 43940\u201345313, 43827\u201344509) are fine, but the summary and a few accepted verdicts overstate certainty beyond the packet." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1264,8 +1246,8 @@ "review_unit_count": 43, "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-15354-373", "nodes": [ @@ -1349,12 +1331,12 @@ "issue:42491|issue:43720", "issue:44960|issue:44977" ], - "prepared_review_unit_hash": "96860ed0826e0d2a19485de24dd2f2e22950941e069cc9a013c00a64e4203860", + "prepared_review_unit_hash": "7e9461d13590345fc39f1d8f42c8b127386bdaae573625e40bc1b4230b6c9707", "component_budget": { "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -1362,207 +1344,207 @@ "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36152, - "estimated_input_tokens": 9038, - "estimated_eval_tokens": 18332 + "serialized_chars": 36154, + "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 heterogeneous and should be split into several smaller duplicate groups rather than treated as one issue. Clear duplicate pairs exist for the non-persistent buffer regression, the masked-index IndexError, the custom-model init regression, the SigLIP2 bad-output reports, the Qwen video regression, and the config-validation load failures.", - "confidence": 0.84, - "canonical_issue_reason": "No single canonical issue fits the whole cluster; it contains multiple unrelated bug families (DeepSpeed/BERT, SigLIP2, Qwen video/loading, config validation, custom model init).", + "summary": "This cluster is mostly heterogeneous: a grab-bag of unrelated Transformers bug reports across different models/features. Only a few soft pairs look like true duplicates; the rest should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue; this is a heterogeneous bundle of unrelated bugs. Only a few pairs are clear duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for the entire cluster; the strongest grouping is only at the subcluster level, so this cluster should be split instead of merged around one representative issue.", + "best_issue_reason": "As a whole, none of these issues is a strong global representative because they span different models, regressions, and code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different failures: trainer API mismatch vs tensor mask shape error; unrelated code paths." + "reason": "Different failures: trainer API kwarg mismatch vs mask/tensor shape IndexError." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same masked-index shape mismatch IndexError; looks like the same underlying regression." + "reason": "Same IndexError class with the same mask/tensor shape mismatch pattern." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "Unrelated bitsandbytes loading incompatibility vs tokenizer model_max_length issue." + "reason": "Unrelated bugs: bitsandbytes constructor incompatibility vs tokenizer max-length handling." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "Both report a Qwen VL video-input regression in 5.3.0; same preprocessing path appears implicated." + "accept": false, + "reason": "Both touch Qwen VL/video paths, but the concrete failures and affected surfaces differ." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different model families and different failures: PagedAttentionCache/linear_attention vs checkpoint loading." + "reason": "Different models and different failure modes; not the same bug." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated issues: GGUF gpt-oss support request vs dtype mismatch in Phi-tiny-MoE." + "reason": "GGUF gpt-oss support is unrelated to Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different audio bugs: track-to-track embedding leak vs empty-transcription handling after token alignment." + "reason": "AudioFlamingo3 batched-track leakage vs Whisper empty-transcription failure are unrelated." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training RuntimeError and void-segmentation image processor failure are unrelated." + "reason": "DeepSpeed weight-shape training error vs image processor void-segmentation bug are unrelated." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "gpt-oss GGUF support and Qwen3-MoE sliding_window behavior are different issues." + "reason": "Different model families and different issues; no shared concrete code path." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different model/code-path problems: Bamba torch.compile+SDPA vs Qwen3.5 flash-attention position_ids handling." + "reason": "torch.compile/SDPA on Bamba is unrelated to Qwen3.5 flash-attention position_ids crash." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Both describe the same Transformers 5.0 custom-model initialization regression; one is just notebook-specific." + "reason": "Both report the same Transformers v5 custom-model initialization regression; one is just a more specific reproduction." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "Non-persistent buffer corruption and Qwen2.5-VL rope scaling are unrelated regressions." + "reason": "Non-persistent-buffer corruption and Qwen2.5-VL rope-index scaling are different regressions." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both are Qwen-related, but one is video StopIteration and the other is TRL embedding unpacking; different bugs." + "reason": "Both mention Qwen3.5/VL embeddings, but one is video StopIteration and the other is TRL SFT unpacking failure." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF gpt-oss support request vs Float8 storage lookup error; unrelated." + "reason": "Unrelated: gpt-oss GGUF support vs missing Float8 storage type." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Specific import error for one class vs broader meta-device loading regression; not the same bug." + "reason": "ImportError for a specific class vs meta-device loading regression are distinct issues." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 config failure and meta-device loading failure are different problems." + "reason": "Qwen3Moe FP8 config failure is unrelated to meta-device loading problems." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel execution failure is unrelated to GGUF gpt-oss support." + "reason": "3d_parallel.py runtime failure is not the same as gpt-oss GGUF support." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 base model produces clearly wrong/garbled outputs in both reports; likely the same underlying bug." + "reason": "Same SigLIP2 base model and same broken inference behavior; one report uses a different surface (AutoModel/pipeline) but appears to be the same underlying bug." }, { "left": "issue:43646", "right": "issue:43950", "accept": false, - "reason": "Custom model initialization regression and non-persistent buffer corruption are different issues." + "reason": "Custom model init regression and non-persistent-buffer corruption are separate v5 issues." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Qwen video StopIteration and mask-shape IndexError are unrelated failures." + "reason": "Different Qwen-related failures; one is video StopIteration, the other is a mask/tensor IndexError." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Import error for GenerationMixin vs Qwen3Moe FP8 config failure; different code paths." + "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Both touch model loading, but one is DeepSpeed/Bert index error and the other is TOKENIZER_MAPPING_NAMES logic; not the same bug." + "reason": "Zero3/Bert loading failure is unrelated to tokenizer-mapping/model registration bug." }, { "left": "issue:44877", "right": "issue:45030", - "accept": true, - "reason": "Both point to the same strict config-validation regression preventing model configs from loading." + "accept": false, + "reason": "Both are config-validation complaints, but they affect different models and likely different checks." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed zero3 Bert index error and add-new-model-like tokenizer mapping failure are unrelated." + "reason": "Zero3/Bert index error is unrelated to add-new-model-like tokenizer-mapping handling." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "device_map/offload loading failure and Strix Halo mmap OOM are different issues." + "reason": "Device-map dequantized loading/offload issue is unrelated to mmap OOM on Strix Halo." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Near-identical report of Transformers v5 filling non-persistent buffers with junk; same regression." + "reason": "These are the same non-persistent-buffer regression in Transformers v5, just phrased differently." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Language-model weight loading under ZeRO-3 and save_pretrained visual-encoder key regression are different problems." + "reason": "Both are Qwen3.5 regressions, but one is ZeRO-3 weight loading and the other is save_pretrained key serialization." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "SigLIP2 bad outputs and a documentation example with model/processor mismatch plus quantization failure are not the same bug." + "reason": "SigLIP2 zero-probability inference bug is not the same as the documentation example's model/processor mismatch and quantization failures." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA/Qwen3-MoE compatibility across HF versions and BitNet packed-weight loading are unrelated." + "reason": "Qwen3_moe LoRA compatibility on hf5.x is unrelated to BitNet packed-weight loading." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model families and failure modes: GLM5 vs Qwen3.5 flash-attention generation." + "reason": "Different models and different generation issues; no shared bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering summary is grounded in the packet: it correctly identifies multiple distinct bug families and avoids proposing a single canonical issue. The accepted soft pairs are generally conservative and well-supported by the titles, especially the exact/near-exact regressions around non-persistent buffers, masked-index mismatch, custom model init, SigLIP2 outputs, config validation, and the Qwen video regression family." + "feedback": "The summary is grounded in the packet: the cluster is indeed mostly heterogeneous, and the accepted soft pairs are narrowly framed and conservative based on the titles. I don't see an overstatement of evidence in the verdicts." }, "evaluator_used": true, "retried": false, @@ -1677,7 +1659,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -1955,8 +1937,8 @@ "review_unit_count": 43, "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-15354-373", "nodes": [ @@ -2047,12 +2029,12 @@ "issue:43611|issue:43644", "issue:44811|issue:45584" ], - "prepared_review_unit_hash": "6c69d3e84a6a02f9ccfb61334ccca61539462320354e95b745c6d8a9afb45716", + "prepared_review_unit_hash": "8795b1a249cfbbe0dc6c0015d8f74d2054d024ea70211b6067eeabe32d6c43f0", "component_budget": { "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -2060,231 +2042,237 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38483, - "estimated_input_tokens": 9621, - "estimated_eval_tokens": 19498 + "serialized_chars": 38485, + "estimated_input_tokens": 9622, + "estimated_eval_tokens": 19500 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab-bag of unrelated Transformer/Whisper/model-loading bugs. I don\u2019t see any true duplicate pairs among the soft candidates; several are only loosely similar by subsystem or v5 regression theme.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43611 is the cleanest representative of the recurring v5 model-loading regression theme and is broader than the more model-specific reports.", + "summary": "This cluster is a loose set of Transformers/v5 regression issues, mostly distinct model-loading or runtime bugs rather than true duplicates. The strongest representative issue is the broad custom-model loading regression in issue 43611, but none of the soft-edge pairs look safe to merge as duplicates.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43611 is the broadest and most central report: Transformers 5.0 breaking model loading for custom classes via `base_model_prefix`, which aligns with several nearby v5 loading-regression reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best standalone issue here because it states a concrete, broadly applicable loading regression rather than a narrow downstream symptom.", + "best_issue_reason": "issue:43611 best represents the cluster because it describes a core v5 loading regression with broad impact, whereas the other issues are more specific model- or feature-level failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different problems: video-input regression across Qwen VL models vs strict-config loading failure for granite_speech." + "reason": "Both are model-related regressions, but one is a video-input bug for Qwen VL variants and the other is a Granite Speech config-loading issue; different code paths." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Unrelated failures: Jupyter custom-model initialization vs save/from_pretrained extra_state handling." + "reason": "Custom model initialization in notebooks is unrelated to save/from_pretrained handling of `extra_state`; these are distinct failure modes." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Both are model-loading related, but one is Qwen3 MoE conversion with accelerate/deepspeed and the other is NemotronH checkpoint compatibility." + "reason": "Qwen3 MoE loading with accelerate/deepspeed and NemotronH checkpoint loading are different model families and different loader bugs." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "One is a Torch 2.10 compatibility issue; the other is an autocast dtype mismatch on a specific MoE model." + "reason": "Torch 2.10 incompatibility is a version-compatibility issue, while the other is an autocast dtype mismatch on a specific model." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Different root causes and models: autocast dtype mismatch vs meta-device loading breakage." + "reason": "One is an autocast dtype mismatch; the other is a meta-device loading breakage. Related theme, not same bug." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Unrelated: missing Float8 storage vs disabling mmap to avoid OOM on Strix Halo." + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated runtime problems." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Different code paths: reproduction of an older issue vs PagedAttentionCache crashing on Qwen3.5." + "reason": "An isolated reproduction of an older issue is not the same as a PagedAttentionCache crash on Qwen3.5; different symptoms and paths." }, { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Different model families and failures: Qwen3-VL weight-shape mismatch vs NemotronH checkpoint loading." + "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint-loading failure affect different models and loaders." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is custom model init in notebooks." + "reason": "Both are v5 regressions around model loading, but one is base_model_prefix handling and the other is notebook-defined custom model initialization; not the same defect." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language pipeline regression vs gpt-oss MXFP4 quantization fallback are unrelated." + "reason": "Whisper return_language pipeline behavior is unrelated to GPT-OSS MXFP4 quantization fallback." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch version incompatibility and Mistral image-preprocessor dtype mismatch are different bugs." + "reason": "Torch 2.10 incompatibility is distinct from a Mistral image preprocessor/model dtype mismatch." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to the template-node compilation error." + "reason": "PagedAttentionCache linear_attention crash and compile-time non-template-node error are unrelated." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs issues, but they cover different pipeline-task documentation changes." + "reason": "Both are docs issues, but they document different removed/deprecated pipeline behaviors." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Same general Qwen3-VL area, but one is a MoE loading regression and the other is a specific weight-shape mismatch." + "reason": "Both involve Qwen3-VL, but one is a MoE loading regression and the other is a checkpoint shape mismatch; too different to duplicate." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver non-default-resolution interpolation failure." + "reason": "torch.export failures with torch_compilable_check are unrelated to Perceiver non-default-resolution loading." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen VL models vs a tensor mask shape mismatch are different failures." + "reason": "Video-input regression and mask-shape IndexError are different execution paths and error classes." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 output nonsense and ModelOutput key assignment with None are different behaviors and code paths." + "reason": "Siglip2 producing bad outputs is unrelated to `ModelOutput` key assignment when values were previously None." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and tokenizer loading for EMBIDDIA/est-roberta are unrelated." + "reason": "CamemBERT prediction correctness and tokenizer loading for EMBEDDIA/est-roberta are separate problems." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory usage and Strix Halo mmap/OOM are not the same bug." + "reason": "Memory inefficiency in Qwen3 MoE training is not the same as disabling mmap to avoid OOM on Strix Halo." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper return_language and CamemBERT masked-LM are unrelated model-specific regressions." + "reason": "Whisper pipeline language return and CamemBERT masked-LM predictions are unrelated model-specific issues." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "deepspeed zero3/BertModel IndexError is unrelated to compiled flex_attention on torch >= 2.9." + "reason": "Deepspeed ZeRO3 initialization index error and compiled flex_attention failure on newer torch versions are different bugs." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch version incompatibility and Qwen3.5 SFT embedding unpacking are different issues." + "reason": "Torch 2.10 incompatibility is unrelated to Qwen3.5 embedding unpacking with TRL SFT trainer." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity on gpt-oss-20b and ineffective gradient checkpointing with LoRA are unrelated." + "reason": "High perplexity on gpt-oss and ineffective gradient checkpointing with LoRA are not the same underlying issue." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Missing Float8 storage and template-node compilation failure are unrelated." + "reason": "Float8 storage resolution failure and compiler rejection of non-template nodes are unrelated." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer method conflict and gguf_file loading breakage are different tokenizer/model-loading bugs." + "reason": "T5 tokenizer special-token method conflicts and gguf_file loading failures are distinct tokenizer/model-loading bugs." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer _gpu_broadcast_one TypeError is unrelated to Whisper return_language pipeline behavior." + "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline regression are unrelated." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag breakage are unrelated." + "reason": "Apple Silicon allocator warmup TypeError is not the same as the `_is_hf_initialized` flag breakage." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer failures: EMBIDDIA/est-roberta loading vs Mistral regex patch crash." + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta and Mistral regex-patch backend_tokenizer crash are different tokenizer code paths." }, { "left": "issue:43957", "right": "issue:44164", "accept": false, - "reason": "Meta-device loading breakage and extra_state save/load handling are different regressions." + "reason": "Meta-device loading failures and save/from_pretrained extra_state handling are separate mechanisms." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "GPT-OSS perplexity regression and runtime special-token post-processor update bug are unrelated." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to Qwen VL video-input regression." + "reason": "extra_state save/load handling is unrelated to the Qwen VL video-input regression." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "sleng-bert tokenizer loading and Mistral regex-patch crash are different model-specific tokenizer bugs." + "reason": "Loading `cjvt/sleng-bert` and patching Mistral regex are different tokenizer-loading failures." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Molmo all_tied_weights_keys missing and sleng-bert loading failure are unrelated." + "reason": "Missing `all_tied_weights_keys` on MolmoForCausalLM is unrelated to the sleng-bert tokenizer load problem." }, { "left": "issue:43425", "right": "issue:45161", "accept": false, - "reason": "Torch 2.10 incompatibility and GPT-OSS MoE tensor-parallel failure are different issues." + "reason": "Torch 2.10 incompatibility and GPT-OSS MoE tensor-parallel failure are distinct issues." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one concerns loading models with base_model_prefix and the other non-persistent buffer initialization." + "reason": "Both are Transformers 5 regressions, but one is custom model loading via `base_model_prefix` and the other is non-persistent buffer initialization; related but not duplicate." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription failure after align_special_tokens are related only by surface area, not the same bug." + "reason": "Ignoring `skip_special_tokens` in batch_decode and failing on empty transcription after align_special_tokens are close Whisper-processing reports, but they target different symptoms and likely different code paths." } ] }, @@ -2397,7 +2385,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -2639,8 +2627,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-373", "nodes": [ @@ -2732,7 +2720,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -3055,7 +3043,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -3371,7 +3359,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -3634,8 +3622,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-373", "nodes": [ @@ -3725,7 +3713,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -3949,8 +3937,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-373", "nodes": [ @@ -4041,7 +4029,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -4358,7 +4346,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -4665,7 +4653,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -4886,8 +4874,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-373", "nodes": [ @@ -4977,7 +4965,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -5284,7 +5272,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -5588,7 +5576,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -5909,7 +5897,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -6236,7 +6224,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -6528,7 +6516,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -6743,8 +6731,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-373", "nodes": [ @@ -6841,7 +6829,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -7188,7 +7176,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -7421,8 +7409,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-373", "nodes": [ @@ -7509,7 +7497,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -7718,8 +7706,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-373", "nodes": [ @@ -7808,7 +7796,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -8111,7 +8099,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -8404,7 +8392,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -8710,7 +8698,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -8937,8 +8925,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-373", "nodes": [ @@ -9030,7 +9018,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -9263,8 +9251,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-373", "nodes": [ @@ -9353,7 +9341,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -9568,8 +9556,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-373", "nodes": [ @@ -9658,7 +9646,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -9963,7 +9951,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -10280,7 +10268,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -10630,7 +10618,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -10881,8 +10869,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-373", "nodes": [ @@ -10974,7 +10962,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -11296,7 +11284,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -11602,7 +11590,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -11914,7 +11902,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -12174,8 +12162,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-373", "nodes": [ @@ -12268,7 +12256,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -12507,8 +12495,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-373", "nodes": [ @@ -12600,7 +12588,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -12938,7 +12926,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -13192,8 +13180,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-373", "nodes": [ @@ -13289,7 +13277,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -13659,7 +13647,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -13976,8 +13964,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-373", "nodes": [ @@ -14010,7 +13998,7 @@ "node_count": 373, "item_count": 373, "soft_pair_count": 1390, - "serialized_chars": 717806, + "serialized_chars": 717808, "estimated_input_tokens": 179452, "estimated_eval_tokens": 359160 }, @@ -15197,142 +15185,142 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "d399d7cbbb632603526c2d498c70b7ced18a4ccb68989ab9671d81702389524d", + "prepared_review_unit_hash": "d73a248ddbf44034b0ad9f1ae48466710597a4ada31ab9404716843974e40f82", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 32982, - "estimated_input_tokens": 8246, - "estimated_eval_tokens": 16748 + "serialized_chars": 32976, + "estimated_input_tokens": 8244, + "estimated_eval_tokens": 16744 }, "budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 32982, - "estimated_input_tokens": 8246, - "estimated_eval_tokens": 16748 + "serialized_chars": 32976, + "estimated_input_tokens": 8244, + "estimated_eval_tokens": 16744 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one soft-edge pair looks like a true duplicate: the two `fixed_cross_entropy` PRs that both address the same loss-function kwargs bug. The rest are false positives across unrelated model additions, tests, docs, or refactors.", - "confidence": 0.96, + "summary": "This cluster is mostly unrelated PRs with only one credible duplicate pair: two loss-utils patches for the same cross-entropy kwargs fix. The rest touch different models, docs, or features and should not be merged together.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the better canonical choice: it directly references issue 43240, patches `fixed_cross_entropy` in the intended way, and its scope is a bit clearer/more complete than 43254.", + "canonical_pr_reason": "PR 43251 is the better canonical representative for the duplicated loss-utils fix: it has the explicit issue target, broader kwargs handling, and the more complete patch for the same function.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest representative of the duplicate pair because it most clearly expresses the underlying bug fix and aligns to the tracked issue.", + "best_pr_reason": "PR 43251 is the best single PR to represent the cluster because it is the only clearly duplicate-linked code change and is the more substantive version of that fix.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated PRs: a VideoPrism model add vs an Executorch export test." + "reason": "Unrelated PRs: VideoPrism model/docs addition vs Executorch dynamic-shape export test." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer-method fix vs a new MobileLLM model; different codepaths and goals." + "reason": "Different changes: Mistral tokenizer methods vs adding MobileLLM model files." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer-method additions are unrelated to Executorch dynamic-shape export tests." + "reason": "Tokenizer API patch vs Executorch export test; no shared bug or code path." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor-pretrained robustness changes do not match a MobileLLM model addition." + "reason": "Processor-pretrained robustness changes are unrelated to MobileLLM model addition." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix is unrelated to adding MobileLLM." + "reason": "Loss function kwargs fix and MobileLLM model addition are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Same broad repo area, but a cross-entropy utility fix is not the same change as Mistral4 model/test work." + "reason": "Cross-entropy kwargs fix is unrelated to Mistral4 test/model work." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export tests and Mistral4 test/model fixes are different concrete changes." + "reason": "Executorch dynamic-shape test and Mistral4 fixes do not target the same bug." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic export testing is unrelated to adding MobileLLM." + "reason": "Executorch export testing and MobileLLM model scaffolding are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New MobileLLM model vs Falcon refactor; no shared underlying bug/change." + "reason": "MobileLLM model addition and Falcon output-interface refactor are different features." }, { "left": "pull_request:43823", "right": "pull_request:44827", "accept": false, - "reason": "Model addition and Mistral4 test/model fixes are not the same PR-worthy change." + "reason": "MobileLLM model addition and Mistral4 fixes are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor is unrelated to the model-creation skill draft." + "reason": "Falcon refactor is unrelated to the model-creation skill PR." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactor and Mistral4 test fixes are distinct changes." + "reason": "Falcon standardized output refactor and Mistral4 fixes are different code paths." }, { "left": "pull_request:44827", "right": "pull_request:45587", "accept": false, - "reason": "Mistral4 fix work is unrelated to documentation for continuous batching memory management." + "reason": "Mistral4 tests/fixes and docs for continuous batching memory management are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Different concrete bugs: Mistral4 tests/modeling vs a `layrnorm` spelling rename across CLIP-like models." + "reason": "Mistral4 tests and CLIP-like layernorm renaming are separate changes." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Only a shared auto/modeling file path appears; the actual changes are unrelated." + "reason": "Mistral4 fixes and the model-creation skill PR are not the same underlying change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "A new model addition is not the same as the model-creation skill draft, despite thematic overlap." + "reason": "MobileLLM model addition does not overlap with the model-creation skill/meta tooling PR." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs modify `fixed_cross_entropy` for the same underlying issue (43240) and are effectively duplicate implementations of the same bug fix." + "reason": "Both PRs patch the same fixed_cross_entropy function to support extra cross_entropy kwargs for the same issue; they are duplicate implementations of the same code-path fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The duplicate verdict on 43251/43254 is grounded in the packet: both touch `src/transformers/loss/loss_utils.py`, share issue target 43240, and are mergeable as the same bugfix. The remaining rejects are conservative and match the shown diffs and file sets." + "feedback": "The summary is grounded in the packet: most candidate pairs are indeed unrelated, and the only supported duplicate pair is the shared-issue loss-utils fix between PR 43251 and PR 43254. The conservative false verdicts are consistent with the evidence, and the canonical/best-PR choice is reasonable." }, "evaluator_used": true, "retried": false, @@ -15359,12 +15347,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "0d17e90193ccb10a23d1026776e76944fa5d527ded8ac704d6e6ca6319087e32", + "prepared_review_unit_hash": "84dc932c08f49695b7f440989210cda501db90fb6b6911aff218447e7fd397f0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -15372,7 +15360,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -15381,18 +15369,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related VibeVoice PRs, but they are not duplicates: the first adds baseline VibeVoice support, while the second adds a separate realtime/tokenizer expansion on top of it.", - "confidence": 0.95, + "summary": "Two open PRs both add VibeVoice support, but they are not the same change: one is the base model integration, the other is a draft realtime extension with extra tokenizer/generation work. They should stay separate.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for a duplicate cluster: #40546 is the initial VibeVoice integration, while #42781 is a distinct realtime-oriented extension with additional tokenizer and generation changes.", + "canonical_pr_reason": "PR #40546 is the cleaner canonical PR for the cluster: it appears to be the original end-to-end VibeVoice integration (docs, auto registrations, model/processing code) and is more complete and review-active than the draft realtime follow-up.", "best_issue_reason": null, - "best_pr_reason": "#42781 is the best representative for current VibeVoice work because it subsumes the base integration and adds the broader realtime/tokenizer path, but it should still remain separate from #40546.", + "best_pr_reason": "PR #40546 is the best representative for this cluster because it covers the core VibeVoice implementation rather than the narrower draft realtime expansion in #42781.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Related VibeVoice work, but not the same concrete change: #40546 introduces core VibeVoice support, whereas #42781 adds realtime support plus acoustic tokenizer and generation updates. They overlap on shared model scaffolding, but they would not plausibly be merged as one duplicate PR." + "reason": "Reject: #42781 is a draft \"VibeVoice Realtime\" follow-up with additional tokenizer/feature extraction/generation changes, while #40546 is the base VibeVoice implementation. They overlap in subsystem and files, but they are not the same concrete fix/change and would not plausibly be merged as one PR." } ] }, @@ -15422,12 +15410,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "933bd9e1170bb50d06d485e510a1832657591d8467b47b6b160a1a149bdf63ec", + "prepared_review_unit_hash": "9a98bb3a3985f5f553535b15991d225c0652478dbae221806d5274147de9ad7d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -15435,7 +15423,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -15444,18 +15432,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds TimesFM forecasting with covariates, while the other adds DINOv3 image-classification support. They touch different models, code paths, and feature areas, so they should not be clustered as duplicates.", + "summary": "The two PRs are unrelated feature additions in different models: TimesFM covariate-based forecasting vs. DINOv3 image-classification support. They do not look like the same underlying change or bug fix.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 41224 is the more focused and self-contained change, with a single model feature addition and clear implementation/tests. PR 40755 is broader and more doc-heavy, but neither is a duplicate of the other.", + "canonical_pr_reason": "No canonical PR: the PRs target different model families, different tasks, and different codepaths, so this cluster is heterogeneous.", "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the stronger representative because it targets one concrete capability addition with a narrower scope and clearer code path than PR 40755.", + "best_pr_reason": "No best PR for duplicate-triage purposes because neither PR is a plausible duplicate of the other; they are independent feature PRs.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and features: TimesFM covariate forecasting vs DINOv3 image classification. No shared underlying bug or mergeable change." + "reason": "Different models and functionality with no shared concrete bug/change; one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support." } ] }, @@ -15551,7 +15539,7 @@ "soft_pairs": [ "pull_request:41797|pull_request:45186" ], - "prepared_review_unit_hash": "297bd10318966b72c887d551782c44b8dee218e5ba7c3243b0b3bf054839a033", + "prepared_review_unit_hash": "8813d9f01389a1fd2dc7a4e148d87e439b4e61bbd388ab029398e8f893912ab0", "component_budget": { "node_count": 2, "item_count": 2, @@ -15573,18 +15561,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are separate model-integration PRs (DeepSeek OCR vs Isaac). They overlap on Transformers boilerplate and auto-registry files, but they are not the same underlying change and should not be deduplicated.", - "confidence": 0.98, + "summary": "These are two separate model-addition PRs with overlapping framework scaffolding, but they target different models and different code paths. They are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 41797 is the better cluster representative: it is a substantial, well-reviewed model-addition PR with broad integration work and explicit DeepSeek OCR docs/tests/code.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 41797 is the strongest representative for the cluster because it has more review activity and a fuller, established integration surface. It is not a duplicate of the Isaac PR, though.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions targeting different codepaths and assets (DeepSeek OCR vs Isaac). Shared auto-registration and docs scaffolding is expected for new model PRs and is not enough to treat them as the same change." + "reason": "Different integrations: one adds DeepSeekOCR and the other adds Isaac. Shared auto-registration/docs/test plumbing is expected for new-model PRs, but they do not fix the same underlying bug or implement the same change." } ] }, @@ -15614,7 +15602,7 @@ "soft_pairs": [ "pull_request:42166|pull_request:45426" ], - "prepared_review_unit_hash": "38b0c9137e55c4f4c4fbda8c693c9254e1faa5ef46dcdb929bb5391b0f2711b7", + "prepared_review_unit_hash": "e948443bb7a4263acf47b0e41611f9620b539d80078cd0a8340f7c999b89d63a", "component_budget": { "node_count": 2, "item_count": 2, @@ -15636,18 +15624,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one adds the InternVL Flash model, while the other adds AXK1. They only share generic auto-registration files and broad model-integration scaffolding.", - "confidence": 0.96, + "summary": "These PRs are not duplicates: one adds the InternVLFlash model and docs, while the other adds AXK1 support. They only overlap on shared auto-registration boilerplate files, which is not enough to indicate the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the requests add different models and different code paths, so they are not the same change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative, the InternVL Flash PR is more mature, but it is not a canonical match for the AXK1 PR.", + "best_pr_reason": "PR 42166 is the more established and better-documented change, but it should not be treated as a duplicate of PR 45426 because the model additions are unrelated.", "soft_edge_verdicts": [ { "left": "pull_request:42166", "right": "pull_request:45426", "accept": false, - "reason": "Different model integrations (InternVL Flash vs AXK1); shared auto-registration files are incidental and not enough to treat them as the same underlying change." + "reason": "Different features/model families: InternVLFlash vs AXK1. Shared registry files are incidental boilerplate, not evidence of the same fix or mergeable change." } ] }, @@ -15684,12 +15672,12 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "7d0b3bec39ffec1ab86ebee767a935d687611e8b5f0a154e0584becfe4c7f914", + "prepared_review_unit_hash": "b1ebd201272566ceea5f8dae34589755324866db78aa730b323a574432f57165", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 10167, + "serialized_chars": 10168, "estimated_input_tokens": 2542, "estimated_eval_tokens": 5340 }, @@ -15697,7 +15685,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 10167, + "serialized_chars": 10168, "estimated_input_tokens": 2542, "estimated_eval_tokens": 5340 }, @@ -15706,48 +15694,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four mostly unrelated PRs that only share broad superficial similarity (Whisper/tests/bugfix wording). None appear to fix the same concrete code-path problem.", - "confidence": 0.93, + "summary": "These pull requests are mostly unrelated. The only strong candidate for canonical selection is the Whisper return-language fix, while the others are either a separate Whisper tokenizer/test change, test-only cleanup, or an unrelated FP8/dequantization fix.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42227 is the clearest standalone fix: it targets a specific reported issue, changes the ASR Whisper pipeline code path, and includes corresponding tests. The others are either test-only, obviously synthetic, or a separate FP8 dequantization change.", + "canonical_pr_reason": "PR 42227 is the clearest substantive fix: it has an explicit linked issue, a focused code-path change in the ASR pipeline, and matching tests. The other PRs are either test-only, unrelated, or broader refactors.", "best_issue_reason": null, - "best_pr_reason": "PR 42227 is the strongest representative PR in this set because it has an explicit issue target and a concrete runtime bug fix, unlike the others which are either test noise or unrelated model-loading/quantization work.", + "best_pr_reason": "PR 42227 is the best representative of the cluster because it is the only PR with a concrete bug fix, clear scope, and issue linkage. The others do not appear to address the same underlying problem.", "soft_edge_verdicts": [ { "left": "pull_request:42227", "right": "pull_request:43291", "accept": false, - "reason": "Both mention Whisper, but 42227 fixes ASR pipeline return_language handling while 43291 is a tokenizer/test-focused change with a different code path. Not the same underlying bug." + "reason": "Both involve Whisper, but 42227 fixes ASR pipeline return_language handling while 43291 changes tokenizer decode/test behavior. Different code paths and likely different bugs." }, { "left": "pull_request:42227", "right": "pull_request:43665", "accept": false, - "reason": "42227 is a real Whisper pipeline bug fix; 43665 is clearly synthetic test churn across CLIP/ViT and unrelated to Whisper. No shared underlying change." + "reason": "42227 is a Whisper pipeline bug fix; 43665 is unrelated test-file edits in CLIP and ViT. Not the same change or defect." }, { "left": "pull_request:42227", "right": "pull_request:44815", "accept": false, - "reason": "Whisper ASR runtime fix vs. FP8 dequant/model-loading changes. Different subsystem and problem class; cannot be merged as one PR." + "reason": "Whisper ASR return-language handling is unrelated to FP8 dequantization/core model loading changes." }, { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Tokenization/Whisper test work versus unrelated synthetic model tests. Same broad 'tests' theme only, not the same bug or fix." + "reason": "One is Whisper tokenizer behavior, the other is unrelated test edits in different models. No shared underlying bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer changes are unrelated to FP8 dequantization and core model loading. No concrete overlap in bug or patch." + "reason": "Whisper decode/test changes and Mistral4 FP8/dequant changes are unrelated." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Synthetic test edits for CLIP/ViT do not match the FP8 dequantization fix. Superficial similarity only." + "reason": "These touch completely different areas and issues: model tests versus FP8/dequant loading logic." } ] }, @@ -15777,12 +15765,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "66a31c178c9927c994d5bd9567e6d2c9c2ff039328e9656b702efe341738b3e0", + "prepared_review_unit_hash": "a3d8dfc81e992d88741c402702dc50d452cbe31ceaed7b91f5222aad50443fb0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -15790,7 +15778,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -15799,18 +15787,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate GitHub Actions maintenance PRs: one upgrades checkout/cache/upload-artifact for Node 24 compatibility, the other bumps docker/build-push-action and related workflow actions. They overlap in CI workflows but are not the same change.", - "confidence": 0.93, + "summary": "These are related GitHub Actions maintenance PRs, but they target different upgrade goals and different action families. They share workflow files because both sweep CI configs, not because they fix the same concrete change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the more representative cluster member: it has the clearer objective (Node 24 compatibility) and covers a broader set of workflow action version bumps.", + "canonical_pr_reason": "PR 42975 is the more specific and coherent representative: it is explicitly about Node 24 compatibility across workflow actions. PR 42976 is a separate broad \u201clatest versions\u201d bump, centered on different action upgrades (notably docker/build-push-action).", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best single representative because it spans more workflows and has the more specific maintenance goal, while PR 42976 is a narrower action-version refresh focused mainly on docker build actions.", + "best_pr_reason": "PR 42975 is the better canonical PR for this cluster because its scope and motivation are clearer and more narrowly defined. PR 42976 is adjacent maintenance work but not the same change set.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They both update GitHub Actions versions, but they target different actions and code paths: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 upgrades docker/build-push-action and a different workflow set. They are related maintenance PRs, not the same change." + "reason": "Reject: both touch GitHub Actions workflows, but 42975 is a Node 24 compatibility sweep across checkout/cache/upload-artifact and similar workflow actions, while 42976 is a separate upgrade of action versions such as docker/build-push-action. They do not look like the same underlying bug or one mergeable PR." } ] }, @@ -15832,12 +15820,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-42978-4", + "cluster_id": "cluster-42978-5", "nodes": [ "pull_request:42978", "pull_request:43448", "pull_request:43451", - "pull_request:45490" + "pull_request:45490", + "pull_request:45616" ], "soft_pairs": [ "pull_request:42978|pull_request:43448", @@ -15845,72 +15834,86 @@ "pull_request:42978|pull_request:45490", "pull_request:43448|pull_request:43451", "pull_request:43448|pull_request:45490", - "pull_request:43451|pull_request:45490" + "pull_request:43448|pull_request:45616", + "pull_request:43451|pull_request:45490", + "pull_request:43451|pull_request:45616" ], - "prepared_review_unit_hash": "d1ba57863d4a90820d1c1fb527d0e75616a977b500b7e8ae544e2c936a6425ea", + "prepared_review_unit_hash": "aac687977abbf8a4df90d5ba8b734553cde22951f5bb6a71a849d63566e24be0", "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 14136, - "estimated_input_tokens": 3534, - "estimated_eval_tokens": 7324 + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 17758, + "estimated_input_tokens": 4440, + "estimated_eval_tokens": 9136 }, "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 6, - "serialized_chars": 14136, - "estimated_input_tokens": 3534, - "estimated_eval_tokens": 7324 + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 17758, + "estimated_input_tokens": 4440, + "estimated_eval_tokens": 9136 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, Molmo2, and CTSM). They share boilerplate registration/docs edits, but they do not fix the same code-path problem or implement the same change.", + "summary": "All five PRs are separate model-addition changes with similar Transformers scaffolding, but they target different model families and code paths. The shared patterns are broad repository plumbing, not the same underlying bug or feature.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each PR introduces a different model and distinct implementation, so they are not duplicates.", + "canonical_pr_reason": "No single canonical PR: each PR adds a different model (ViT NEPA, Molmo, Molmo2, CTSM, DeepSeek V4) with distinct configs, modeling code, and tests.", "best_issue_reason": null, - "best_pr_reason": "PR 43451 is the most substantial standalone addition in the set, with the broadest implementation and review activity, but it is still not a duplicate of the others.", + "best_pr_reason": "No global best PR for duplicate triage; these are independent additions rather than competing fixes for one concrete change.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA vs Molmo: different models with different architectures and files; overlap is only shared Transformers boilerplate and docs registration." + "reason": "Different models and implementations: ViT NEPA vs Molmo. Shared docs/auto-registration files are generic model-boarding work, not the same code-path fix." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA vs Molmo2: distinct model additions and code paths; shared auto/docs changes are generic model-registration work." + "reason": "ViT NEPA and Molmo2 are distinct model families with different modeling, processor/image-processing, and test files; not mergeable as one PR." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA vs CTSM: unrelated model implementations; similarity is limited to repository plumbing and documentation updates." + "reason": "ViT NEPA vs CTSM are unrelated model additions. Overlap is only in repository-wide registration/docs infrastructure." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo vs Molmo2 are related by name, but these PRs add different model families with different processors/image handling and cannot be merged as one fix." + "reason": "Molmo and Molmo2 are related by naming, but they are separate models with different modules and conversion/tests; not the same concrete change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM: separate model additions with no shared bug or concrete code-path fix beyond generic auto-registration." + "reason": "Molmo vs CTSM are different model families. Shared auto/documentation edits do not indicate duplicate functionality." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45616", + "accept": false, + "reason": "Molmo and DeepSeek V4 are unrelated model additions; same broad Transformers boilerplate, but no common bug or feature." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 vs CTSM: different model codebases and integration points; shared files are boilerplate, not evidence of the same underlying change." + "reason": "Molmo2 and CTSM are distinct model implementations with different code paths and tests." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45616", + "accept": false, + "reason": "Molmo2 vs DeepSeek V4 are unrelated additions; similar auto-mapping/docs changes are not enough to treat them as duplicates." } ] }, @@ -15943,52 +15946,52 @@ "pull_request:43488|pull_request:45476", "pull_request:43532|pull_request:45476" ], - "prepared_review_unit_hash": "c1bffcea560500fc5b67a50cb217e40640ff07b82e15b872ed889e9a6baa5bed", + "prepared_review_unit_hash": "7a9c8ce0bef66f03b893785eb7e592eac6b372484fac1c3952e6f2b5f2c8c301", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7469, - "estimated_input_tokens": 1868, - "estimated_eval_tokens": 3992 + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7469, - "estimated_input_tokens": 1868, - "estimated_eval_tokens": 3992 + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open PRs that all look like synthetic/test or CI-related changes, but they do not appear to be the same underlying fix. The shared Vit test file is incidental and not enough to merge any pair.", - "confidence": 0.84, + "summary": "All three pull requests look like unrelated test/demo or workflow-sandbox changes rather than duplicate fixes. The only overlap is a shared test file path, which appears incidental and not evidence of the same underlying bug or change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43532 is the most substantial and central workflow/testing change in the set, touching multiple CI workflow files and helper code; it is the best representative if one item must anchor the cluster.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the best global representative because it has the broadest coherent change surface and the clearest CI/workflow purpose compared with the other two, which look more like isolated test stubs or harness calls.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different changes: 43488 is a setup/version/dependency tweak with a Vit test edit, while 43532 rewires comment-driven CI workflows and notification/testing helpers. Shared test filename is too broad to indicate the same code-path fix." + "reason": "43488 is about setup/version/dependency tweaks plus a test change, while 43532 is a workflow/comment-CI refactor with multiple workflow files; they do not fix the same concrete code-path problem." }, { "left": "pull_request:43488", "right": "pull_request:45476", "accept": false, - "reason": "43488 targets packaging/dependency metadata; 45476 adds a PR CI caller workflow and unrelated tokenization/test placeholder edits. These are not the same underlying bug or mergeable fix." + "reason": "43488 changes packaging/versioning and a test, whereas 45476 adds a PR CI caller workflow and unrelated tokenization/test edits; shared test filenames are not enough to treat them as the same change." }, { "left": "pull_request:43532", "right": "pull_request:45476", "accept": false, - "reason": "Both touch CI/test areas, but the concrete changes differ: 43532 modifies self-comment/self-scheduled/slack-report workflows and utilities, while 45476 adds a PR CI caller workflow plus unrelated tokenization/test stubs. Not the same fix." + "reason": "43532 modifies self-comment CI and notification/testing workflows, while 45476 introduces a PR CI workflow and unrelated code/test noise; these are different changes and would not plausibly merge into one PR." } ] }, @@ -16018,12 +16021,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "cd6c394a2761b3f4c477812207fa38cf16671bfa871ddf16092bae8b32965821", + "prepared_review_unit_hash": "19632779c328a5bca100a97825cf36b07bd285171634170ea246d684be7f448e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -16031,7 +16034,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -16040,18 +16043,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and pipeline scaffolding, but they target different model families and concrete code paths, so they should not be merged as duplicates.", - "confidence": 0.95, + "summary": "These are related pipeline-documentation additions, but they target different concrete features: promptable concept segmentation vs promptable visual segmentation. They share scaffolding files, yet the underlying pipelines, models, and tests are not the same change, so they should not be deduplicated.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:43613 is the broader, more implementation-heavy PR and is a better cluster representative, but it still addresses a different feature than pull_request:43612.", + "canonical_pr_reason": "PR #43613 is the more comprehensive and central change set, with broader model coverage and the larger pipeline implementation for a concrete feature addition.", "best_issue_reason": null, - "best_pr_reason": "pull_request:43613 is the most substantial and general representative of the promptable segmentation work in this cluster, with more model integrations and tests.", + "best_pr_reason": "PR #43613 is the best representative of the cluster because it is the broader, more complete pipeline addition and touches the main code path more extensively than #43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Both are promptable segmentation pipelines, but they implement different features: concept segmentation vs visual segmentation. Shared docs and pipeline infrastructure are not enough to treat them as the same underlying change." + "reason": "Different pipeline features and code paths: concept segmentation vs visual segmentation. Shared docs/registry updates and similar scaffolding are not enough to treat them as the same PR." } ] }, @@ -16081,40 +16084,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "6aea566a9b6741cf95c11e383c39078ce1591d6fe2627f6c67b4b434f2223547", + "prepared_review_unit_hash": "a4fce0b365039fd1ba61706e1c0c51d444883fa4a8cf878f7d641842ce9ff5dc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `trainer.py`, but they address different extensibility points: one changes gradient-accumulation loss scaling, the other extracts signature-column inspection for column filtering. They are related to `Trainer`, not the same underlying fix.", - "confidence": 0.96, + "summary": "These two PRs both touch `trainer.py` but address different, unrelated customization points: gradient-accumulation loss scaling vs. signature-column filtering. They are not the same underlying change and should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43651 is the more concrete bug-fix style change: it modifies the training-step loss-scaling path and adds a new control hook for custom trainers. PR 43663 is an internal refactor/extraction around signature inspection rather than the primary behavioral fix.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the stronger representative for this cluster because it introduces a specific behavioral change with clear user impact, whereas PR 43663 is a narrower helper-method extraction for column filtering customization.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Same file and nearby trainer logic, but different code paths and goals: gradient-accumulation loss scaling vs. signature-column filtering. They are not the same concrete bug/change and would not plausibly merge as one PR." + "reason": "Same file, but different code paths and behaviors: 43651 changes training-step loss scaling for gradient accumulation, while 43663 extracts signature-column inspection for trainer column filtering. They are independently useful and not mergeable as one PR." } ] }, @@ -16146,52 +16149,52 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "57c123ad64dcbb1862dd9982369ee86542e9ee8c13bc0cbb9a51278f30f8685d", + "prepared_review_unit_hash": "8063df79c284170316b069d0575ca103c91e8603b98c7de121c5226a539fb042", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three open PRs in the same CLI/serve.py area, but only one pair looks like the same concrete fix: the two TypeAdapter NameError patches. The third PR appears to be a broader annotation cleanup and not clearly the same change.", - "confidence": 0.74, + "summary": "All three PRs are aimed at the same runtime type-annotation NameError path in src/transformers/cli/serve.py, centered on TypeAdapter and annotation evaluation. PR 43656 is the broadest and most direct fix; 43836 and 43842 look like narrower or alternative implementations of the same underlying issue.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the cleanest and most targeted fix: it explicitly addresses the TypeAdapter NameError, keeps the import under TYPE_CHECKING, and only changes the annotation that triggers the runtime issue.", + "canonical_pr_reason": "PR 43656 is the most representative: it directly targets the TypeAdapter NameError in the CLI, has the clearest title, and applies a broader annotation-evaluation fix rather than a narrower point patch.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative of the cluster because it is the most focused on the actual failure mode and is easier to merge as a single bug fix than the broader annotation-oriented PRs.", + "best_pr_reason": "PR 43656 is the best single artifact for the cluster because it most clearly captures the bug and its fix in one focused change, while the other PRs appear to be partial/alternative treatments of the same problem.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Both touch serve.py and mention TypeAdapter, but 43656 looks like a broader typing/future-annotations cleanup tied to a different issue target, while 43842 is specifically about the pydantic/TypeAdapter NameError path. Not clearly the same concrete change." + "accept": true, + "reason": "Both fix the same TypeAdapter-related runtime NameError in the same file and code path; 43842 is a narrower variant of the same annotation-evaluation problem." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "These appear to fix the same underlying serve.py TypeAdapter NameError by making the annotation non-runtime-evaluated. The patches are narrowly overlapping and could plausibly be merged into one PR." + "reason": "Both address the same serve.py annotation NameError around TypeAdapter; the fixes differ in style, but the underlying bug is the same and they could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: PR 43842 is indeed the most targeted TypeAdapter NameError fix, while 43656 is a broader serve.py typing cleanup with a different issue target. The soft-edge calls are conservative overall, and the 43836\u219443842 pair is reasonably treated as mergeable into one bugfix even though 43836 is broader." + "feedback": "The summary is grounded in the packet: all three PRs touch the same file and concern TypeAdapter/annotation-evaluation NameError issues in the CLI. The soft-edge acceptances are also conservative enough: 43836 and 43842 share the same issue target and clearly overlap, and 43656 and 43842 are plausibly mergeable as alternative fixes for the same annotation-related runtime error path." }, "evaluator_used": true, "retried": false, @@ -16284,7 +16287,7 @@ "soft_pairs": [ "pull_request:43973|pull_request:45283" ], - "prepared_review_unit_hash": "98b5b3cca7d773221e04eda954bca2a984f6c4b61e23fcb5966a8232562ffc2b", + "prepared_review_unit_hash": "c0ad9ac08b3ddf609d6fa4cce73e8bb46809d9884daa36a9de5dab504920cf26", "component_budget": { "node_count": 2, "item_count": 2, @@ -16306,18 +16309,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one adds a new Lfm2Audio model and docs, while the other adds Qwen3.5 GGUF loading support. They do not fix the same bug or implement the same change.", - "confidence": 0.98, + "summary": "The two pull requests are unrelated: one adds Lfm2Audio model support and docs, while the other adds Qwen3.5 GGUF loading support. No duplicate relationship is evident.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45283 is the more focused, self-contained code-path change; PR 43973 is a broad new-model addition with docs/tests and targets a different subsystem.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45283 is the best representative of the cluster because it is narrowly scoped and directly about loader support, whereas PR 43973 is a separate feature introduction.", + "best_pr_reason": "No single best PR for deduplication: the PRs target different subsystems and fix unrelated problems.", "soft_edge_verdicts": [ { "left": "pull_request:43973", "right": "pull_request:45283", "accept": false, - "reason": "Different artifacts and code paths: Lfm2Audio model/docs addition vs Qwen3.5 GGUF loading mappings. They are not plausibly mergeable into one PR as the same underlying change." + "reason": "Different features/code paths: Lfm2Audio model integration vs Qwen3.5 GGUF loading support. They do not appear to be the same underlying change." } ] }, @@ -16415,12 +16418,12 @@ "pull_request:44056|pull_request:44101", "pull_request:44073|pull_request:44161", "pull_request:44101|pull_request:44161", - "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44017", "pull_request:43997|pull_request:44056", "pull_request:44071|pull_request:44076", "pull_request:44074|pull_request:44101", - "pull_request:43997|pull_request:44018", "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", "pull_request:43997|pull_request:44161", "pull_request:44074|pull_request:44161", "pull_request:43997|pull_request:44071", @@ -16444,346 +16447,430 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "f4496f07e5bdc1f2770bd8ae5463aaffb0b56bb0bc40fd974a00422e39ab57fe", + "prepared_review_unit_hash": "61718eb247d8f8561753bb60b11f6d210e3599f2b954cb35bcd64610d7e5ce8b", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84498, - "estimated_input_tokens": 21125, - "estimated_eval_tokens": 42506 + "serialized_chars": 84508, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76931, - "estimated_input_tokens": 19233, - "estimated_eval_tokens": 38722 + "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 model-specific refactors to standardized output tracing / capture_outputs patterns. A few GPT-J and GPT-Neo PRs overlap on the same concrete code paths and look like true duplicates; the rest are separate model migrations and should stay separate.", - "confidence": 0.88, + "summary": "This cluster is mostly a batch of model-specific output-tracing refactors, not one single duplicate. The only clear duplicate groups are within the same concrete code path: GPT-J/CodeGen, GPT-Neo, and the shared Flaubert/XLM attention path. Cross-model pairs that merely share the same issue tag or broad refactor theme should be rejected.", + "confidence": 0.74, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44066 is the best representative: it targets the umbrella output-tracing refactor issue, touches the core GPT-J path, and includes the related CodeGen copy in the same change family.", + "canonical_pr_reason": "PR 44722 is the best canonical representative of the GPT-J/CodeGen output-tracing refactor: it covers the same concrete code paths as the overlapping GPT-J PRs and is the most complete/latest version of that change.", "best_issue_reason": null, - "best_pr_reason": "PR 44066 is the strongest canonical PR for the cluster because it is a concrete, issue-linked implementation of the standardized output-tracing refactor and is broad enough to represent the duplicated GPT-J/CodeGen work without being a docs/tests-only change.", + "best_pr_reason": "44722 is the strongest single PR to anchor the duplicate set because it is the broadest and clearest implementation of the GPT-J/CodeGen standardized output-tracing change, whereas most other items are separate model-specific refactors.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths (CVT/FNet vs GPT-J); same umbrella refactor theme is not enough." + "reason": "Different model families and code paths; shared output-tracing theme is too broad." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different architectures and unrelated concrete changes." + "reason": "CVT/FNet vs DeBERTa are unrelated implementations; same tracking issue is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same file and same underlying code path; 44066 also includes the same family of changes in CodeGen." + "reason": "Same GPT-J output-tracing refactor in modeling_gptj.py; 44085 looks like a narrow/renamed version of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are separate model implementations; no shared concrete bug/change." + "reason": "Different vision backbones and different code paths, despite both targeting standardized outputs." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J are unrelated model migrations." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model stacks." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen output tracing vs EfficientNet output tracing are different model-specific changes." + "reason": "GPT-J/CodeGen vs EfficientNet; same refactor theme only at a very broad level." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTaV2 are unrelated code paths." + "reason": "MobileNetV2 and DeBERTa are separate implementations; not the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor versus MGP-STR refactor; same broad pattern, different code." + "reason": "GPT-J/CodeGen and MGP-STR are different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate implementations; not the same change." + "reason": "GPT-J/CodeGen vs MPT; only the decorator pattern is shared." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same file and same underlying model behavior." + "reason": "Same GPT-Neo file and same output-tracing refactor; these look like duplicate/revision PRs." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different concrete model paths." + "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; same refactor style but not the same bug/change." + "reason": "GPT-Neo vs GPT-J/CodeGen are distinct decoder stacks." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J are unrelated model refactors." + "reason": "ResNet and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J are different code paths." + "reason": "MGP-STR and GPT-J/CodeGen are different model families." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J are different model implementations." + "reason": "ResNet vs GPT-J; same issue target does not imply duplicate change." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated changes." + "reason": "GPT-Neo and ResNet are unrelated models and refactors." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are distinct model refactors." + "reason": "ResNet vs MPT; not the same code path." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different code paths." + "reason": "GPT-Neo and Flaubert are unrelated implementations." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J are different model-specific refactors." + "reason": "GPT-Neo vs GPT-J/CodeGen; only the high-level output-tracing theme matches." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J are unrelated concrete changes." + "reason": "MPT and GPT-J/CodeGen are different code paths." }, { - "left": "pull_request:44086", + "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "MGP-STR and Flaubert are separate models and implementations." + "reason": "GPT-Neo vs Flaubert; different models and changes." }, { - "left": "pull_request:44086", - "right": "pull_request:44722", + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", "accept": false, - "reason": "MGP-STR and GPT-J do not fix the same underlying code-path problem." + "reason": "GPT-Neo vs GPT-J; same output-tracing theme but different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different decoder models." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated refactors." + "reason": "GPT-2 and MGP-STR are unrelated code paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are separate model changes." + "reason": "GPT-J and MGP-STR are different model families." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J are different concrete implementations." + "reason": "GPT-2 and GPT-J/CodeGen are separate model implementations." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert are unrelated code paths." + "reason": "ViLT and Flaubert/XLM are different model families; same refactor style only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are distinct code paths." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J are different model migrations." + "reason": "SegFormer and GPT-J/CodeGen are unrelated models." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are distinct model-specific changes." + "reason": "SegFormer and LongT5 are different model families." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer and VisualBert are unrelated implementations." + "reason": "SegFormer and VisualBERT are unrelated code paths." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo and MPT are different code paths." + "reason": "VisualBERT vs Flaubert/XLM; only the refactor pattern overlaps." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated implementations." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are unrelated model changes." + "reason": "MPT and ImageGPT are different model stacks." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert are separate model refactors." + "reason": "TextNet and Flaubert/XLM are separate code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model families." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated changes." + "reason": "RegNet/ResNet-style vision models vs GPT-Neo; not the same change." }, { - "left": "pull_request:44056", + "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different model implementations." + "reason": "RegNet/ResNet-style vision models and LongT5 are unrelated." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different models; same decorator theme is too broad." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and Segformer are unrelated concrete refactors." + "reason": "TextNet and LongT5 are unrelated refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet/ResNet-style vision models vs MPT; different code paths." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are separate code paths." + "reason": "SqueezeBERT and MPT are different implementations." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are unrelated model-specific changes." + "reason": "SqueezeBERT and VisualBERT are unrelated model families." }, { "left": "pull_request:44018", - "right": "pull_request:44129", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different model refactors." + "reason": "GPT-Neo and LongT5 are different code paths." }, { - "left": "pull_request:44068", - "right": "pull_request:44161", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "GPT-Neo and LongT5 are unrelated model changes." + "reason": "GPT-2 and GPT-Neo are separate models; not the same underlying change." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "TextNet and Flaubert are different code paths." + "reason": "SqueezeBERT and GPT-Neo are unrelated implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and MPNet are unrelated model migrations." + "reason": "CVT/FNet and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are different models; only the refactor theme overlaps." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTaV2 are separate concrete refactors." + "reason": "SqueezeBERT and DeBERTa are unrelated implementations." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTaV2 and TextNet are different model implementations." + "reason": "DeBERTa and TextNet are different code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are unrelated models; same output-tracing pattern is too broad." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor family with overlapping files and same underlying code-path work." + "reason": "Same GPT-J/CodeGen output-tracing change; 44722 is the fuller revision of the same code path." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both target the same GPT-J file and output-tracing refactor, so they look like duplicate implementations of the same change." + "reason": "Both target the same GPT-J output-tracing refactor in modeling_gptj.py." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model changes." + "reason": "GPT-J and SpeechT5 are unrelated model families." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet versus RegNet is not the same underlying bug/change." + "reason": "CVT/FNet and RegNet/ResNet are different vision code paths." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "Different model families and code paths." + "reason": "CVT/FNet and SpeechT5 are unrelated models." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are unrelated concrete changes." + "reason": "DeBERTa and SpeechT5 are different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTaV2 and Vits are separate model refactors." + "reason": "DeBERTa and VITS are unrelated implementations." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "FocalNet and ImageGPT are different code paths; similar refactor pattern only." + "reason": "GPT-2 and MPT are different decoder models." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44116", + "accept": true, + "reason": "Same Flaubert attention/output-tracing code path; XLM and Flaubert share the underlying implementation." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft pairs are within the same model/file families and look mergeable as the same standardized-output-tracing bugfix, while the rejected pairs appropriately avoid cross-model conflation. The canonical PR choice (44066) is supported by the explicit issue link and the GPT-J/CodeGen scope." + "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate groups are supported by shared concrete code paths/files (GPT-J/CodeGen, GPT-Neo, and Flaubert/XLM), and the rejected cross-model pairs are appropriately cautious rather than overclaiming based only on the shared issue tag or broad refactor theme." }, "evaluator_used": true, "retried": false, @@ -16818,14 +16905,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "be27e7061e0e46217c8707516dc43fb35849cf7499a0a4baad2ffe9a78f3067c", + "prepared_review_unit_hash": "06e4be836757ec7b0aa495a4de0ca35b30d4f4ac854c916ff18a1df28ca858e8", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84498, - "estimated_input_tokens": 21125, - "estimated_eval_tokens": 42506 + "serialized_chars": 84508, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 6, @@ -16840,42 +16927,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors to migrate output tracing to the standardized `capture_outputs` / `can_return_tuple` pattern. They share a common maintenance theme, but they are not duplicates of the same code-path fix or change.", - "confidence": 0.86, + "summary": "These PRs are all model-specific refactors toward standardized output tracing/capture, but they affect different architectures and code paths. They look thematically similar rather than duplicate or mergeable into one change set.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the cleanest representative of the shared refactor pattern: a focused single-model migration to standardized output capture with minimal extra churn.", + "canonical_pr_reason": "PR 44129 is the strongest representative: it has the clearest scoped refactor, an explicit issue target, and a nontrivial implementation in SpeechT5 output tracing.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best cluster representative because it most clearly exemplifies the common output-tracing migration without bundling additional files or broader behavioral changes.", + "best_pr_reason": "PR 44129 is the best overall candidate because it is well-scoped, explicitly tied to issue 43979, and contains the most concrete model-specific output-tracing change in the group.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same migration theme, but different model code paths (VisualBert vs TextNet) and different scope; not a duplicate or one mergeable PR for the same concrete fix." + "reason": "Both are standardized output-capture refactors, but they modify different models (VisualBert vs TextNet) and different forward/output paths; they are related patterns, not the same change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both refactor output tracing, but they target different architectures/models (MPNet vs VisualBert) and distinct implementation details." + "reason": "Same general refactor theme, but MPNet and VisualBert are separate code paths with model-specific output-recording setup; not a single concrete fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Shared refactor style only; these touch different model implementations and are not the same underlying bug/change." + "reason": "These are parallel refactors in different model implementations, not the same underlying bug or patchable change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model paths; the PRs are analogous migrations, not the same concrete change." + "reason": "RegNet and SqueezeBert have unrelated model code and this is only a shared migration pattern to capture_outputs, so they should not be merged as duplicates." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Different models and different layer/output semantics; too broad to treat as the same fix or a single PR merge candidate." + "reason": "Despite both targeting output tracing, SqueezeBert and SpeechT5 are distinct implementations with different behavior changes; they are not the same concrete code-path fix." } ] }, @@ -16954,7 +17041,7 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "889ca5e8bf143f347f5f9e47421145047aacdfcf40a02a26dccc2d4632366a57", + "prepared_review_unit_hash": "a1f50e4f1f752c27dd91ea14ae6282fff12cc38d4ab513a77e4ba6646d69d43a", "component_budget": { "node_count": 13, "item_count": 13, @@ -16976,246 +17063,246 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all model-specific output-tracing refactors, but they target different architectures and code paths. They share a theme, not a duplicate underlying change, so the soft edges should be rejected.", - "confidence": 0.97, + "summary": "These are not duplicates; they are a batch of similar output-tracing refactors across different model implementations. The only commonality is the refactor pattern, not the same concrete code change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the set is a family of similar refactors spread across unrelated model implementations. If a representative is needed, PR 44003 is the broadest example because it updates both mamba and falcon_mamba output-capturing logic, but it is not a duplicate of the others.", + "canonical_pr_reason": "PR 44003 is the most representative multi-file refactor in a closely related model family and includes the output-capturing plumbing, making it the best cluster anchor.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best single representative of the cluster because it has the broadest scope and the most explicit output-capturing changes, while still being clearly model-specific.", + "best_pr_reason": "PR 44003 is the strongest overall representative of the set: substantive, multi-file, and centered on the output-tracing refactor theme.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (timm_backbone vs upernet); same refactor theme, but not the same concrete change." + "reason": "Same refactor theme, but different model families and forward code paths; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "timm_backbone and vision_text_dual_encoder are unrelated code paths with different forward signatures and output handling." + "reason": "Both are output-tracing cleanup, but they target different model implementations and signatures." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model implementations (timm_backbone vs univnet); this is only a shared refactor pattern." + "reason": "Similar pattern only; timm_backbone and univnet are unrelated code paths." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "timm_backbone refactor is separate from the mamba/falcon_mamba output-capturing changes." + "reason": "Different model families (timm_backbone vs mamba/falcon_mamba); same pattern, not same bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and layers (timm_backbone vs rwkv); not the same bug or change." + "reason": "Both are refactors around outputs, but in unrelated models and files." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated models; both alter tracing, but not the same code-path problem." + "reason": "Different models with separate output-handling implementations; not a mergeable single fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "MobileNetV1 classifier/backbone tracing is distinct from UperNet segmentation output handling." + "reason": "Same broad subsystem, but MobileNetV1 and UperNet are distinct changes." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and Depth Anything target different model families and different output contracts." + "reason": "Unrelated model families; no shared concrete code path." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 conv-layer tracing is unrelated to vision-encoder-decoder wrapper changes." + "reason": "Both touch tracing/output APIs, but they are separate wrapper models." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and speech-encoder-decoder are separate implementations; same theme only." + "reason": "Same refactor style, different encoder-decoder model wrappers." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet have different forward semantics and output structures." + "reason": "Different architectures and output paths; only the refactor motif overlaps." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Vision-text dual encoder vs UperNet: different model heads and different return behavior." + "reason": "Separate model implementations; not the same concrete change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "These touch different model families (vision-text dual encoder vs mamba/falcon_mamba), not one concrete defect." + "reason": "Vision-text dual encoder vs Mamba family are unrelated code paths." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Vision-text dual encoder is unrelated to Depth Anything; only the refactor motif matches." + "reason": "Different model families and signatures; no single shared fix." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are different architectures with different output-capturing needs." + "reason": "Unrelated models; output-tracing refactor is the only similarity." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "UnivNet audio model changes are separate from mamba/falcon_mamba tracing refactors." + "reason": "Different architectures and files; not the same underlying bug/change." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet and Depth Anything modify different model stacks and different forward outputs." + "reason": "Same broad cleanup category, but distinct code paths." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet segmentation output changes are unrelated to RWKV internals." + "reason": "UperNet and RWKV are unrelated implementations; no shared concrete fix." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet and mamba/falcon_mamba are different subsystems; not mergeable as one PR." + "reason": "Different model families and output behaviors; not mergeable into one PR." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/falcon_mamba output tracing and CodeGen attention/cache refactoring affect different concrete code paths." + "reason": "Mamba/falcon_mamba and CodeGen are different architectures with different output contracts." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and CodeGen are unrelated models; same refactor language is not enough to duplicate-match them." + "reason": "Different model families; same refactor language is too broad to treat as duplicate." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen changes are in separate model families with different forward contracts." + "reason": "Unrelated models and code paths." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet segmentation outputs and CodeGen cache handling are different changes." + "reason": "Different architectures; no single underlying bug/change." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder and CodeGen address different output paths and different model logic." + "reason": "Different model code paths and output signatures." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and VisionEncoderDecoder are distinct wrappers with unrelated output semantics." + "reason": "DepthAnything and VisionEncoderDecoder are unrelated models; only the refactor pattern matches." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and SpeechEncoderDecoder are separate model families; not the same underlying fix." + "reason": "Separate encoder-decoder family vs depth-estimation family." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint differ in architecture and output capture points." + "reason": "Different model families and concrete output plumbing." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated; shared refactor theme is too broad." + "reason": "Different architectures; not the same bug or feature." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are different tasks and different forward/output contracts." + "reason": "DepthAnything vs DPR are separate code paths." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder wrapper changes are unrelated to RWKV layer output changes." + "reason": "Different wrapper/model families; same broad theme only." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are parallel wrappers, but still distinct model-specific changes." + "reason": "Vision-encoder-decoder and speech-encoder-decoder are distinct implementations." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and SuperPoint change different model implementations and return types." + "reason": "Different model families and output handling." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR do not share the same concrete bug or code path." + "reason": "Separate code paths; no shared concrete fix." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder wrapper and SuperPoint backbone are unrelated changes." + "reason": "Speech-encoder-decoder and SuperPoint are unrelated models." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder and RWKV are different model families and cannot be treated as one fix." + "reason": "Different architectures and output contracts." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR affect different model stacks and output shapes." + "reason": "Different model families; only the generic refactor pattern overlaps." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV have no shared concrete code path beyond the general tracing refactor theme." + "reason": "SuperPoint and RWKV are unrelated code paths." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are distinct model implementations with different outputs and tests." + "reason": "Different implementations and output structures." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV layer output changes and DPR encoder wrapper changes are not the same underlying change." + "reason": "RWKV and DPR are separate model families; not the same underlying change." } ] }, @@ -17248,52 +17335,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "d4eb592d85f36119a22a4cc3ed0384b4d31f87710de76b63c5b6eaea96672314", + "prepared_review_unit_hash": "443c5efaeb2ea4163122769222f02ed08312548bedff4d1c65151fd2ce111215", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 11072, - "estimated_input_tokens": 2768, - "estimated_eval_tokens": 5792 + "serialized_chars": 11073, + "estimated_input_tokens": 2769, + "estimated_eval_tokens": 5794 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 11072, - "estimated_input_tokens": 2768, - "estimated_eval_tokens": 5792 + "serialized_chars": 11073, + "estimated_input_tokens": 2769, + "estimated_eval_tokens": 5794 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are independent model-addition efforts for different architectures (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). The overlap is limited to standard Transformers boilerplate like auto registries and docs, not the same underlying bug or change.", + "summary": "These are three separate model-addition PRs (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share boilerplate integration files because all add new model packages, but they do not describe the same underlying bug or change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45075 is the most complete representative in the set: it has an explicit issue target, broad implementation coverage, and substantial review activity. It is not a duplicate of the others, but it is the strongest single anchor if one must be chosen.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45075 has the clearest traceability and maturity signal among the three, with an explicit linked issue and substantial review activity. Still, it addresses a different model than the others, so it is only the best representative, not a merge candidate with them.", + "best_pr_reason": "PR 45075 is the most substantial standalone model integration here, with a full model package, conversion script, image processing, tests, and auto-registry updates.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model implementations for PenguinVL vs Voxtral TTS; shared auto-registration/docs files are generic scaffolding, not the same concrete code-path change." + "reason": "Different model families and different functionality: PenguinVL vs Voxtral TTS. Shared auto/docs files are just standard new-model wiring, not the same fix." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL and DeepSeek-OCR-2 are distinct model additions with different model code, configs, and tests; overlap is only boilerplate registry/docs changes." + "reason": "Different model additions: PenguinVL and DeepSeek-OCR-2 target unrelated code paths and model behavior, despite similar registration/documentation edits." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS target different architectures and code paths (OCR vs TTS); the common touched files are standard model-registration plumbing." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model integrations with different conversion, processing, and modeling code; they are not mergeable as one duplicate PR." } ] }, @@ -17323,7 +17410,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "1645cfd12985a3cbc80efcdc86bf4b9a62c3ce4f39ef8825c268015d4aaf4f4d", + "prepared_review_unit_hash": "e726920aac3b45d10903620c4ef398c40de77d6b92b0683d5226dc7d182a70f2", "component_budget": { "node_count": 2, "item_count": 2, @@ -17345,18 +17432,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related kernel/module-fusion efforts, but they are not the same change: one introduces a general module fusion API, while the other wires a specific n-to-1 kernel fusion workflow through KernelConfig and integrations.", - "confidence": 0.89, + "summary": "The two PRs are related to module/kernel fusion, but they target different layers of the feature: one adds a generic module fusion API, the other wires in a specific n-to-1 kernel fusion path via `KernelConfig`. They are not the same underlying change.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44979 is the cleaner representative of the cluster because it defines the core Module Fusion API itself, rather than a specific downstream use of fusion machinery.", + "canonical_pr_reason": "PR #44979 is the more foundational change: it introduces the core `module_fusion.py` API and tests, which the other PR does not duplicate.", "best_issue_reason": null, - "best_pr_reason": "PR 44979 is the best single representative if one must be chosen, since it is the more foundational and self-contained API change.", + "best_pr_reason": "PR #44979 is the best representative of the cluster because it defines the generic fusion abstraction rather than one concrete integration path.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Not a duplicate: 44979 adds a new Module Fusion API and tests, while 45363 integrates KernelConfig-based n-to-1 kernel fusion across modeling/integration code. They share a theme but not the same concrete bug or mergeable code path." + "reason": "Related feature area, but different scope and code paths: generic module fusion API vs specific `KernelConfig`-driven n-to-1 kernel fusion integration. Not mergeable as a single duplicate PR." } ] }, @@ -17386,12 +17473,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "8e67c7b75b506be34a5144fc6825f455f234cbecfee0ec4b11ef3ae5d93f6cbf", + "prepared_review_unit_hash": "2064555c31d725ff7abb83aeb8f3ecbbfbf00ef17162341382593a4596529b22", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -17399,7 +17486,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4413, + "serialized_chars": 4414, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -17408,18 +17495,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same Mistral regex patch bug in the same file and make the same code change; 45317 appears to be a superset because it adds tests. This is a strong duplicate/mergeable pair.", - "confidence": 0.98, + "summary": "Both pull requests address the same Mistral regex patch bug in the same file and target the same issue; PR 45317 is the more complete version because it adds test coverage and has a clearer, updated title.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the more complete version of the same fix: it makes the same code-path change as 45086 and also adds test coverage.", + "canonical_pr_reason": "Choose PR 45317 as canonical: it fixes the same AttributeError path as 45086 but also includes tests, making it the more complete representative of the fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best single PR candidate because it fixes the same AttributeError in the same location and includes accompanying tests, making it the most complete implementation.", + "best_pr_reason": "PR 45317 is the best representative overall because it is the fuller implementation of the same underlying bug fix and is more likely to stand on its own.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same patch in `tokenization_utils_tokenizers.py`; 45317 is effectively the tested version of 45086, so they are mergeable into one PR." + "reason": "Same concrete bug in _patch_mistral_regex, same target issue, same changed code path, and the second PR is essentially a superset with tests." } ] }, @@ -17449,12 +17536,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "dd957535d5a9071af56266273ee0501b923ae1097b77c4d555b85a32d905393c", + "prepared_review_unit_hash": "a5f2b62cba7524b552179a8dcda1708afb8b064e89b1651478f4214eeb226b62", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -17462,7 +17549,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -17471,18 +17558,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are NemotronH-related, but they are not duplicates: #45115 is a narrow refactor/conversion-mapping change, while #45569 is a broader model-splitting/docs/tests PR that introduces NemotronH Dense/Sparse variants and updates auto-mapping. They overlap on shared model files but do not look like the same underlying change.", - "confidence": 0.89, + "summary": "The two PRs are related to NemotronH restructuring, but they are not the same change: one is a conversion/model refactor to align NemotronH with GraniteMoeHybrid-style naming, while the other introduces separate NemotronHDense/NemotronHSparse model variants and documentation updates. I would not treat them as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#45569 is the better canonical PR for this cluster because it is the broader, more complete change set: it adds the NemotronH Dense/Sparse variants, updates docs, auto-mappings, and tests, whereas #45115 is mostly a targeted refactor plus conversion-mapping updates.", + "canonical_pr_reason": "PR #45569 is the broader, more representative NemotronH architecture change: it introduces the split into dense/sparse variants, updates auto-mapping/config/model files, and carries the public-facing docs. PR #45115 looks like an earlier narrower refactor around inheritance and checkpoint key conversion.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the best representative PR since it covers the main functional restructuring of NemotronH and includes the user-visible/model-registry pieces; #45115 is narrower and more implementation-specific.", + "best_pr_reason": "PR #45569 is the better cluster representative because it covers the main user-visible model reorganization, not just an internal conversion-mapping refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared NemotronH files alone are not enough: #45115 focuses on GraniteMoeHybrid-compatible conversion renames and refactoring, while #45569 changes the architecture packaging, docs, auto-mapping, and tests for Dense/Sparse variants. They are related but not the same concrete fix and would not be merged as one PR." + "reason": "They touch overlapping NemotronH files, but the concrete changes differ: #45115 is a GraniteMoeHybrid-compatible refactor and key renaming pass, while #45569 creates separate dense/sparse NemotronH variants plus docs and auto-mapping updates. Related subsystem, not the same underlying change." } ] }, @@ -17512,7 +17599,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "9ad08c917e242248647f964ce6d303e22e067d27034491bd85ea57f32091315b", + "prepared_review_unit_hash": "f007a87f028c6f62bad08c3ea783a7f00e99154a0921b7f1ea1cfd72832e3ee7", "component_budget": { "node_count": 2, "item_count": 2, @@ -17534,18 +17621,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs for heterogeneous model support, but they are not duplicates: one introduces per-layer config plumbing, the other adds model/cache behavior on top of that. They touch shared files and the same subsystem, yet they do different work at different layers.", - "confidence": 0.92, + "summary": "These are closely related heterogeneous-model feature PRs, but they are not duplicates: #45333 introduces the per-layer config plumbing, while #45332 consumes that plumbing to add model/cache/runtime support. They should be triaged as related sequential work, not merged as one change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45333 is the more foundational change: it adds per-layer heterogeneous configuration support and the shared config helpers that 45332 builds on.", + "canonical_pr_reason": "#45333 is the more foundational change: it adds the per-layer configuration API and utility plumbing that the other PR builds on.", "best_issue_reason": null, - "best_pr_reason": "PR 45333 is the best representative of the cluster because it establishes the core config infrastructure; 45332 is a separate follow-on modeling/cache implementation.", + "best_pr_reason": "#45332 is the broader end-user feature implementation, adding heterogeneous model, cache, and masking support across the runtime paths.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject: these are adjacent but distinct changes. 45333 adds heterogeneous config support, while 45332 adds heterogeneous modeling/cache behavior that depends on that config machinery. They do not look like the same concrete bug or one PR that could simply subsume the other." + "reason": "Related but distinct. #45333 defines heterogeneous config support; #45332 implements modeling/cache behavior that uses it. They affect different code paths and could plausibly be merged separately." } ] }, @@ -17567,71 +17654,93 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45394-4", + "cluster_id": "cluster-45394-5", "nodes": [ "pull_request:45394", "pull_request:45487", "pull_request:45592", - "pull_request:45596" + "pull_request:45596", + "pull_request:45615" ], "soft_pairs": [ "pull_request:45394|pull_request:45596", "pull_request:45487|pull_request:45592", "pull_request:45487|pull_request:45596", - "pull_request:45592|pull_request:45596" + "pull_request:45487|pull_request:45615", + "pull_request:45592|pull_request:45596", + "pull_request:45592|pull_request:45615", + "pull_request:45596|pull_request:45615" ], - "prepared_review_unit_hash": "291dec0f79240c65543520a3f0db964cae679f4a538a382423a2b636450aa215", + "prepared_review_unit_hash": "645d61f9d6cfceb1c22f2544b28cb8477c856bbf8cefec625c88262af26096a3", "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 4, - "serialized_chars": 10266, - "estimated_input_tokens": 2567, - "estimated_eval_tokens": 5390 + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 13277, + "estimated_input_tokens": 3320, + "estimated_eval_tokens": 6896 }, "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 4, - "serialized_chars": 10266, - "estimated_input_tokens": 2567, - "estimated_eval_tokens": 5390 + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 13277, + "estimated_input_tokens": 3320, + "estimated_eval_tokens": 6896 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are separate model-specific PRs with only superficial overlap in wording around fixes/tests. The only deterministic soft match (45487 vs 45592) is not a true duplicate: one is a model-parallel fix for AltCLIP/ChineseCLIP and the other is a FastVLM test padding adjustment.", - "confidence": 0.91, + "summary": "These PRs are not true duplicates overall: they split into unrelated fixes for XCLIP/AltCLIP/ChineseCLIP/FastVLM and separate XPU expectation updates for BLT and Qianfan OCR. The only strong signal is broad theme overlap around tests/model-parallel behavior, but the concrete code paths and affected models differ.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45487 is the strongest standalone code fix: it addresses a concrete device-placement/model-parallel bug in the embedding path and touches the actual implementation, not just tests. It is broader and more substantive than the others, though it is not a duplicate of them.", + "canonical_pr_reason": "PR #45487 is the strongest standalone representative because it includes an actual model-parallel code fix with broader functional impact, whereas the others are narrower test-only expectation updates or fixes for different model families.", "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the best representative PR in this cluster because it contains the clearest real bug fix in model code. The other PRs are narrower test-only or model-specific adjustments and do not share the same underlying defect.", + "best_pr_reason": "PR #45487 is the best global representative if one must be chosen, since it fixes a concrete runtime/model-parallel bug rather than just adjusting test expectations.", "soft_edge_verdicts": [ { "left": "pull_request:45394", "right": "pull_request:45596", "accept": false, - "reason": "Different models and different failure modes: XCLIP split-module handling vs BLT XPU test expectations. No shared code path or concrete bug." + "reason": "Different model families and different fixes: XCLIP no-split/model-parallel wiring vs BLT XPU generation expectations. Same broad testing theme, not the same underlying bug." }, { "left": "pull_request:45487", "right": "pull_request:45592", "accept": false, - "reason": "Not the same issue. 45487 fixes model-parallel/device placement in AltCLIP/ChineseCLIP code, while 45592 only adjusts FastVLM test padding-side behavior." + "reason": "AltCLIP/ChineseCLIP model-parallel/device placement fix versus FastVLM test padding-side adjustment. Not the same code path or bug." }, { "left": "pull_request:45487", "right": "pull_request:45596", "accept": false, - "reason": "Different scopes and artifacts: a model-parallel implementation fix versus BLT test expectation changes on XPU. Same broad theme of failing tests is insufficient." + "reason": "One is a model-parallel/device fix for AltCLIP/ChineseCLIP; the other is a BLT XPU test expectation update. Different models and different failure modes." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45615", + "accept": false, + "reason": "AltCLIP/ChineseCLIP runtime fix and Qianfan OCR XPU expectation additions are unrelated changes in different models." }, { "left": "pull_request:45592", "right": "pull_request:45596", "accept": false, - "reason": "Both are test-related, but for unrelated models and unrelated failures. No shared concrete code-path problem." + "reason": "Both are test-oriented, but one fixes FastVLM padding behavior and the other adds BLT XPU expectations. Not mergeable as one concrete fix." + }, + { + "left": "pull_request:45592", + "right": "pull_request:45615", + "accept": false, + "reason": "FastVLM test padding-side change and Qianfan OCR XPU expectation additions target different model behaviors and failures." + }, + { + "left": "pull_request:45596", + "right": "pull_request:45615", + "accept": false, + "reason": "Both touch XPU test expectations, but for different models and outputs; this is thematic similarity only, not the same underlying bug or change." } ] }, @@ -17661,12 +17770,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "782dfa147a23485c62befe21b021eef650312dadab9ed21013897a6105812c84", + "prepared_review_unit_hash": "d113be785e944ba2be1010bb1334e5a7acfb6ef6947d17a3dab4d6a28e084b5a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5305, + "serialized_chars": 5306, "estimated_input_tokens": 1327, "estimated_eval_tokens": 2910 }, @@ -17674,7 +17783,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5305, + "serialized_chars": 5306, "estimated_input_tokens": 1327, "estimated_eval_tokens": 2910 }, @@ -17683,18 +17792,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related PRs, but they address different levels of scope: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds a few targeted typing protocols/helpers and touches `modeling_utils` integration. They are not the same underlying change and should not be clustered as duplicates.", - "confidence": 0.94, + "summary": "These PRs are both typing-related, but they are not the same change. PR #45415 is a broad type-checking sweep across many transformers files plus pyproject typing ignores, while PR #45425 adds specific typing protocol/alias support for modeling_utils/peft and related checks. They should not be deduplicated.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45425 is the better canonical PR because it is the more focused, concrete typing change centered on `modeling_utils`/typing helpers, rather than a broad repo-wide type-checking pass.", + "canonical_pr_reason": "No single canonical PR is a clear duplicate target here; #45425 is narrower and more self-contained, while #45415 is a broad repository-wide typing cleanup.", "best_issue_reason": null, - "best_pr_reason": "PR #45425 is the best representative of the cluster since it has a narrower, more specific code-path focus and substantial review activity; PR #45415 is a separate large mechanical typing sweep.", + "best_pr_reason": "PR #45425 is the best representative if one must be chosen because it has a focused, concrete typing change with a small file set and clear purpose.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but #45415 is a wide type-checking cleanup across many modules while #45425 adds targeted typing protocols/helpers and related integration. Shared files are incidental, not evidence of the same concrete bug/change." + "reason": "Shared typing-related context and overlapping helper files are not enough: #45415 is a broad type-checking pass across many modules, whereas #45425 adds specific typing aliases/protocols for modeling_utils/peft. Different underlying change and not plausibly one merged PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 309a48004f2e80c38b9a56338393daa2f5c10912..0efd5be46afc9f6b972071d0213526b2e8fa5f36 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260424t000039z", + "analysis_id": "hybrid-model-20260424t060039z", "archived_artifacts": { - "hybrid": "snapshots/20260424T000039Z/analysis-runs/hybrid-model-20260424t000039z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260424T000039Z/analysis-runs/hybrid-model-20260424t000039z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260424T060039Z/analysis-runs/hybrid-model-20260424t060039z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260424T060039Z/analysis-runs/hybrid-model-20260424t060039z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-04-24T00:05:02Z", + "published_at": "2026-04-24T06:04:57Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260424T000039Z", + "snapshot_id": "20260424T060039Z", "variant": "hybrid" } diff --git a/snapshots/20260424T060039Z/analysis-runs/hybrid-model-20260424t060039z/analysis-report-hybrid.json b/snapshots/20260424T060039Z/analysis-runs/hybrid-model-20260424t060039z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..6e02be6349d19e5c9895e682cd45ab9823a7d66a --- /dev/null +++ b/snapshots/20260424T060039Z/analysis-runs/hybrid-model-20260424t060039z/analysis-report-hybrid.json @@ -0,0 +1,1880 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260424T060039Z", + "generated_at": "2026-04-24T06:04:56Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + 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cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260424T060039Z/analysis-runs/hybrid-model-20260424t060039z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260424T060039Z/analysis-runs/hybrid-model-20260424t060039z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..89879cb6a2c15fc53740f691c6ce9a93b2a5236b --- /dev/null +++ b/snapshots/20260424T060039Z/analysis-runs/hybrid-model-20260424t060039z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,17818 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260424T060039Z", + "generated_at": "2026-04-24T06:04:56Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 13, + "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": "da0c79f7af891e93c31bf6a6e896830cf852361d7a2af0a950286b08c971c008", + "component_budget": { 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The only clear duplicate pair is the two DeepSpeed ZeRO-3/Bert loading errors; most other pairs share generic error wording but not the same concrete bug.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43596 is the clearest representative of the one strong duplicate pair: it states the concrete ZeRO-3/BertModel index-out-of-bounds failure cleanly and is better phrased than the near-identical follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "Best global anchor for the cluster: it is the most concrete and reusable issue among the near-duplicates, and it maps to a specific loading path rather than a broad or generic symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Same model family, but different failures and code paths: config attribute missing vs streaming chat/completions error." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Both involve Qwen/GPT-style model loading, but one is an autocast dtype mismatch and the other is an AMD GPU runtime failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different concrete problems: autocast dtype mismatch vs model failing only on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different models and different failure modes; too broad to be the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Both are Qwen-related, but one is an NVFP4 runtime error and the other is an AMD GPU compatibility issue." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Different subsystems and symptoms: DeepSpeed collective mismatch vs ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model/export paths and unrelated errors." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Both are model inference issues, but the concrete failures are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanups for v5 removals, but they target different removed references and are not the same bug/change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error vs import failure for GenerationMixin; unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both mention index errors, but the model/load contexts differ and the shared text is too generic to confirm the same code path." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same generic index error shape, but not enough evidence that the Bert ZeRO-3 bug and the mask-shape bug are the same root cause." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Generic index/mask errors, but different model families and different failing paths." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape error vs Qwen3.5 embedding unpacking failure; not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping code path issue vs generic mask/index error; unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both are DeepSpeed-related, but one is a collective mismatch and the other is a zero-sized index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Near-identical ZeRO-3/Bert loading failures with the same index-out-of-bounds symptom; clearly the same underlying bug." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Tokenizer/detokenization bug vs LoRA save/load mismatch; different failures." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy call issue vs GPT-OSS tensor parallel problem; unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different model/runtime domains and different symptoms." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP tensor recompute mismatch is not the same as the mask-shape index error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed errors and different failure modes." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization bug vs AMD GPU runtime failure; unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3/Bert loading bug vs GPT-OSS TP issue; different code paths." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP mismatch vs custom trainer signature change; unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Image preprocessor dtype mismatch vs invalid method call in GraniteMoE; unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different config/tokenizer issues and different model families." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch vs TP-only GPT-OSS failure; unrelated." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different distributed-training failures with different symptoms." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanups, but they reference different removed items and are not the same documentation bug." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model-specific dtype/processing problems." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different families and failures: dtype mismatch vs embedding unpacking." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different issues in different model/runtime paths." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch vs trainer keyword argument incompatibility." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy being called is unrelated to a mask-shape index error." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing mismatch vs import error; unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Same broad ZeRO-3 loading area, but different models and not enough evidence of one root cause." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs removals and different sections of the docs." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Sliding-window config issue vs CUDA assert during auto device mapping; unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption vs checkpoint loading implementation bug; different problems." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy issue vs Qwen3-vl video StopIteration; unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit test loading failure vs corrupted checkpoint report; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility vs pydantic config-field regression; unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors, but the titles point to different concrete failures and the evidence is too generic." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window, but one is a Gemma3/vLLM config attribute issue and the other is a Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight tying bug in Mistral3 is unrelated to Ovis2 checkpoint corruption." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5-related, but the failures are different: chat crash vs streaming inference API failure." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure vs pydantic model field regression; unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different runtime contexts and different concrete errors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, issue:43596 vs issue:43638, is plausibly the same ZeRO-3/Bert index-out-of-bounds bug from the titles alone, while the other rejections avoid overclaiming on generic similarity. No obvious evidence inflation." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 2, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43742", + "issue:43828", + "issue:43866", + "issue:43873", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:44661|issue:45464", + "issue:39290|issue:43742", + "issue:43054|issue:43994", + "issue:41093|issue:43596", + "issue:43541|issue:44589", + "issue:42915|issue:43541", + "issue:40990|issue:44960", + "issue:39186|issue:44918", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:42915|issue:45399", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:43828|issue:44928", + "issue:39692|issue:43054", + "issue:41553|issue:43883", + "issue:43866|issue:44403", + "issue:36331|issue:41762", + "issue:44560|issue:45507" + ], + "prepared_review_unit_hash": "82e2aaff1fa24be3b719b5791e429ca7eb2d0a088206404f1f3d72cd73f95b39", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37571, + "estimated_input_tokens": 9393, + "estimated_eval_tokens": 19042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous issue reports; the only clear duplicate subcluster is the v5 non-persistent buffer corruption regression.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43950 is the clearest representative of the shared \"non-persistent buffers get junked in v5\" regression, with issue:43644 and issue:44534 reading as the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best global representative because it states the bug precisely, identifies the v5 regression, and matches the strongest duplicate evidence in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are v5 config-related regressions, but one is missing pad_token_idx and the other is a pydantic PretrainedConfig field break; different bugs." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization OOM and tied-weights/translation-model issues are unrelated failure modes." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different models and code paths: Mixtral torch-dynamo grouped_mm tracing vs GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi MoE is not the same as Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different loading path from the pydantic PretrainedConfig field regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support request and Qwen3.5 streaming inference failure are different issues." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig/pydantic regression." + }, + { + "left": "issue:44661", + "right": "issue:45464", + "accept": false, + "reason": "Tokenizer mapping/add-new-model-like failure is not the same as a Qwen3.5 streaming API bug." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Both are load-time attribute/key errors, but they affect different models and different missing attributes." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is an embedding-quality complaint and the other is a nonsensical-results/pipeline behavior report; not the same concrete bug." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both involve indexing errors, but the shapes, trigger conditions, and model/loading paths differ." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Mixtral tracing failures and missing Float8 storage are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43541", + "accept": false, + "reason": "FineGrainedFP8Config on Qwen3-MoE and Mixtral grouped_mm tracing are different bugs." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and a GLM5 issue do not describe the same underlying problem." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error and TRL SFT embedding unpacking failure are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but the models and failure modes differ: Mistral3 lm_head tying vs translation-model v5 weight handling." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom model initialization and flash-attn2 fallback blocking are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation regressions are different bugs." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is not the same as tied-weights handling on translation models." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Offloading with quantization and tied-weights translation regressions are separate issues." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer ReLU discussion and docs mentioning a removed command are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FP8 config failure on Qwen3-MoE and flash-attn2 fallback blocking are different problems." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache strategy typo and outdated docs command are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek detokenization regression and Qwen-3-8B-NVFP4 runtime failure affect different models and behaviors." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same v5 regression where non-persistent buffers are loaded/fill with junk." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "These are the same non-persistent buffer corruption regression, just phrased with different specificity." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen NVFP4 runtime error and GraniteMoEHybrid invalid-method failure are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both are training/runtime numerical issues, but autocast dtype mismatch is not the same as 3D position_ids causing SDPA fallback and NaNs." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example errors and SigLIP2 embedding quality regression are different issues." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral and missing all_tied_weights_keys on MolmoForCausalLM are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Ovis2 checkpoint corruption and generic transformer-loading noise are not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer compute_loss kwarg breakage and Gemma3 ZeRO-3 loading index error are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3-vl-embedding StopIteration during video handling and GraniteMoEHybrid invalid method are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: issue:43950 is a clear representative for the v5 non-persistent-buffer corruption cluster, and the two accept verdicts on issue:43644/issue:43950 and issue:43950/issue:44534 are conservative and well supported by the titles. The remaining soft-edge rejections also read as appropriately cautious given the evidence available." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 3, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43278", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43854", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45588" + ], + "soft_pairs": [ + "issue:41553|issue:43881", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:43881|issue:43883", + "issue:44403|issue:44451", + "issue:42947|issue:43856", + "issue:43975|issue:45520", + "issue:43643|issue:45020", + "issue:44403|issue:44488", + "issue:43782|issue:44960", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43975|issue:44451", + "issue:45020|issue:45356", + "issue:44661|issue:45020", + "issue:43054|issue:43278", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:45081|issue:45399", + "issue:43404|issue:43950", + "issue:43257|issue:43866", + "issue:42915|issue:45020", + "issue:43742|issue:45399", + "issue:41553|issue:44991", + "issue:43742|issue:45020", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41553|issue:44488", + "issue:42915|issue:43872", + "issue:43257|issue:45305" + ], + "prepared_review_unit_hash": "da1432dedfb93c739e6a754a8014fa3fbe00a1baa5990493319848cd3b7f2578", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38594, + "estimated_input_tokens": 9649, + "estimated_eval_tokens": 19554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a collection of unrelated Transformer v5-era regressions, with a few real duplicate pockets around stale pipeline docs and ZeRO/init_empty_weights loading failures. I kept the SigLIP2 and Whisper links conservative because the packet only shows family/title similarity, not a shared concrete defect.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45020 is still the best umbrella issue here: it is open, broad, and captures the recent remote_code/loading regression theme that overlaps with several other reports without forcing weaker pairs into a duplicate bucket.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest cluster anchor overall because it is the broadest and most central regression report in the set, while the other likely duplicates are narrower subcases or weaker title-only matches.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failure surfaces: a bad tokenizer-loading error message vs a GLM-4v load failure." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading incompatibilities, but the concrete causes differ (`_is_hf_initialized` vs Float8 storage lookup)." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Only loose SigLIP2 family similarity; the titles do not establish the same underlying bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory, but one is gradient checkpointing under PEFT and the other is int4 OOM/reserved-memory growth." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both are SigLIP2 regression reports about degraded/incorrect outputs, so they plausibly share the same implementation mismatch." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Unrelated issues: GLM-4v loading vs a Molmo tied-weights attribute error." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "One is load-time logging noise, the other is an actual model-load failure for ScandiBERT." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different training-memory problems with different symptoms and likely different fixes." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and a flash-attn import KeyError are different code paths." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Related in theme, but `trust_remote_code` missing fields is not clearly the same concrete regression as the broader remote_code breakage." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise vs a specific inability to load a different model." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and different failure modes; no shared concrete bug is evident." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Checkpoint compatibility across versions vs a LoRA tie-word-embeddings warning; related wording, not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different ZeRO-3/FP8 failures with different models and code paths." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer detokenization regression is unrelated to a model-loading failure." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are recent regressions, but remote_code loading and Kimi tokenizer codec/fix_mistral_regex behavior are not the same defect." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer registration bug vs remote_code loading regression; similar surface area, different problem." + }, + { + "left": "issue:43054", + "right": "issue:43278", + "accept": false, + "reason": "Same SigLIP2 family, but the available evidence only shows a dtype change, not the same underlying bug." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a model class vs bitsandbytes/init_empty_weights incompatibility; different failures." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback gating are separate issues." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both are stale v5 docs issues still referencing removed pipeline tasks." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper/audio-front-end similarity is plausible, but the titles do not clearly show the same runtime defect." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash and flash-attn fallback blocking are different bugs." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight-tying in Mistral3 and non-persistent buffer corruption are unrelated code paths." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion and an Ovis2 checkpoint corruption report are distinct issues." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "FP8/DeepSpeed training failure is not the same as the broad remote_code loading regression." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different load failures; only generic loading trouble is shared." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "FP8 config failure and `_is_hf_initialized`/Int8Params incompatibility are separate incompatibilities." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is missing weight conversion and the other is gradient averaging under GAS." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both are Qwen3/Qwen3.5 ZeRO-3 weight-loading failures that report missing weights in the same general code path." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` / `init_empty_weights` incompatibility family, just surfaced through different entry points." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different load failures; no shared concrete bug is evident." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Gradient explosion/SDPA fallback and a flash_attention crash on `s_aux=None` are different problems." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The anchor choice is mostly grounded, but several soft-edge accepts are too assertive for the packet. In particular, the SigLIP2 pairs (38175\u201343054 and 43054\u201343278) are only loosely related by model/family/title and do not establish a shared bug from the available evidence. The Whisper pair (43792\u201344220) is also plausible but not clearly the same defect from titles alone. The more conservative loading-regression pairs (43872\u201344291, 43940\u201345313, 43827\u201344509) are fine, but the summary and a few accepted verdicts overstate certainty beyond the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 4, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45584" + ], + "soft_pairs": [ + "issue:36331|issue:41093", + "issue:41093|issue:44805", + "issue:43872|issue:45538", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:44155|issue:45584", + "issue:24643|issue:30064", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43950|issue:45325", + "issue:44560|issue:44918", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:42617|issue:43366", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:44560|issue:44805", + "issue:36010|issue:42915", + "issue:43638|issue:44661", + "issue:44877|issue:45030", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:45313|issue:45357", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:44960|issue:44977" + ], + "prepared_review_unit_hash": "7e9461d13590345fc39f1d8f42c8b127386bdaae573625e40bc1b4230b6c9707", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36154, + "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 mostly heterogeneous: a grab-bag of unrelated Transformers bug reports across different models/features. Only a few soft pairs look like true duplicates; the rest should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue; this is a heterogeneous bundle of unrelated bugs. Only a few pairs are clear duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "As a whole, none of these issues is a strong global representative because they span different models, regressions, and code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different failures: trainer API kwarg mismatch vs mask/tensor shape IndexError." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError class with the same mask/tensor shape mismatch pattern." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated bugs: bitsandbytes constructor incompatibility vs tokenizer max-length handling." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both touch Qwen VL/video paths, but the concrete failures and affected surfaces differ." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different failure modes; not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support is unrelated to Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched-track leakage vs Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed weight-shape training error vs image processor void-segmentation bug are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and different issues; no shared concrete code path." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "torch.compile/SDPA on Bamba is unrelated to Qwen3.5 flash-attention position_ids crash." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both report the same Transformers v5 custom-model initialization regression; one is just a more specific reproduction." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Non-persistent-buffer corruption and Qwen2.5-VL rope-index scaling are different regressions." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5/VL embeddings, but one is video StopIteration and the other is TRL SFT unpacking failure." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: gpt-oss GGUF support vs missing Float8 storage type." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a specific class vs meta-device loading regression are distinct issues." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to meta-device loading problems." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure is not the same as gpt-oss GGUF support." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 base model and same broken inference behavior; one report uses a different surface (AutoModel/pipeline) but appears to be the same underlying bug." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Custom model init regression and non-persistent-buffer corruption are separate v5 issues." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different Qwen-related failures; one is video StopIteration, the other is a mask/tensor IndexError." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/Bert loading failure is unrelated to tokenizer-mapping/model registration bug." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation complaints, but they affect different models and likely different checks." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/Bert index error is unrelated to add-new-model-like tokenizer-mapping handling." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map dequantized loading/offload issue is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are the same non-persistent-buffer regression in Transformers v5, just phrased differently." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is ZeRO-3 weight loading and the other is save_pretrained key serialization." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 zero-probability inference bug is not the same as the documentation example's model/processor mismatch and quantization failures." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3_moe LoRA compatibility on hf5.x is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different generation issues; no shared bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is indeed mostly heterogeneous, and the accepted soft pairs are narrowly framed and conservative based on the titles. I don't see an overstatement of evidence in the verdicts." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 5, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44661", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588" + ], + "soft_pairs": [ + "issue:44451|issue:44488", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:43856|issue:43873", + "issue:42491|issue:45276", + "issue:43257|issue:43854", + "issue:41720|issue:42915", + "issue:39692|issue:43994", + "issue:43856|issue:44387", + "issue:44488|issue:44991", + "issue:45362|issue:45406", + "issue:44661|issue:44683", + "issue:43644|issue:43645", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:42491|issue:43856", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:44387|issue:44756", + "issue:43425|issue:43957", + "issue:43854|issue:45216", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:44291|issue:44756", + "issue:45276|issue:45292", + "issue:44743|issue:44960", + "issue:43381|issue:44928", + "issue:43957|issue:44756", + "issue:44164|issue:44756", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:44402|issue:44451" + ], + "prepared_review_unit_hash": "9e30b58949dc052130488af35c04a0d0971161cca664edccb7b3023eefa64a04", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38694, + "estimated_input_tokens": 9674, + "estimated_eval_tokens": 19604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous, but two small duplicate families stand out: tokenizer/model-loading failures for specific BERT-like models, and resize_token_embeddings not propagating to downstream embeddings. Most other pairs are distinct bugs in different code paths.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45292 is the most general, model-agnostic report of the resize_token_embeddings propagation bug, and it can serve as the umbrella issue for the accepted resize-related duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is open, broadly phrased, and describes the core API regression without model-specific noise, making it the best representative issue among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report the same current-version model-loading regression for BERT-style models; a single tokenizer/load fix could plausibly cover both." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps logic is unrelated to optimizer argument handling." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures with different symptoms and likely different code paths." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "MoE training memory usage is not the same bug as quantized offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA checkpoint compatibility is unrelated to resize_token_embeddings propagation." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Accelerate/deepspeed weight conversion is unrelated to a GLM unit-test load failure." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "CUDA assert on auto device mapping is not the same as FineGrainedFP8Config failure." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 doc example errors are different from incorrect inference results on a separate model instance." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Training memory inefficiency and int4 quantization OOM are different regressions." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": true, + "reason": "Both are tokenizer/model-loading failures for specific text models in the same version range and look like the same underlying loader regression." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Chat-generation crash and serve/processor AttributeError are different failures in different entry points." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping registration and compiled flex_attention are unrelated subsystems." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent buffer initialization and Jupyter custom-model initialization are different Transformers 5 issues." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE FP8 failure is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "LoRA checkpoint compatibility is unrelated to a weight-shape mismatch on model load." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash_attention, but they describe different crashing conditions and code paths." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying bugs, but on different model classes and not the same concrete failure." + }, + { + "left": "issue:42491", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpoint portability is unrelated to MoE training memory usage." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both say resize_token_embeddings fails to update downstream embeddings in model-specific variants; one fix could plausibly address both." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing GenerationMixin and Whisper return_language pipeline behavior are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "extra_state save/load handling is different from init_empty_weights argument handling." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and model-loading failure are related only broadly, not clearly the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping failure and AudioFlamingo3 batch leakage are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantized offloading behavior and int4 reserved-memory OOM are different issues." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 documentation problems are unrelated to GLM5." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "int4 quantization OOM and Strix Halo mmap OOM are different memory problems." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading breakage are different regressions." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unit-test loading of a specific model is unrelated to save_pretrained checkpoint correctness for Qwen3.5." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "NVFP4 runtime failure and MXFP4 fallback behavior are different quantization bugs." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing under PEFT LoRA and eval-mode checkpointing are different problems." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument mismatch is unrelated to mmap/OOM behavior." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "They are closely related, but 45276 is Gemma4-specific and 45292 is the broader output_embeddings report; keep the broader issue as the canonical one rather than duplicating." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Recurrent-state reset in modular_qwen3_5 and GLM5 are unrelated model implementations." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing and Qwen3.5 SDPA/BF16 instability are different bugs." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state serialization and mmap OOM are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization and checkpoint-resume step counting are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both describe resize_token_embeddings failing to update model output/decoder embeddings; a single fix in the resizing path could plausibly cover both." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Pad/unk vocab mismatch and a load failure for a different model are not clearly the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the evidence in the packet and is appropriately cautious. The accepted soft-edge pairs are all title-level similar and the rejection reasons are conservative; the canonical issue choice is also grounded by the generic wording of 45292. No pair is overstated as definitely the same bug." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 6, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43883", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "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:44811", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45584" + ], + "soft_pairs": [ + "issue:44479|issue:44877", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:43828|issue:43957", + "issue:44589|issue:44756", + "issue:43906|issue:44530", + "issue:43931|issue:44863", + "issue:43611|issue:43645", + "issue:39404|issue:44912", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:43299|issue:43931", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:43856|issue:44756", + "issue:39404|issue:44671", + "issue:43596|issue:44683", + "issue:43425|issue:44918", + "issue:40990|issue:42947", + "issue:44589|issue:45084", + "issue:36032|issue:43452", + "issue:32090|issue:39404", + "issue:43582|issue:43632", + "issue:44991|issue:45081", + "issue:43957|issue:44164", + "issue:40990|issue:43421", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:43883|issue:44488", + "issue:43425|issue:45161", + "issue:43611|issue:43644", + "issue:44811|issue:45584" + ], + "prepared_review_unit_hash": "8795b1a249cfbbe0dc6c0015d8f74d2054d024ea70211b6067eeabe32d6c43f0", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38485, + "estimated_input_tokens": 9622, + "estimated_eval_tokens": 19500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose set of Transformers/v5 regression issues, mostly distinct model-loading or runtime bugs rather than true duplicates. The strongest representative issue is the broad custom-model loading regression in issue 43611, but none of the soft-edge pairs look safe to merge as duplicates.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43611 is the broadest and most central report: Transformers 5.0 breaking model loading for custom classes via `base_model_prefix`, which aligns with several nearby v5 loading-regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 best represents the cluster because it describes a core v5 loading regression with broad impact, whereas the other issues are more specific model- or feature-level failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Both are model-related regressions, but one is a video-input bug for Qwen VL variants and the other is a Granite Speech config-loading issue; different code paths." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to save/from_pretrained handling of `extra_state`; these are distinct failure modes." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MoE loading with accelerate/deepspeed and NemotronH checkpoint loading are different model families and different loader bugs." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is a version-compatibility issue, while the other is an autocast dtype mismatch on a specific model." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "One is an autocast dtype mismatch; the other is a meta-device loading breakage. Related theme, not same bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated runtime problems." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as a PagedAttentionCache crash on Qwen3.5; different symptoms and paths." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint-loading failure affect different models and loaders." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 regressions around model loading, but one is base_model_prefix handling and the other is notebook-defined custom model initialization; not the same defect." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline behavior is unrelated to GPT-OSS MXFP4 quantization fallback." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility is distinct from a Mistral image preprocessor/model dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and compile-time non-template-node error are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they document different removed/deprecated pipeline behaviors." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL, but one is a MoE loading regression and the other is a checkpoint shape mismatch; too different to duplicate." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to Perceiver non-default-resolution loading." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask-shape IndexError are different execution paths and error classes." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 producing bad outputs is unrelated to `ModelOutput` key assignment when values were previously None." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT prediction correctness and tokenizer loading for EMBEDDIA/est-roberta are separate problems." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Memory inefficiency in Qwen3 MoE training is not the same as disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT masked-LM predictions are unrelated model-specific issues." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO3 initialization index error and compiled flex_attention failure on newer torch versions are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to Qwen3.5 embedding unpacking with TRL SFT trainer." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on gpt-oss and ineffective gradient checkpointing with LoRA are not the same underlying issue." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage resolution failure and compiler rejection of non-template nodes are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer special-token method conflicts and gguf_file loading failures are distinct tokenizer/model-loading bugs." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is not the same as the `_is_hf_initialized` flag breakage." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta and Mistral regex-patch backend_tokenizer crash are different tokenizer code paths." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Meta-device loading failures and save/from_pretrained extra_state handling are separate mechanisms." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "GPT-OSS perplexity regression and runtime special-token post-processor update bug are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "extra_state save/load handling is unrelated to the Qwen VL video-input regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading `cjvt/sleng-bert` and patching Mistral regex are different tokenizer-loading failures." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing `all_tied_weights_keys` on MolmoForCausalLM is unrelated to the sleng-bert tokenizer load problem." + }, + { + "left": "issue:43425", + "right": "issue:45161", + "accept": false, + "reason": "Torch 2.10 incompatibility and GPT-OSS MoE tensor-parallel failure are distinct issues." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is custom model loading via `base_model_prefix` and the other is non-persistent buffer initialization; related but not duplicate." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Ignoring `skip_special_tokens` in batch_decode and failing on empty transcription after align_special_tokens are close Whisper-processing reports, but they target different symptoms and likely different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 7, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43819", + "issue:43825", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507" + ], + "soft_pairs": [ + "issue:44206|issue:44220", + "issue:42947|issue:44756", + "issue:44488|issue:44987", + "issue:43716|issue:45084", + "issue:34567|issue:40444", + "issue:43883|issue:44991", + "issue:43644|issue:43646", + "issue:43643|issue:44530", + "issue:43452|issue:43482", + "issue:44451|issue:44987", + "issue:43317|issue:43482", + "issue:43541|issue:45084", + "issue:36032|issue:42915", + "issue:44849|issue:45325", + "issue:39404|issue:43825", + "issue:42915|issue:44530", + "issue:43404|issue:44466", + "issue:43262|issue:43377", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43646|issue:44534", + "issue:43994|issue:44610", + "issue:45216|issue:45357", + "issue:43645|issue:44534", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:44451|issue:45081", + "issue:41553|issue:43582", + "issue:44220|issue:44683", + "issue:43632|issue:44756", + "issue:43404|issue:45127" + ], + "prepared_review_unit_hash": "082ba102ade2357bd2777061e5a9c130d6f6ce3274fc46ebd72599026b75ff28", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37546, + "estimated_input_tokens": 9387, + "estimated_eval_tokens": 19030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous issue set with a few near-duplicate regressions, especially around GGUF loading and Qwen3.5 save_pretrained. No pull requests are present.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43452 is the broadest and clearest representative of the GGUF loading regression; it covers the generic from_pretrained breakage and can subsume the more specific Qwen2.5-GGUF report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43452 is the best overall representative because it states the underlying loading regression in a model-agnostic way and is the cleanest anchor among the near-duplicate candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Same audio area, but the titles do not show the same concrete bug; 44220 is too generic to confirm it is the unsupported-center-arg crash." + }, + { + "left": "issue:42947", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: LoRA gradient checkpointing vs Strix Halo mmap OOM." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models and do not clearly share the same code-path bug." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated issues: multimodal dtype mismatch vs a template compilation error." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting vs Qwen2.5-VL iterable-dataset failure are different bugs." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different failure modes and model families; no evidence of the same underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is junk non-persistent buffers and the other is custom model init in notebooks; not enough to treat as the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing AutoConfig fields with trust_remote_code is unrelated to Qwen3.5 paged attention cache crashes." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both point to the same GGUF-loading regression; one is the generic from_pretrained/gguf_file breakage and the other is a specific Qwen2.5-GGUF failure." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but for different models and likely different root causes." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Device-map/offload dequantized-model loading is a different path from GGUF loading." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to template-node compilation." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer construction error vs FP8 configuration failure; unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen variants and different bugs: hidden-states output vs rope-index temporal scaling." + }, + { + "left": "issue:39404", + "right": "issue:43825", + "accept": false, + "reason": "Both involve pipelines, but one is Whisper return_language behavior and the other is an error-message/support regression for translation tasks." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FP8 config failure and linear_attention group-type crash are distinct issues." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights/lm_head, but one is a model implementation bug and the other is device-dependent serialization behavior." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and batched-vs-single padding-mask mismatch are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer loading error vs custom model initialization regression are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 loading regressions, but they target different artifacts and don't show the same concrete bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error vs GraniteMoEHybrid invalid-method call are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in notebooks is not the same concrete bug as non-persistent buffers being filled with junk." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different model/processor mismatch bugs with no shared code-path indicated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both are Qwen3.5 save_pretrained regressions on the same code path; 45357 reads like a follow-up/specific manifestation of the same checkpoint serialization bug." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Related v5 initialization area, but the notebook custom-model init breakage and junk buffer filling are not clearly the same bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal models and different failure modes: segmentation fault vs video-input ValueError." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading noise vs a tokenizer regex AttributeError are not the same underlying issue." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both concern audio/codec model consistency, but they involve different models and different mechanisms." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different affected components: model loading failure vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different areas: feature extraction vs compiled flex_attention on newer torch." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized regression and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied embeddings/lm_head, but one is a missing weight-tie bug and the other is LoRA merge collapse after vocab extension; not the same concrete issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The two accepted pairs are reasonably supported by title-level evidence and shared code paths, and the rejected pairs do not overclaim sameness. The note that no PRs are present is also consistent with the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 8, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44062", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542" + ], + "soft_pairs": [ + "issue:44265|issue:44610", + "issue:42915|issue:45084", + "issue:44987|issue:45081", + "issue:44479|issue:45325", + "issue:43296|issue:43531", + "issue:44062|issue:44987", + "issue:42175|issue:45542", + "issue:42915|issue:44291", + "issue:43317|issue:43856", + "issue:43611|issue:44534", + "issue:40990|issue:44811", + "issue:36032|issue:43742", + "issue:40444|issue:45325", + "issue:43632|issue:44534", + "issue:43818|issue:45357", + "issue:43421|issue:44568", + "issue:43531|issue:44877", + "issue:42915|issue:44589", + "issue:44683|issue:45020", + "issue:43482|issue:45538", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:44829|issue:45479", + "issue:33666|issue:40444", + "issue:44403|issue:44991", + "issue:43792|issue:44589", + "issue:43377|issue:45491", + "issue:44079|issue:44534", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:44079|issue:45072" + ], + "prepared_review_unit_hash": "7b44d25515518a8f316db74a10d2c8c580f2e8c6279c745f1c6a7a5a32024df7", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37370, + "estimated_input_tokens": 9343, + "estimated_eval_tokens": 18942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: the issues span many unrelated regressions across tokenizers, vision-language models, quantization, config loading, and training/runtime behavior. No soft edge looks like the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "If one issue must serve as the cluster representative, #45020 is the broadest umbrella because it describes recent transformers regressions breaking model loading for remote_code models; the rest are mostly narrower, model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the best single issue candidate because it is the most general and could plausibly subsume several newer loading regressions, while still being open and actively relevant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Different failures: torch.export/torch_compilable_check versus a processor image-size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated problems: Qwen3Moe FP8 config failure versus a template-node compilation error." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different code paths: loading physical-intelligence/fast versus Mistral regex patching on tokenizer internals." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL regressions, but one is a broad video-input regression and the other is a specific still-image rope index scaling bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and symptoms: PaddleOCR-VL loading in vLLM versus Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer AddedToken keyword conflict is unrelated to loading a specific model repository." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TF packaging, but one is missing tensorflow in extras while the other is a backend error from tensorboard-only installs." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different root causes: FP8 config handling versus init_empty_weights/_is_hf_initialized argument incompatibility." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "One is device_map/offload loading failure; the other is memory inefficiency during Qwen3 MoE training." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base-model-prefix loading breakage is unrelated to non-persistent buffer initialization junk." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method-name conflict and MobileLLM key error are different loader bugs." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure is not the same as Qwen2.5-VL temporal position scaling." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized handling and non-persistent buffer filling are separate v5 regressions." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA tower weights/temporal attention issue is unrelated to Qwen3.5 save_pretrained visual-key names." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates are a different concern from add_special_tokens not adding BOS/EOS for one tokenizer." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior does not match strict config loading for granite_speech." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to missing Float8 storage type errors." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is a different incompatibility from recent transformers breaking remote_code models." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure under transformers v5 is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer constructor conflict and Qwen3 auto device_map cuda assert are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is not the same as generic loading noise." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Flash-attention training degeneration and single-label zero-loss behavior are separate classification issues." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to iterable-dataset multi-image finetuning failures." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary loading noise is too generic and does not match a specific tokenizer-loading regression." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure is unrelated to Float8 storage lookup errors." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching and masking, but MIMI padding-mask mismatch and Gemma3 NaNs from sliding-window all-padding windows are different code paths." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are unrelated internal-state bugs." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading under transformers v5 and missing pad_token_id on Llama4Config are different loading failures." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Init-empty-weights/_is_hf_initialized incompatibility is unrelated to Float8 storage resolution." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "ModelOutput key handling is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + } + ] + }, + "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": 13, + "review_unit_index": 9, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43454", + "issue:43482", + "issue:43526", + "issue:43531", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44617", + "issue:44683", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:43749|issue:44079", + "issue:43644|issue:44079", + "issue:43632|issue:45072", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43881|issue:44488", + "issue:45325|issue:45381", + "issue:43611|issue:43646", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:42175|issue:43296", + "issue:43454|issue:44466", + "issue:43994|issue:44898", + "issue:44387|issue:44617", + "issue:43828|issue:44683", + "issue:42915|issue:43482", + "issue:43526|issue:43883", + "issue:43792|issue:43957", + "issue:43701|issue:45325", + "issue:43262|issue:43746", + "issue:43632|issue:45563", + "issue:43881|issue:44991", + "issue:43317|issue:43873", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:44186|issue:44265", + "issue:43606|issue:43819" + ], + "prepared_review_unit_hash": "aa97f7481114467aa5f68be8ab25daa9c6dd06e0f3c54369c46cc212f84687a8", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36330, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster mostly contains unrelated issues. The only soft duplicate that looks solid is the quantization/offload loading regression. The Qwen2.5-VL rope/position-id pair is related, but the evidence is too thin to treat as the same bug, so I\u2019d keep it separate.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43317 is the best canonical issue candidate because it states a concrete failure mode for device_map=auto with gpu+cpu offload, which matches the broader quantized/offload loading symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43317 is the strongest overall issue candidate: it is specific, reproducible, and serves as the clearest anchor for the offload/quantization duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "Different subsystems: FSDP CPU-efficient loading vs ModelOutput key assignment." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization and ModelOutput key handling are different bugs." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Both are v5 regressions, but the concrete failures differ." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal failure modes: multiple-image finetuning vs video position ids." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export / compilable-check failure is unrelated to a dtype mismatch." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading issues, but for different models and likely different root causes." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "They point to related Qwen2.5-VL position-id symptoms, but not enough to confirm the same underlying bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Related Transformers v5 load regressions, but not a clear duplicate bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Shared model family, but the code paths and symptoms differ." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert on A800 and tokenizer regex crash are different issues." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Package/backend dependency issue vs model loading failure." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both touch tied weights, but the reported failures are not specific enough to merge." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision bugs: nonsensical outputs vs positional interpolation failure." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "CUDA memory behavior under int4 quantization is unrelated to Sam3Video OOM." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch and compiled flex_attention failure are different problems." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model-loading failures with no shared concrete code path." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Beit label reduction and Molmo tied-weights attribute error are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure vs meta-device loading regression." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position ids." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate bug and PEFT checkpoint loading bug are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "The _is_hf_initialized regression is unrelated to the paged-generate warning." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different model-loading failures; no shared concrete bug is evident." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": true, + "reason": "Both describe the same offload/quantization loading problem where device_map/offload behavior breaks across CPU/GPU movement." + }, + { + "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": "Voice preset loading and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export support are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg and strict config loading are different regressions." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation bug vs export failure for torch_compilable_check." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Different code paths: CPU offload device mismatch vs DAC latent/forward mismatch." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but one soft-edge acceptance is too strong for the evidence available. In particular, issue:45325 vs issue:45381 may be related by Qwen2.5-VL position-id handling, but the packet only shows closely related vision-position/rope symptoms, not enough to confidently call them the same bug. The quantization/offload pair looks plausible, but overall the output is slightly overstated rather than conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 10, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:35707", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43296", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43792", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44292", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45325", + "issue:45357", + "issue:45406" + ], + "soft_pairs": [ + "issue:43377|issue:44898", + "issue:44610|issue:45325", + "issue:35707|issue:41720", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43454|issue:43550", + "issue:44466|issue:45357", + "issue:43749|issue:44534", + "issue:39692|issue:40444", + "issue:43296|issue:44991", + "issue:43792|issue:44683", + "issue:43296|issue:44877", + "issue:41720|issue:43322", + "issue:43454|issue:43720", + "issue:43404|issue:45357", + "issue:41720|issue:44977", + "issue:44423|issue:45406", + "issue:43526|issue:43881", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:43873|issue:44756", + "issue:42617|issue:42915", + "issue:43550|issue:43720", + "issue:44479|issue:44918", + "issue:44610|issue:44898", + "issue:44877|issue:44991", + "issue:44186|issue:44610", + "issue:36331|issue:42915", + "issue:43316|issue:44913", + "issue:44671|issue:44743", + "issue:36331|issue:42617", + "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:44292|issue:44479", + "issue:43531|issue:43572", + "issue:41720|issue:42617", + "issue:41720|issue:45161" + ], + "prepared_review_unit_hash": "adebc7116b52ecbbc7e9c1adb056cb7b31bd52468cf6b05d32884debdc32dadf", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38693, + "estimated_input_tokens": 9674, + "estimated_eval_tokens": 19604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated bugs in generation, loading/offloading, configs, tokenizers, and multimodal serving. None of the soft pairs look like the same concrete underlying bug or change, so I reject all duplicate edges.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe global representative; the cluster is too mixed and the soft pairs are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: MIMI batched-vs-single padding-mask bug vs Perceiver image-size/interpolation issue." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Processor/model resolution mismatch vs Qwen2.5-VL rope-index temporal scaling; unrelated code paths." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map cudaErrorAssert." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Batched encoder output mismatch vs OmDet image processor size mismatch; not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head tying/serialization bug vs dtype mismatch in wrapper models; different root causes." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying issue and torch.compile+SDPA failure are separate problems." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve serialization, but one is device-dependent lm_head.weight behavior and the other is incorrect visual-encoder keys in Qwen3.5." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP RAM-efficient loading breakage is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation example errors and finetuning failures with iterable datasets are different issues." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "Different models and failures: vLLM/PaddleOCR load error vs tokenizer loading regression in transformers v5." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper runtime failure and torch>=2.9 flex_attention compile failure are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "vLLM model-load failure vs strict config loading for granite_speech; different subsystems." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map CUDA assert vs Llava Next segfault on load are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head weight tying bug vs packed-weight unpacking during accelerate loading; not the same problem." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both touch serialization/weights, but Mistral3 lm_head tying is distinct from Qwen3.5 visual-encoder key saving." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "CUDA assert under auto device mapping vs flash-attention generation regression; different failure modes." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve crashes, but the root causes differ: multimodal continuous batching vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to glm-4v-9b load failure." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer batching/padding crash vs bfloat16 dtype mismatch in wrapper models; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation bug and resume_from_checkpoint max_steps miscalculation are separate issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offloading/memory, but quantization offload behavior is not the same as mmap/OOM on Strix Halo." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure do not share a concrete code-path bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA and accelerate loading of packed BitNet weights are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs TRL SFT input-embedding unpacking issue; different bugs." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "OmDet processor resolution mismatch vs Perceiver interpolation failure; different models and fixes." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Granite speech strict config loading and est-roberta tokenizer loading are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer batch/padding crash vs OmDet image processor size mismatch; not duplicates." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature regression is unrelated to Qwen3Moe FP8 config failure." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config API issues, but Gemma3TextConfig discrepancy is not the same as GPTNeoX rotary_pct reload bug." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction bug and Qwen3.5 recurrent-state reset bug are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer kwarg regression and 3d_parallel execution failure are different problems." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 load failure and dequantized model offload failure are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile/SDPA crash and bark-small CPU offload device mismatch are distinct issues." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime issue differs from the Qwen VL video-input regression." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window cache issue is unrelated to StableLm pad_token_idx config regression." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map CUDA assert is unrelated to 3d_parallel.py failure." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device-map assert and GPT-OSS MoE tensor-parallel problem are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 11, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42886", + "issue:42915", + "issue:43322", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479" + ], + "soft_pairs": [ + "issue:43540|issue:43782", + "issue:43388|issue:45059", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:41720|issue:43873", + "issue:45406|issue:45464", + "issue:36010|issue:42617", + "issue:44514|issue:44545", + "issue:36331|issue:41720", + "issue:33357|issue:35707", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:43550|issue:43653", + "issue:44368|issue:45357", + "issue:44625|issue:45479", + "issue:43421|issue:43927", + "issue:43606|issue:43653", + "issue:43782|issue:45381", + "issue:34567|issue:35707", + "issue:44898|issue:45072", + "issue:42886|issue:44843", + "issue:34634|issue:41720", + "issue:43381|issue:43844", + "issue:44451|issue:44991", + "issue:43421|issue:43653", + "issue:44062|issue:44451", + "issue:44077|issue:44625", + "issue:44918|issue:44936" + ], + "prepared_review_unit_hash": "09c926973e7e676f722f847d06d8781d3c1ac9b011369cccc019ceb0a66d9864", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36797, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated issues across tokenizers, processors, generation, training, and loading paths. The strongest duplicate-like pairs are the Qwen2_5_VL `apply_chat_template` batched `padding=False` crash and the offline tokenizer-load regression around `HF_HUB_OFFLINE`/cache behavior; the rest look like broad subsystem similarity rather than the same bug.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44545 is the clearest canonical issue for the exact duplicate pair with 44514: the titles match very closely and both describe the same batched `apply_chat_template` crash when `padding=False`.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the strongest single representative in this mixed set because it anchors the clearest duplicate pair and has the most explicit, narrowly described failure mode among the accepted matches.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different model families and failure modes: Qwen3OmniMoe video processing vs Qwen3VL load-time weight-only error." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different code paths and symptoms: `gather_for_metrics` label handling vs SAM3 text/bbox behavior." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer bugs, but on different tokenizers and different failures; not the same underlying issue." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "One is Qwen3Moe FP8 config handling, the other is Llava Next segfault on load; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "Different runtime problems: auto device mapping CUDA assert vs offloading/quantization behavior." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different components and bugs: Gemma4Processor missing `_tokenizer` vs Qwen3.5 streaming inference failure." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Unrelated problems: GenerationMixin import error vs `3d_parallel.py` execution failure." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Near-exact duplicate titles and matching symptom: both report the same batched `apply_chat_template` crash with `padding=False`." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer API mismatch vs Qwen3 device-mapping CUDA assert; different stack layers." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with embeddings/past-key-values are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Device-mapping CUDA assert is unrelated to PEFT/local-checkpoint loading for GraniteSpeech." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload mechanics, but the titles point to different concrete failures and models." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation map handling vs Bark voice preset parsing are unrelated processor bugs." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo fix is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and BigBirdTokenizer special-token registration are different subsystems." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tie_word_embeddings warning and incorrect visual encoder keys on save/load are different issues." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Different classification bugs: config propagation in Qwen3.5 vs degenerate zero-loss behavior across sequence classifiers." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token/post-processor sync vs DiaConfig save/load token ID loss are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different models and failures: Qwen3VL weight-only load error vs Qwen2.5-VL video position IDs bug." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState bookkeeping issue vs generation-with-embeds/past-key-values bug; not the same bug." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image resizing failure and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both titles describe the same offline tokenizer-loading regression: `HF_HUB_OFFLINE=1` / cache failure in `AutoTokenizer.from_pretrained`." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset handling and Qwen3 device-mapping CUDA assert are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs gradient growth under ZeRO-3 are different training issues." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures on newer versions, but for different models and without evidence of the same code path." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor updates and BigBird mask-token registration are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken argument collision vs model-specific tokenizer load failure are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Patchtsmixer `post_init` policy and Qwen3.5 `num_labels` propagation are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT embedding unpacking issue and trainer evaluate-after-train failure are different workflows." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is mostly conservative, but two statements overreach the packet: (1) the canonical reason for issue:44545 claims the pair has the \"same crash signature,\" which is not supported by the packet metadata/title alone; and (2) the 42886/44843 rationale asserts a specific shared implementation path (`model_info()` in `_patch_mistral_regex`) that is not evidenced in the packet. Please downgrade these to title/metadata-grounded similarity unless the underlying issue bodies are available." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 12, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:43335", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44589", + "issue:44610", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479" + ], + "soft_pairs": [ + "issue:44987|issue:45042", + "issue:43531|issue:44589", + "issue:43994|issue:44671", + "issue:39692|issue:44610", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:43525|issue:43531", + "issue:43596|issue:44220", + "issue:45183|issue:45479", + "issue:43746|issue:45381", + "issue:39692|issue:43873", + "issue:43618|issue:43697", + "issue:43540|issue:44008", + "issue:40444|issue:43746", + "issue:43746|issue:43873", + "issue:44220|issue:44661", + "issue:43716|issue:44008", + "issue:43335|issue:43756", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44843|issue:45081", + "issue:43421|issue:44811", + "issue:30064|issue:36010", + "issue:43577|issue:43818", + "issue:44062|issue:44488", + "issue:44186|issue:44898", + "issue:43540|issue:45381", + "issue:43550|issue:45072", + "issue:43550|issue:43927", + "issue:43643|issue:44877", + "issue:43782|issue:44977" + ], + "prepared_review_unit_hash": "b4076409348d62d963105bdbd297d4da59ebe49e0568e38b8f16ecc04595a640", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37437, + "estimated_input_tokens": 9360, + "estimated_eval_tokens": 18976 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers bugs, mostly tokenizer/model-loading regressions. There is no single duplicate thread across the set; the only near-match area is the Mistral/Kimi tokenizer regex path, but the specific failures differ.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45081 is the clearest concrete runtime regression in a shared tokenizer code path and has the strongest chance of attracting related reports; it is also open and still actionable.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45081 is the most representative standalone bug report in this set: specific, reproducible, and centered on a real crash rather than docs or ambiguous behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: a specific model-load regression vs an unnecessary torchvision dependency in PIL image processors." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated code paths: Qwen3-MoE sliding_window behavior vs a Float8 storage import/type error." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-output quality regressions, but for different models and different mechanisms; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are unrelated to OmDet-Turbo\u2019s processor/model image-size mismatch." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer post-processor updates at runtime and LayoutLMv2 NER/padding crashes are separate tokenizer issues." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch tokenizer regex handling, but one is a crash in _patch_mistral_regex while the other is a Kimi-K2.5 codec/warning regression; not the same concrete failure." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different model configs and symptoms: missing pad_token_id vs sliding_window handling." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed/BertModel init failure and fbank feature extraction are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input-validation error messaging is not the same bug as the degenerate zero-loss classification behavior." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Local checkpoint/PEFT loading failure is unrelated to Qwen2.5-VL video position-id computation." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/example mistakes and quantization/offloading behavior are separate issues." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions output regression and RTDetr output drift are different model behaviors." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different model families and different failure modes: Qwen3OmniMoe video processing vs Gemma3n variable collision." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure is unrelated to GraniteSpeech local checkpoint loading." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT/local checkpoint loading and quantization offloading problems do not share the same code-path issue." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and tokenizer-mapping/model-registration logic are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 dtype mismatch in image preprocessing is unrelated to Gemma3n's audio mask variable collision." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are distinct configuration bugs." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC latent reconstruction are different code paths and failure mechanisms." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but one is an offline model_info call and the other is an attribute error on tokenizer objects; distinct bugs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processing and Whisper batch_decode skip_special_tokens behavior are separate tokenizer/processor issues." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing has nothing to do with a GenerationMixin import error." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument collision is not the same as a model loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default-resolution failures are different model-specific bugs." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input bugs, but they affect different model families and different tensor bookkeeping paths." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and SwitchTransformers/TimmWrapper bfloat16 mismatch are separate issues." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different models and different failure modes: compile+SDPA vs config save/load token-ID loss." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Trust-remote-code config field loss and strict granite_speech config loading are not the same underlying bug." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only load failure and Qwen3.5 flash-attention generation issues are separate regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 13, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:43262", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44291", + "issue:44368", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406" + ], + "soft_pairs": [ + "issue:43577|issue:43582", + "issue:43531|issue:43643", + "issue:44448|issue:44671", + "issue:43644|issue:43749", + "issue:44561|issue:45020", + "issue:43653|issue:43819", + "issue:43825|issue:43994", + "issue:43550|issue:43819", + "issue:43650|issue:43906", + "issue:43825|issue:43827", + "issue:44186|issue:44442", + "issue:44821|issue:45084", + "issue:41720|issue:44991", + "issue:44805|issue:44936", + "issue:44485|issue:44509", + "issue:43606|issue:45072", + "issue:30064|issue:36331", + "issue:42175|issue:45081", + "issue:43782|issue:45325", + "issue:44610|issue:45072", + "issue:44060|issue:44368", + "issue:34634|issue:36010", + "issue:45081|issue:45406", + "issue:43720|issue:45072", + "issue:43262|issue:43819", + "issue:43653|issue:44671", + "issue:43749|issue:44291", + "issue:43582|issue:44857", + "issue:43526|issue:43697" + ], + "prepared_review_unit_hash": "a2cd2883ebe85c6b67fc7d3b2117aff834e89eead81e200cf6541517b1adea11", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36605, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is largely heterogeneous: most pairs share only broad topic words (loading, tokenizers, processors, v5 regressions) but not the same concrete bug or change. I would reject all soft edges; there is no clear duplicate subset here.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits this cluster well; the issues span unrelated regressions across processors, model loading, training, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest umbrella-style report in the set (remote_code regressions) and the most plausible representative, but it still does not match the other issues closely enough to serve as a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different failures in different subsystems: BLIP2 dtype loading vs Apple Silicon allocator warmup." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and trust_remote_code config fields are unrelated bugs." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but they affect different models and code paths." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Distinct loading issues: non-persistent buffer junk vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related theme of remote_code breakage, but one is a specific v5 helper removal while the other is a broader meta-report." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent/STE mismatch are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error messaging and SigLIP2 output quality are different problems." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA issue is unrelated to DAC forward/from_latents behavior." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder/nonsense issue and an isolated reproduction of another bug are not duplicates." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both concern removed pipeline tasks, but one is a runtime error message and the other is docs drift." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer/model loading failures with different models and inputs." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor-from-URL and template-node compilation errors are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different failures: Qwen3 device-mapping crash vs tokenizer loading for a different model." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Generic shape-mismatch IndexError and trainer.evaluate() failure after train are not the same bug." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion and removed-pipeline-task documentation are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different model-specific inference mismatches: CPU offload device mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map failure and CustomTrainer loss-signature breakage are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Tensorflow packaging/backends and Mistral regex patching are different issues." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL issues, but they affect different models and different mechanisms." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet image-size mismatch and dtype mismatches in other models are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "One is a tied-weights bug; the other is a user-facing warning about config, not the same defect." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset and GenerationMixin import errors are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are attribute errors in processor/tokenizer code, but they hit different processors and fields." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading and bfloat16 dtype mismatches are different problems." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate defaulting and DAC latent reconstruction are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44671", + "accept": false, + "reason": "BigBird special-token registration and CamemBERT masked-LM output regressions are different bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading, but FSDP RAM-efficient loading and init_empty_weights argument handling are distinct code paths." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA AMP image-loss crash are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output differences are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 14, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45084", + "issue:45356", + "issue:45357", + "issue:45488", + "issue:45538", + "issue:45600" + ], + "soft_pairs": [ + "issue:43526|issue:44554", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43653|issue:44912", + "issue:43454|issue:43577", + "issue:44568|issue:45488", + "issue:34634|issue:36331", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43257|issue:43696", + "issue:39692|issue:44912", + "issue:44568|issue:45356", + "issue:43819|issue:43927", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:43262|issue:44811", + "issue:43749|issue:44756", + "issue:43329|issue:44479", + "issue:43531|issue:45042", + "issue:43257|issue:43931", + "issue:43257|issue:43756", + "issue:36010|issue:36331", + "issue:43697|issue:45357", + "issue:34567|issue:40990", + "issue:43329|issue:43450" + ], + "prepared_review_unit_hash": "022972e5321558d0ac00828515e031847a5a522e0e1917e22504a2517febed05", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37223, + "estimated_input_tokens": 9306, + "estimated_eval_tokens": 18868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly unrelated regressions across different models/components. The only strong duplicate-like match is the Qwen video-input regression: the undefined-helper bug in `_get_num_multimodal_tokens` aligns with the broader v5.3.0 video-input failure report.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43329 is the most concrete root-cause report for the Qwen video regression; it pinpoints the broken video branch in `_get_num_multimodal_tokens` with undefined helpers.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43329 best represents the duplicate cluster because it identifies the specific failing code path rather than only the downstream regression symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated: BeitImageProcessorFast label reduction vs an MPS attention correctness issue." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different areas: Qwen multimodal video token counting vs auto_mappings referencing removed configs." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated failures: template-node compilation error vs CLIPTokenizer max_length behavior." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs: BigBird special-token registration vs gpt-oss quantization loading/fallback." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different code paths: AyaVision weight tying vs BLIP2 dtype loading." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both tokenizer-related, but different concrete bugs and models; no shared code-path shown." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset issue is unrelated to CustomTrainer.compute_loss kwargs handling." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Both are training-related, but the failures differ: Zero3/non-pretrained Bert IndexError vs evaluate-after-train behavior." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated loading regressions: gguf_file handling vs a tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different subsystems: Qwen3 MoE accelerate/deepspeed weight conversion vs Qwen video token counting." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: GLM-4.7 test loading vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated: GraniteSpeech PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: SigLIP2 zero probabilities vs OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated: Float8 storage lookup error vs PIL backend torchvision dependency regression." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different problems: MoE weight conversion/loading vs CUDA OOM." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs example/model mismatch and quantization failure are not the same as gpt-oss MXFP4 loading behavior." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both tokenizer regressions, but they affect different models and token handling logic." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different issues: DAC STE/from_latents mismatch vs DiaConfig save/load losing custom token IDs." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo processor shape output." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different code paths: torch.compile+SDPA on Bamba vs quantization fallback on gpt-oss." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "The notebook/custom-model regression is too broad; the GenerationMixin import error is a distinct symptom without clear same root cause." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are separate loading/memory issues." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: MoE conversion with accelerate/deepspeed vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Unrelated model-specific issues: MoE conversion vs Smollm3 RoPE-layer mismatch." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: RTDetrV2 output differences vs Qwen3.5 save_pretrained key mapping." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counter not updating is unrelated to GPT-oss perplexity." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video processing, but one is a broken multimodal-token helper in the video branch while the other is batched processor shape output; not the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to gpt-oss quantization behavior." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug is unrelated to PIL backend requiring torchvision." + } + ] + }, + "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": 13, + "review_unit_index": 15, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:28282", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44484", + "issue:44488", + "issue:44560", + "issue:44704", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588" + ], + "soft_pairs": [ + "issue:43577|issue:45072", + "issue:42175|issue:44938", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:43452|issue:43582", + "issue:44987|issue:45538", + "issue:43317|issue:45538", + "issue:43906|issue:45381", + "issue:43927|issue:44912", + "issue:43540|issue:44560", + "issue:44291|issue:45042", + "issue:43540|issue:44479", + "issue:42915|issue:45538", + "issue:33357|issue:34567", + "issue:42915|issue:43742", + "issue:42175|issue:43824", + "issue:44737|issue:45588", + "issue:43526|issue:45479", + "issue:42175|issue:44488", + "issue:42915|issue:44821", + "issue:44062|issue:44991", + "issue:45137|issue:45405", + "issue:38175|issue:44898", + "issue:43582|issue:43782", + "issue:43646|issue:43749", + "issue:43643|issue:45375", + "issue:28282|issue:34689", + "issue:36010|issue:42175", + "issue:43756|issue:45325", + "issue:44484|issue:44704" + ], + "prepared_review_unit_hash": "25efea943da128089a80b22cc5a8503e970686944787ed00c330a9f940016868", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36755, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous. I only see three soft-edge pairs that plausibly describe the same underlying bug: Qwen video-input/position-id regression, AddedToken tokenizer loading, and trust_remote_code config field loss.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 44479 is the strongest canonical issue candidate: it describes the broadest, clearest regression and likely covers the more specific Qwen2.5-VL video-position failure in 45381.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best overall representative in this set because it is a broad regression report with multiple related model variants and a concrete loading/position-id failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype-related symptoms, but they affect different model families and different code paths; not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Unrelated failures: backend install coverage vs Python 3.14 load failure." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both involve Qwen and runtime failures, but one is auto device mapping/cuda assert and the other is video input processing; too different to merge." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL video-input regression around incorrect vision/position ids; 45381 looks like a narrower reproduction of 44479." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file is unrelated to an Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "A model-loading regression for a specific repo is unrelated to CLIPTokenizer's max_length constant." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure is unrelated to tokenizer max length behavior." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "No concrete evidence that this isolated reproduction matches the Qwen video-position bug." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config custom token IDs being lost is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video-input errors, but they involve different model variants and different failure modes; too weak to treat as the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling and PIL backend torchvision requirements are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are Qwen video-input problems, but the titles point to different model families and symptoms; not enough to call them the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config loading failure is unrelated to CLIPTokenizer max length." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "A MacOS bus error in CLIP model loading is unrelated to TrainerState token counting." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading issues with no shared concrete code path." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow backend packaging and a Qwen import error are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device placement and flash_attention sink handling are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and sequence-classification zero loss are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend install issue is unrelated to a specific model failing to load." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": true, + "reason": "The tokenizer-loading failure for EMBEDDIA/est-roberta is likely the same AddedToken special-argument bug evidenced by the explicit TypeError in 44062." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version bump are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model inference failures on different architectures; no shared bug indicated." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3VL weight_only loading are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are different failure modes." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": true, + "reason": "Both point to config fields being lost during trust_remote_code/strict loading; 45375 looks like a model-specific instance of the same deserialization bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-not-found ImportError and Llama 3.2 Vision loading breakage are different problems." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import failure and TensorFlow backend packaging are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE/positioning, but they affect different models and distinct logic; not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size policy and cached_file kwarg forwarding are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge verdicts are mostly conservative. The three accepted pairs are plausible same-bug groupings based on the titles, and the rejected pairs are generally well-justified by differing model families or failure modes. No clear overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 16, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41720", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45440", + "issue:45600" + ], + "soft_pairs": [ + "issue:43493|issue:43994", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:44062|issue:45081", + "issue:34567|issue:36331", + "issue:43452|issue:44488", + "issue:44291|issue:44821", + "issue:44514|issue:45290", + "issue:44792|issue:44964", + "issue:43688|issue:43749", + "issue:45405|issue:45600", + "issue:43643|issue:44561", + "issue:44514|issue:45381", + "issue:43697|issue:45216", + "issue:43452|issue:43577", + "issue:43742|issue:44589", + "issue:45042|issue:45081", + "issue:43531|issue:44821", + "issue:43688|issue:45440", + "issue:43452|issue:44843", + "issue:43653|issue:44568", + "issue:44625|issue:44877", + "issue:43720|issue:44898", + "issue:43295|issue:45356", + "issue:41762|issue:44936", + "issue:43819|issue:44811", + "issue:44466|issue:45005", + "issue:41720|issue:43906" + ], + "prepared_review_unit_hash": "b4773358d07fdb69285f742df08050e499ec0879cff3cd9460929bd51bc8995b", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36495, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated regressions or feature bugs across tokenizers, trainer, model loading, and multimodal processors. Only a couple of soft pairs look like true duplicates or near-duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue fits the cluster well; it spans several distinct bug families rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43452 is the clearest representative of a concrete, user-facing loading regression with broad API impact, but it is not a true umbrella for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 model correctness problem: HF outputs disagree with the reference implementation and produce nonsensical results through AutoModel/pipeline." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading failures, but the concrete bugs differ: a key error in MobileLLM loading vs an init_empty_weights/_is_hf_initialized argument mismatch." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Completely different problems: missing PyTorch import vs a LayoutLMv3 validation/error-message issue." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both touch tokenizer loading, but the failure modes and code paths differ: AddedToken special-arg duplication vs _patch_mistral_regex assuming backend_tokenizer exists." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer-related, but not the same bug: num_input_tokens_seen not updating vs CustomTrainer.compute_loss signature breaking on num_items_in_batch." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both involve model/tokenizer loading, but there is no clear evidence they stem from the same concrete regression or code path." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated loading paths: init_empty_weights argument handling vs AutoImageProcessor URL loading." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template crashes, but the triggers are different and likely independent: batched padding=False vs tool-call assistant messages with no content." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and symptoms; one is a failing Janus test, the other is a Phi-4 multimodal loading regression." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Distinct bugs in different subsystems: auxiliary loss normalization vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Not the same issue: an unreleased dependency version bump vs stale auto-mapping references breaking CI." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but the regressions differ: missing config fields vs removal of is_torch_fx_available." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL regressions affecting different parts of processor/chat-template handling." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and failure modes: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Both are loading/model issues, but one is GGUF/from_pretrained breakage and the other is a dtype propagation bug in Blip2." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both are load-time errors, but one is a key error in model loading and the other is a missing Float8 storage type." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different regressions in unrelated tokenizer/image-processing code paths." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3-MoE sliding_window behavior vs AutoImageProcessor URL loading." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and bugs: auxiliary loss normalization vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "One is GGUF/from_pretrained loading breakage; the other is an offline-mode failure in _patch_mistral_regex." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but the concrete issues differ by tokenizer and behavior." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated config issues: num_labels propagation vs strict config blocking granite_speech loading." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different model/code paths: BitNet packed-weight loading vs Perceiver interpolation on non-default resolution." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions: processor.tokenizer/image routing breakage vs Kimi-K2.5 codec and warning behavior." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer/loading failures: ZeRO-3 model load index error vs evaluate-after-train failure." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different functionality entirely: DAC latent reconstruction vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same tied-weights serialization regression in v5, with device-dependent lm_head.weight behavior and translation models as manifestations of the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Different Qwen3-related problems: auto device mapping cudaErrorAssert vs a reproduction of another issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The two accepted pairs are plausibly the same underlying bug family, and the rejected pairs avoid overstating similarity. No mergeability problems are apparent." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 17, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43329", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44743", + "issue:44843", + "issue:44849", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45325", + "issue:45356", + "issue:45357", + "issue:45588" + ], + "soft_pairs": [ + "issue:44464|issue:44743", + "issue:43525|issue:43643", + "issue:24643|issue:29127", + "issue:43577|issue:43697", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:44843|issue:44991", + "issue:43653|issue:44361", + "issue:43122|issue:43906", + "issue:44479|issue:44936", + "issue:44977|issue:45356", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:28282|issue:35141", + "issue:43577|issue:45588", + "issue:30064|issue:33666", + "issue:43577|issue:44554", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43329|issue:45325", + "issue:43531|issue:43742", + "issue:43550|issue:44361", + "issue:44479|issue:44625", + "issue:43504|issue:43720", + "issue:43452|issue:44451", + "issue:43504|issue:43550", + "issue:41720|issue:44464", + "issue:44849|issue:45357", + "issue:43262|issue:45084", + "issue:45200|issue:45229", + "issue:43504|issue:44610" + ], + "prepared_review_unit_hash": "31db77567e6a1728bedf20843efe71cdea887bdd0d5de5ec4197675a925babf4", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37234, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, processor, generation, training, and model-loading bugs/regressions. None of the soft pairs look like the same underlying defect, so there is no strong duplicate canonical here.", + "confidence": 0.83, + "canonical_issue_reason": "No clear canonical issue: the set is too diverse to collapse onto one underlying bug or fix target.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative; the cluster is too heterogeneous for a meaningful best duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Different generation regressions: compiled-forward inconsistency vs recurrent state reset with cache." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Different config-loading problems: missing pad_token_id vs missing fields from trust_remote_code AutoConfig." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Different failures: DeepSpeed training runtime error vs LayoutLMv3 box-information validation/error messaging." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different bugs: BLIP2 dtype handling vs RTDetrV2 output divergence in v5." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer loading failures for different models and code paths." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different symptoms: siglip2 zero probabilities vs processor.tokenizer/custom image-passing regression." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both affect tokenizer loading, but one is an offline model_info call and the other is a model-specific tokenizer load failure." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decode issue is unrelated to MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Insufficient evidence they share the same root cause; one is a tokenizer regression, the other is a reproduction of a different issue." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Different areas: Qwen VL video regression vs trainer.evaluate() failure after train()." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Different problems: Qwen3.5 flash-attention generation bug vs Kimi-K2.5 tokenizer codec regression." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Completely different: missing PyTorch import vs NoneType broadcast in Trainer." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: missing PyTorch import vs MacOS bus error with community CLIP." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Different issues: import error vs embedding reinitialization after resize." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: BLIP2 dtype loading vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Unrelated: void segmentation-map processing vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different defects: BLIP2 dtype issue vs MPS attention correctness bug." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: special-token decode output vs DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different generation bugs with different mechanisms and model families." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Different video/VLM regressions: undefined helpers in token counting vs rope-index scaling bug." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different areas: Qwen3-MoE sliding-window issue vs MobileLLM loading key error." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different defects: Bamba torch.compile/SDPA bug vs MLukeTokenizer AttributeError." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Different Qwen3.5 issues: video input regression vs num_labels propagation." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different loading bugs: legacy field in Beit vs packed-weight unpacking in BitNet." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Related to model loading, but not clearly the same root cause; insufficient evidence to merge." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated bugs in different models and execution paths." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different failure modes: auto device mapping cudaErrorAssert vs compiled-forward chunked generation." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: hidden-states behavior vs save_pretrained visual key corruption." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Different issues: chat-template audio sample-rate default vs compile error on non-template nodes." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Different Gemma 4 problems: text-only mm_token_type_ids default vs multi-GPU inference OOM." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: Beit legacy field load failure vs OmDet-Turbo processor/model input-size mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 18, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44060", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44488", + "issue:44521", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44821", + "issue:44843", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:32090|issue:34567", + "issue:32090|issue:33666", + "issue:43278|issue:43688", + "issue:43334|issue:43572", + "issue:43756|issue:44913", + "issue:43540|issue:43716", + "issue:43525|issue:43572", + "issue:43493|issue:43825", + "issue:43742|issue:44821", + "issue:43720|issue:43927", + "issue:33666|issue:36010", + "issue:43606|issue:43927", + "issue:43688|issue:43873", + "issue:43257|issue:43299", + "issue:43278|issue:43844", + "issue:43540|issue:44977", + "issue:43720|issue:44361", + "issue:44488|issue:44843", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:43493|issue:43844", + "issue:43756|issue:44060", + "issue:33666|issue:36331", + "issue:44589|issue:45520", + "issue:44521|issue:45290", + "issue:44625|issue:45584", + "issue:44423|issue:44734", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:43688|issue:43746", + "issue:33357|issue:33666", + "issue:39692|issue:43295", + "issue:43572|issue:44291" + ], + "prepared_review_unit_hash": "bce2088b80eab07a2eec3247d951b3e1cd3df91801de0a36afad777b7d1f100e", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37805, + "estimated_input_tokens": 9452, + "estimated_eval_tokens": 19160 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly false positives across unrelated bugs (training, config, multimodal serving, loading, docs). No pair appears to be the same underlying defect or a shared fixable code path.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Different trainer failures: GPU broadcast TypeError vs TrainerState token counter not updating." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Unrelated training contexts: `_gpu_broadcast_one` NoneType error vs Qwen2-VL multi-GPU training request." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different models and symptoms: BF16/FP32 eval dtype drift vs auxiliary-loss normalization error." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing config fields, but on different models and attributes (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Both involve rotary settings, but one is Smollm3 RoPE layer selection and the other is GPTNeoX config reload persistence." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Different multimodal preprocessing bugs: Qwen3OmniMoe video processing vs Mistral-3 image dtype mismatch." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Same broad theme of missing config IDs, but distinct models, fields, and failure modes." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to a pipeline translation-task error message regression." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Different loading paths: MobileLLM key error vs AutoImageProcessor URL loading failure." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate load is unrelated to config token IDs lost on save/load." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training request is unrelated to a GenerationMixin import failure." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig serialization losing custom token IDs." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Auxiliary-loss normalization and quantization offloading are different problems with different code paths." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3/MoE loading issues, but one is accelerate+deepspeed weight conversion and the other is a transformers dev regression in model loading." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Unrelated training bugs: embedding dtype changes during eval vs abnormal gradient growth under ZeRO-3." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen3OmniMoe, but one is video-input validation and the other is flash-attention generation behavior." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading bug is not the same as MLukeTokenizer task AttributeError." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for sleng-bert is unrelated to the offline-mode Mistral regex patch issue." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation example errors are not the same as a SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load failure is unrelated to the PEFT minimum-version bump being unreleased." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Different subsystems and symptoms: SigLIP2 model parity vs ZeRO-3 gradient growth." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Both are model-specific loading/config issues, but they concern different architectures and different bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is unrelated to a custom compute_loss signature breakage." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to a flash_attn import-utils KeyError on Python 3.13." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is zeroed assistant masks for multimodal inputs and the other is a crash on tool-call messages with no content." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Two different server crashes: multimodal `str`-to-`.to()` failure vs KV-cache continuation tensor indexing." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is not the same as inconsistent lm_head.weight serialization by device." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a Qwen2.5-VL class is unrelated to missing Float8 storage support." + }, + { + "left": "issue:43688", + "right": "issue:43746", + "accept": false, + "reason": "Aux-loss normalization and PEFT local-checkpoint loading are different failures in different code paths." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error with CLIP is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Doc-example mistakes are not the same as a regression in processor/tokenizer access and image passing." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to `_is_hf_initialized` being passed during init_empty_weights." + } + ] + }, + "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": 13, + "review_unit_index": 19, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:15354", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:38175", + "issue:39401", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43844", + "issue:43927", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44315", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45405", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:43504|issue:43606", + "issue:43994|issue:44493", + "issue:43504|issue:43653", + "issue:43927|issue:44361", + "issue:44464|issue:45584", + "issue:43575|issue:45405", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:29942|issue:30333", + "issue:43606|issue:44112", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43540|issue:45200", + "issue:45084|issue:45520", + "issue:43232|issue:44849", + "issue:43844|issue:44964", + "issue:43582|issue:44977", + "issue:39401|issue:44568", + "issue:45072|issue:45198", + "issue:44315|issue:44849", + "issue:37428|issue:43957", + "issue:44554|issue:45356", + "issue:43334|issue:43525", + "issue:45200|issue:45325", + "issue:44466|issue:45127", + "issue:43295|issue:44610", + "issue:44898|issue:45412" + ], + "prepared_review_unit_hash": "6a59b39f5c0a7599aa18619a3ee6052e9a8a487d0f8d5825111379c1bea34563", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35998, + "estimated_input_tokens": 9000, + "estimated_eval_tokens": 18256 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated model-specific bugs, tokenizer regressions, generation edge cases, and CI/device failures. I do not see a true duplicate core, so there is no strong canonical anchor.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the items are largely unrelated; if forced, issue 43504 is the cleanest self-contained bug report, but it does not represent the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43504 is the most concrete and reproducible standalone bug report in the set, with a clear loading failure and a plausible fix path, but it is only a representative issue, not a duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different failures: BEiT model preset loading vs. Bark CPU offload device mismatch. Same broad area, not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "One is SigLIP2 inference behaving nonsensically; the other is a position-id key warning across many models. No shared concrete code path." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading bug and BigBirdTokenizer mask-token registration are unrelated subsystems." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer/config failures, but for different models and symptoms; not the same underlying defect." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2 TP OOM and a PEFT version-pin regression are entirely different issues." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16/FP32 dtype drift in eval is not the same as a resume-from-checkpoint key mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure and an unmet PEFT version requirement do not share the same bug." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow job-reporting issues are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention CI/device handling, but one is a real CPU offload mismatch and the other is a stale test override issue." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp export problem and SigLIP2 zero-probability outputs are different model behaviors." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check for AuxRequest import are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is not the same as Gemma 4 mm_token_type_ids defaults for text-only fine-tuning." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation/template-node error and a Python 3.13 flash_attn import KeyError are different failure modes." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 hidden-state output behavior are separate generation issues." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient inflation and Phi-4 multimodal loading on latest transformers are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon caching allocator TypeError and Qwen3.5 flash-attention generation bugs do not match." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 tokenizer offset mappings and mdeberta special-token addition are different tokenizer regressions." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Dtype mismatch in inference and Wav2Vec2 save/tokenization failure are different code paths." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel model_init application issue and Qwen3.5 hidden-state bug are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import failure and meta-device model loading regressions are not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue and Kimi-K2.5 tokenizer codec regression are distinct." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id attribute errors, but they affect different model configs and likely different fixes." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaults and Qwen2.5-VL rope-index scaling are unrelated multimodal bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization inconsistency and LoRA-merge model collapse are both weight-related, but not the same concrete defect." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer API regression and OmDet-Turbo size mismatch are separate model-processing issues." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release 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": 2, + "component_count": 13, + "review_unit_index": 20, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43122", + "issue:43278", + "issue:43295", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43572", + "issue:43653", + "issue:43701", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43975", + "issue:43994", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44849", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:43493|issue:43701", + "issue:44792|issue:45563", + "issue:43873|issue:44464", + "issue:44514|issue:44521", + "issue:43388|issue:43526", + "issue:37428|issue:43824", + "issue:43844|issue:44936", + "issue:43572|issue:44987", + "issue:43572|issue:44589", + "issue:43824|issue:43975", + "issue:43295|issue:43450", + "issue:44360|issue:44561", + "issue:38175|issue:45412", + "issue:44442|issue:45198", + "issue:43295|issue:43873", + "issue:44206|issue:45584", + "issue:43122|issue:44849", + "issue:43278|issue:43856", + "issue:43295|issue:43994", + "issue:42915|issue:43824", + "issue:38175|issue:43493", + "issue:43827|issue:43901", + "issue:44568|issue:44991", + "issue:43653|issue:44112", + "issue:45290|issue:45381", + "issue:43450|issue:43493", + "issue:45127|issue:45245", + "issue:43819|issue:45083", + "issue:44462|issue:44561" + ], + "prepared_review_unit_hash": "b679a0f05f7f10fcc02a065d2ba4e1346a35ed4edbbf28b61f6f01823121eb44", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35781, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues cover unrelated regressions in SigLIP, Qwen, tokenization, chat templates, training, docs, and CI. None of the soft pairs look like the same concrete bug/change, so all soft edges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 model discrepancy vs checkpoint/resume key mismatch; unrelated failure modes." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image generation test failure vs stale generation warning; different code paths and symptoms." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offloading behavior vs compiled forward chunked generation outputs; not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is a batching crash and the other is assistant_mask being all zeros; too different to merge." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both are label-handling issues, but in different components and with different concrete behavior." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols and unrelated model paths." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed gradient instability vs trainer.evaluate() after train(); unrelated trainer behavior." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing StableLmConfig field after v5 update vs a specific model-loading failure; not the same underlying defect." + }, + { + "left": "issue:43572", + "right": "issue:44589", + "accept": false, + "reason": "Config field regression vs Float8 storage lookup error; different subsystems entirely." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a model class vs incorrect detokenization; different bugs." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression vs batched video-shape bug; different affected paths." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A model/indexer architecture comment vs trust_remote_code breakage from removed helper; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probabilities issue vs RT-DETR memory leak; unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer loading failure for one tokenizer vs save_pretrained/tokenization failure for a different model family." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Custom processor API regression vs quantization/offloading behavior; not the same problem." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature extractor unsupported arg vs Whisper empty-transcription generation failure; different models and failure modes." + }, + { + "left": "issue:43122", + "right": "issue:44849", + "accept": false, + "reason": "Tokenizer-version regression vs Qwen3.5 hidden-states bug; unrelated behavior." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Eval dtype drift vs MoE training memory inefficiency; different issues." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Processor/tokenizer access regression vs SigLIP2 inference nonsense; same broad area but not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3 MoE FP8 failure vs missing Qwen2.5-VL import; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is HF-vs-JAX discrepancy; too broad to treat as one bug." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues around pipelines, but they concern different documentation changes and not one shared defect." + }, + { + "left": "issue:44568", + "right": "issue:44991", + "accept": false, + "reason": "Special-token handling for mDeBERTa vs tokenizer loading for est-roberta; different models and regressions." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token bug vs GraniteSpeech CI test flake; unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash vs Qwen2.5-VL video position ids; different multimodal bugs." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Video processor batch-shape bug vs SigLIP2 implementation discrepancy; unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-embedding collapse vs category-cardinality runtime error; no overlap in code path." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent/STE mismatch vs Qwen3 Omni MoE feature-length helper behavior; different subsystems." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs removed is_torch_fx_available breaking trust_remote_code; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 21, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43723", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:45200|issue:45588", + "issue:44561|issue:44779", + "issue:43450|issue:43575", + "issue:44610|issue:44857", + "issue:44857|issue:45593", + "issue:37428|issue:43425", + "issue:45310|issue:45478", + "issue:44448|issue:44743", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "issue:43606|issue:45083", + "issue:43278|issue:43825", + "issue:29942|issue:32090", + "issue:37428|issue:44351", + "issue:39692|issue:43526", + "issue:43611|issue:43931", + "issue:43335|issue:43550", + "issue:43819|issue:44493", + "issue:45200|issue:45381", + "issue:43450|issue:43526", + "issue:44855|issue:45083", + "issue:39692|issue:44493", + "issue:44977|issue:45229", + "issue:43335|issue:43653", + "issue:44292|issue:45520", + "issue:44448|issue:44779", + "issue:29127|issue:32090", + "issue:38175|issue:44493", + "issue:43335|issue:45083", + "issue:43335|issue:43504", + "issue:44568|issue:45491", + "issue:43550|issue:44112", + "issue:43335|issue:45072", + "issue:43723|issue:44554", + "issue:40444|issue:43526", + "issue:44448|issue:44977", + "issue:43335|issue:45593" + ], + "prepared_review_unit_hash": "b5bca066223b52bd550838efb99562e7ad6457c0e68fe2898b2f2c38252475f0", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38874, + "estimated_input_tokens": 9719, + "estimated_eval_tokens": 19694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft pair is a true duplicate: the two identical Qwen3.5 MoE `from_pretrained` errors. The rest are distinct bugs across different models, processors, or failure modes and should not be merged.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the earlier instance of the only clear duplicate pair, with the same Qwen3.5 MoE `from_pretrained` error title and likely the fuller original report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue because it cleanly captures the duplicated Qwen3.5 MoE loading failure; no PRs are present in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems and failure modes: Gemma4 text-only fine-tuning token IDs vs flash-attention auxiliary-state crash." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 breakages, but one is a removed helper affecting trust_remote_code models and the other is a tokenizer output regression for Deepseek." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug is unrelated to Qwen2.5-57B TP loading OOM." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different model components: processor output size mismatch vs loss crash under float16 AMP." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detector bugs: AMP/CUDA crash in loss computation vs missing auxiliary losses when denoising is disabled." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both mention v5/compatibility, but one is a missing flash-attention import and the other is a Torch 2.10 incompatibility problem." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same Qwen3.5 MoE `from_pretrained` error report; these are clear duplicates." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output drift across versions is unrelated to Qwen3.5 recurrent-state reset with cache." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to a GraniteSpeech CI device-override test failure." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default issue is unrelated to batched video processor shape handling." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to a qwen3_omni_moe feature-length helper bug." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to a pipeline error message about translation tasks." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same bug as a Trainer `_gpu_broadcast_one` NoneType TypeError." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but they involve different missing symbols and different breakages." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs example problems are unrelated to BeitImageProcessorFast `reduce_labels` returning only one label." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Model loading failure from `base_model_prefix` removal is distinct from Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Bamba-9B-v2 torch.compile SDPA failure." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent mismatch and generic position-id key warnings are different issues with no shared code-path." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Both touch multimodal fine-tuning, but one is missing mm token type IDs and the other is wrong vision position IDs." + }, + { + "left": "issue:43450", + "right": "issue:43526", + "accept": false, + "reason": "Batched video shape bug is unrelated to BEiT `reduce_labels` behavior." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 `IndentationError` from torch.jit parsing is unrelated to the qwen3_omni_moe feature-length helper." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation example errors are not the same as unexpected position-id key warnings in models." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output differences and Deepseek tokenizer regressions are different models and failure modes." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue is unrelated to Trainer broadcast TypeError." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probabilities bug is unrelated to generic unexpected position-id key warnings." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug is unrelated to qwen3_omni_moe length computation." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse-layer misconfiguration is unrelated to BEiT semantic-segmentation preset loading with a legacy field." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token regression is unrelated to Gemma3 NaN embeddings from mixed-length sliding-window attention." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer loading issue in v5 is unrelated to an MPS attention correctness bug." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset failure with multiple images is unrelated to BEiT fast processor `reduce_labels` behavior." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation failures are different concrete bugs." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config issue is unrelated to D-FINE auxiliary-loss handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet: the only clearly duplicated pair is issue:45310 / issue:45478, which have the same title and are the only pair the evidence supports as a duplicate. The non-duplicate soft-edge calls are appropriately conservative. One minor improvement: avoid unsupported phrasing like \"likely the fuller original report\" unless the packet provides that evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 22, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:25251", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43412", + "issue:43421", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44112", + "issue:44186", + "issue:44265", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:43720|issue:44112", + "issue:45372|issue:45588", + "issue:43066|issue:44462", + "issue:43412|issue:45588", + "issue:34689|issue:35141", + "issue:45372|issue:45406", + "issue:44977|issue:45563", + "issue:44857|issue:45072", + "issue:43606|issue:44857", + "issue:43873|issue:45229", + "issue:37428|issue:44987", + "issue:43701|issue:45083", + "issue:43873|issue:44493", + "issue:43976|issue:45440", + "issue:45245|issue:45563", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:41720|issue:45229", + "issue:43278|issue:43329", + "issue:45372|issue:45459", + "issue:32090|issue:33357", + "issue:44451|issue:45520", + "issue:44448|issue:44466", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:25251|issue:32090", + "issue:43653|issue:44743", + "issue:44857|issue:45588", + "issue:44186|issue:45198", + "issue:43421|issue:45491", + "issue:43994|issue:45412", + "issue:44265|issue:45198" + ], + "prepared_review_unit_hash": "1b06e7dde74a65ed9983014a68ed4f575dd65ff6c14d71966a8bb10d4ab5bafb", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37422, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set does not form a coherent duplicate cluster: the items span unrelated tokenizer, loading, export, attention, dtype, CI, and model-specific failures. No soft pair looks like the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No strong canonical issue: the issues are heterogeneous and none is clearly the shared root cause for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue candidate; there is no single issue that cleanly represents the rest as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/runtime failures, but they hit different models and different failure modes: packed-weight loading vs a stale device-override test." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Both involve Gemma/transformers internals, but one is a missing import for Gemma 4 processor loading and the other is a flash-attention crash on sink-less models." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenization behavior, but one is a wrong decoder type in v5 and the other is AutoTokenizer ignoring tokenizer.json; different bugs and code paths." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n export failures and flash-attention s_aux=None crashes are unrelated code paths and not the same defect." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading for Llama 3.2 Vision and embedding reinitialization after resize are distinct problems." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both are Gemma 4 processor issues, but one is an import error and the other is a serve-time missing _tokenizer attribute; not the same underlying bug." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "One is a Qwen3.5 flash-attention generation bug, the other is a stale warning for paged generate(); different behavior and fix." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention precision/device behavior, but one crashes in float16 AMP loss and the other is a bfloat16 inference dtype mismatch." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP CUDA crashes are different runtime paths." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Flash-attention import failure and inability to load a specific model on transformers>=5.1.0 are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and feat-extraction length behavior affect different subsystems." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantized offloading failures and unexpected position-id keys are unrelated issues." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python compatibility breakage and DeepseekV3MoE divergence are different classes of problems." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality RuntimeError and a stale generate warning are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and output embedding reinitialization after resize do not share a concrete code-path bug." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and qwen3_omni feature-length behavior are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Gemma4 multi-GPU OOM are different issues." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Training/evaluate embedding dtype drift and undefined variables in multimodal token counting are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Missing ReasoningEffort import and tokenizer errors hidden by protobuf exception handling are different defects." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer gpu broadcast NoneType error and MacOS bus error with CLIP are unrelated runtime failures." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model loading failure for ScandiBERT and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are version-related regressions, but one is output differences in Pegasus while the other is lm_head.weight serialization; not the same concrete bug." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and bad SigLIP2 outputs are different problems." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A placeholder Conv2d in Sam3PixelDecoder and an RT-DETR memory leak are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting and Trainer _gpu_broadcast_one NoneType errors are completely different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Float16 AMP loss crash and flash-attention s_aux=None crash are different code paths." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and Wav2Vec2 save/tokenization failure are separate tokenizer issues." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing and Gemma3 NaN embeddings are not the same underlying bug." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Bad SigLIP2 model outputs and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check and Wav2Vec2 save/tokenization failure are distinct issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 23, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:42915", + "issue:42994", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:44079", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:42915|issue:42994", + "issue:43278|issue:43381", + "issue:44361|issue:45198", + "issue:44206|issue:44479", + "issue:43756|issue:45440", + "issue:43257|issue:43278", + "issue:44871|issue:44977", + "issue:29942|issue:30064", + "issue:44610|issue:45412", + "issue:45103|issue:45372", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:45072|issue:45229", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:32090|issue:33290", + "issue:43653|issue:44442", + "issue:43334|issue:43531", + "issue:43526|issue:44186", + "issue:44464|issue:45491", + "issue:43381|issue:43701", + "issue:44977|issue:45245", + "issue:29942|issue:36010", + "issue:43262|issue:44206", + "issue:43761|issue:44079", + "issue:29127|issue:33357", + "issue:43441|issue:45588", + "issue:29127|issue:35141" + ], + "prepared_review_unit_hash": "26b5fb5748b1716ea4182d12e5388bb7ec5f374fd5b82bc3daa1d5c61ba49220", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35536, + "estimated_input_tokens": 8884, + "estimated_eval_tokens": 18024 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the paired issues span unrelated models, tokenizers, processors, training/runtime errors, and doc/runtime regressions. None of the soft pairs look like true duplicates or the same fixable code-path problem.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the items are not duplicates of one underlying bug and mostly concern different components and failure modes.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No clear global representative issue; the set is too mixed for one issue to safely summarize the rest.", + "best_pr_reason": "No pull requests are present in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Different quantization problems: FineGrainedFP8Config failure vs model saving failure." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Different symptoms and code paths: dtype drift in evaluate vs gradient checkpointing blocked in eval mode." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model areas and failures: MLuke task AttributeError vs Wav2Vec2 save/tokenization issues." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different processors/models and failure modes; not the same underlying regression." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and distinct implementation divergences; too broad to be one bug." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Accelerate/deepspeed weight conversion bug is unrelated to training/eval dtype changes." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different issues: eos_token_id config mismatch vs flash-attention generation failure." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention test failures and void segmentation map processing are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor input-size mismatch and RT-DETR memory release are different bug classes." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and mistral_common import breakage are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific Qwen2.5-VL import error is not the same as a generic dependency issue." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are different model bugs." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "bfloat16 dtype mismatches are not the same as a multi-GPU CUDA OOM." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error in CLIP loading and SigLIP2 documentation errors are distinct." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error and deepspeed Adafactor OOM are different failures." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different issues." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id import failure is unrelated to Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEiT reduce_labels bug and LayoutLMv2 NER/padding crash are different tokenizer/processor problems." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaN embeddings are separate generation/runtime bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation regression and category-count RuntimeError are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as the GenerationMixin import error." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and LASR center-arg crash are unrelated processor bugs." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel not returning hidden states and ModelOutput key assignment are different code paths." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Ministral FlashAttention failure and s_aux=None crash in flash_attention.py are distinct issues." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and embedding reinitialization in post_init are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 24, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41628", + "issue:42915", + "issue:43232", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:43232|issue:43388", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:43526|issue:44857", + "issue:44479|issue:45290", + "issue:43723|issue:45479", + "issue:45003|issue:45440", + "issue:43526|issue:44610", + "issue:44743|issue:44811", + "issue:43931|issue:45216", + "issue:43452|issue:45588", + "issue:43761|issue:44188", + "issue:43316|issue:43525", + "issue:45588|issue:45600", + "issue:44977|issue:45584", + "issue:43646|issue:44077", + "issue:43575|issue:43701", + "issue:43994|issue:44206", + "issue:39692|issue:45491", + "issue:43873|issue:45588", + "issue:43575|issue:44387", + "issue:43673|issue:44743", + "issue:44442|issue:44898", + "issue:33290|issue:34567", + "issue:34689|issue:43611", + "issue:41628|issue:45372", + "issue:43493|issue:43827", + "issue:43381|issue:43873", + "issue:44077|issue:44479" + ], + "prepared_review_unit_hash": "a0f7753ed7db75dec53aa65d50b227e7d61a4ee033c1a56f6b0741c68a559618", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36478, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose collection of unrelated Transformers bugs/regressions across different models and subsystems. None of the soft pairs look like safe duplicates, so all candidate merges are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the most central and broadly referenced open report in the set, with the highest discussion/inbound activity and a general subsystem impact (quantization/offloading).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue overall because it is active, well-discussed, and has external references, making it the most cluster-like anchor among otherwise disparate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Different failures: generation kwargs after GPU sync vs metric-gathering truncation of tuple labels. No shared code path." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different models and symptoms: Qwen3Moe FP8 config failure vs Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated areas: tokenizer loading for FastSpeech2Conformer vs bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different components: BeitImageProcessorFast label reduction bug vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Different subsystems: Qwen video-input regression vs chat-template handling of assistant tool-call messages." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading regression vs sequence-classification loss degeneration; not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "sys.modules access safety issue in modeling_utils vs DeepseekV3MoE implementation drift; different code paths." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "Image-processor label handling vs OmDet-Turbo processor size mismatch; not the same failure." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different behavior: recurrent state reset with cache vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen, but one is a load-time weight mismatch and the other is a save_pretrained checkpoint regression; distinct code paths." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file vs flash-attention sinkless-model crash; unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs torch.compile attention-kernel divergence; different mechanisms." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API discrepancies, but they affect different configs and different missing attributes; not one bug." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "flash_attention crash on s_aux=None vs stale auto_mappings references to removed configs; unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen flash-attention generation regression vs Whisper empty-transcription generation failure; different models and logic." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General custom model initialization breakage vs a specific patchtsmixer post_init policy issue; too different to merge." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM during tensor-parallel model load vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 bad outputs from AutoModel/pipeline vs LasrFeatureExtractor unsupported center argument crash; different defects." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "SigLIP2 documentation/model mismatch vs Gemma3 mixed-length NaN embeddings; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45588", + "accept": false, + "reason": "Quantization/offloading behavior vs flash-attention s_aux=None crash; different subsystems." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM/quantization, but one is a specific Qwen2 TP load failure and the other is a broader int4 reserved-memory regression; not the same concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/generation, but one is missing GenerationMixin cache in chunked_prefill and the other is recurrent-state reset with seq_len>1; distinct issues." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure vs Perceiver non-default-resolution image classification failure; unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed vs TrainerState token counter not updating; no overlap." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but they concern different versions and different underlying breakages." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Separate import errors in different dependencies: AutoImageProcessor vs ReasoningEffort from mistral_common." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs docs still using removed pipeline() APIs; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction vs quantization/offloading behavior; different bugs." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSTMixer post_init/API policy vs Qwen video-input regression; not the same 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": 2, + "component_count": 13, + "review_unit_index": 25, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43643", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45406", + "issue:45584" + ], + "soft_pairs": [ + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:43720|issue:44442", + "issue:44190|issue:44496", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:43873|issue:44871", + "issue:43540|issue:44514", + "issue:44162|issue:44792", + "issue:43316|issue:44877", + "issue:44855|issue:45137", + "issue:43381|issue:43856", + "issue:33290|issue:36331", + "issue:34689|issue:36010", + "issue:42175|issue:43316", + "issue:43388|issue:43688", + "issue:43404|issue:43441", + "issue:43065|issue:44617", + "issue:41950|issue:43475", + "issue:16998|issue:22355", + "issue:43316|issue:43716", + "issue:25251|issue:28282", + "issue:45127|issue:45200", + "issue:43761|issue:44479", + "issue:43295|issue:43825", + "issue:44871|issue:45584", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "740d5325def017cc4034a4efabf5e1f552afba11361694c9724c4e84f41275ec", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35846, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a false-positive mix of unrelated Transformers issues. The soft-similarity pairs share broad keywords (loading, config, multimodal, memory, serving), but they do not describe the same concrete bug or change path, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits: the items are heterogeneous standalone bugs/questions across unrelated subsystems, so there is no true duplicate center for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable as a representative duplicate target; activity or recency does not overcome the fact that these are different problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM in DeepSpeed is unrelated to a post_init weight reinitialization bug during embedding resize." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Training-memory OOM and a model-loading regression for Llama 3.2 Vision are different failure modes and code paths." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading during accelerate vs AutoTokenizer failing for a FastSpeech2 tokenizer are unrelated loader/tokenizer issues." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "A dataset-loading problem in an example script is not the same as failing to recognize a model type from config.json." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are both loading-related, but they are distinct bugs in different mechanisms." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig return is not the same as rotary_pct resetting on config reload." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token_id configuration are separate issues with different symptoms and fixes." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video-input validation in Qwen3OmniMoe is unrelated to batched apply_chat_template crashes in Qwen2_5_VLProcessor." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a failing janus image-generation test are unrelated model-specific problems." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same as strict config blocking granite_speech loading." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to a DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient-checkpointing being disallowed in eval mode is a different bug from inefficient Qwen3 MoE training memory usage." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "An OOM in Adafactor+DeepSpeed is not the same as a Trainer API signature break in compute_loss." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 Vision model loading regression and missing transformers.generation.GenerationMixin import are separate import/load failures." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Missing TensorFlow in a torch-only install extra has nothing to do with Gemma3TextConfig API differences." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "gather_for_metrics dropping tuple labels and auxiliary-loss normalization are both training bugs, but not the same code-path problem." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 weight tying and Ministral-3 FlashAttention failures affect different parts of model initialization/inference." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Video running out of memory." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "A pipeline choosing the wrong processor class and a missing fpn_position_embeddings attribute are different SAM/video-related bugs." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import error." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and Mistral3 image-preprocessor dtype mismatch are different model/config issues." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting and missing PyTorch during AutoModel import are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and Gemma 4 mm_token_type_ids defaults are both model-behavior bugs, but not the same one." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different models, versions, and failures." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer compatibility breakage and an incorrect translation-task error message are separate v5 regressions." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure after align_special_tokens are distinct tokenization/generation bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer in serve." + } + ] + }, + "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": 13, + "review_unit_index": 26, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44220", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:44077|issue:44534", + "issue:43906|issue:45290", + "issue:43550|issue:43701", + "issue:43295|issue:44871", + "issue:43606|issue:43701", + "issue:43646|issue:44913", + "issue:43761|issue:44242", + "issue:44617|issue:45584", + "issue:43931|issue:44060", + "issue:43452|issue:44496", + "issue:45563|issue:45584", + "issue:44521|issue:45381", + "issue:43575|issue:43742", + "issue:42617|issue:43575", + "issue:44479|issue:44734", + "issue:44933|issue:45362", + "issue:44464|issue:45563", + "issue:41720|issue:43575", + "issue:32090|issue:35141", + "issue:43065|issue:44610", + "issue:44464|issue:44871", + "issue:44792|issue:44977", + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44938|issue:45542", + "issue:43650|issue:44220", + "issue:44190|issue:44964", + "issue:45127|issue:45357" + ], + "prepared_review_unit_hash": "c48cdbed59c15ddd958c901746b9fa3e593d88d1ce07b3642d5818074d78c99c", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36169, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is thematically broad and does not look like a true duplicate cluster. The soft pairs are mostly broad subsystem matches (generation, chat templates, multimodal, config/loading) but not the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical duplicate: the items span many unrelated bugs. If a representative issue must be chosen, issue #44521 is the most active/open and has the most inbound discussion, but it is not a true center for the whole set.", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the strongest representative by activity and specificity (open, multiple inbound refs, detailed reproduction), though the surrounding items are too heterogeneous for a real duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5-related regressions, but one is about optional post_init on patchtsmixer and the other about non-persistent buffers being corrupted; different bugs." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat/template tokenization, but one is a reproduction of an older issue and the other is a crash on assistant tool-call messages; not the same failure." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated: torch.compile/SDPA failure in Bamba vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Different regressions: processor/tokenizer access breakage vs eos_token_id config inconsistency." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Device-offload mismatch in Bark-small versus checkpoint key mismatch; no shared code-path." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Both are init/config issues, but one is a broad Transformers 5 init break and the other is GPTNeoXConfig rotary_pct reload behavior; not duplicates." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Completely different model behaviors: CLIPVision hidden_states regression vs MoE load-balancing loss calculation." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM for Sam3Video versus Whisper failure on empty transcription; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Both are Qwen3-family issues, but one is a weight-shape load error and the other is a tied-weights warning bug; different underlying problems." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Different model-loading failures: gguf_file handling vs unrecognized model/config error." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but one is a stale warning and the other is a real Whisper crash; not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal regressions, but one is assistant_mask generation and the other is vision_position_ids for Qwen2.5-VL video input; too different to merge." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Different loading failures for different models: tensor-parallel OOM vs MobileLLM key error." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py runtime problem is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: multimodal video input regression vs serve/KV-cache continuation indexing crash." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Nonexistent import from image_utils is unrelated to Qwen3.5 chat crash." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is a different bug from a stale num_return_sequences warning." + }, + { + "left": "issue:41720", + "right": "issue:43575", + "accept": false, + "reason": "Both are large-model loading/runtime failures, but one is auto device mapping cuda assert and the other is tensor-parallel OOM; not the same issue." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Different trainer/broadcast TypeError versus embedding reinitialization bug in post_init." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different model-specific shape/input issues: dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Generation inconsistency and eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure versus Qwen3.5 flash-attention generation bug; different models and symptoms." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Transformers v5 buffer corruption is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert and category-count limit error are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and undefined tf backend from tensorboard-only install are different environment issues." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue title vs _torch_extract_fbank_features error; no relation." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a no-trainer script is unrelated to loading Phi-4-multimodal-instruct." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different LoRA/vocab merge collapse bug versus incorrect visual encoder keys saved in Qwen3.5." + } + ] + }, + "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": 13, + "review_unit_index": 27, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43299", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43582", + "issue:43644", + "issue:43761", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44355", + "issue:44466", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:44792|issue:45600", + "issue:43388|issue:43582", + "issue:43761|issue:44743", + "issue:44855|issue:45588", + "issue:44355|issue:44855", + "issue:43540|issue:44734", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:45276|issue:45584", + "issue:43404|issue:45216", + "issue:44077|issue:44079", + "issue:43550|issue:44190", + "issue:43116|issue:44190", + "issue:44112|issue:45600", + "issue:43295|issue:45276", + "issue:45245|issue:45584", + "issue:41950|issue:44016", + "issue:39692|issue:44190", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:44016|issue:44220", + "issue:42175|issue:44279", + "issue:44683|issue:45446", + "issue:44466|issue:44913", + "issue:44246|issue:45003", + "issue:43299|issue:45216", + "issue:42907|issue:43441" + ], + "prepared_review_unit_hash": "c87d4ab43a1ef1e6f1e546393cba717c6524b6f07ce1b4e06c0d6c848f9048fb", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36785, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous bag of Transformers bugs and regressions; the soft links are mostly superficial and do not indicate true duplicates. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45003 is the broadest open infrastructure-style bug in the set, but the cluster is too mixed to have a strong true canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the best fallback duplicate target because it is open, cross-cutting, and more general than the model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: janus image-generation test vs removed Sam3LiteText config references in auto_mappings." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated subsystems: metric gathering label trimming vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "Both involve model state handling, but one is CLIP hidden_states and the other is Qwen recurrent cache reset." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs: Python 3.13 import parsing issue vs flash_attention crashing on s_aux=None." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "One is a generic compiled-Python-file error; the other is a specific DebertaV2 import/parsing regression." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different areas: Qwen3OmniMoe video input validation vs serve KV-cache continuation indexing." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are version/platform problems, but one is Python version support and the other is a Python 3.13 parser/import issue." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both are v5 regressions, but one is non-persistent buffer initialization and the other is config reload persistence." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated model behaviors: Gemma4 embedding resize vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Similar serialization theme, but different models and concrete bugs; not the same save_pretrained failure." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Unrelated core issues: patchtsmixer post_init policy vs ModelOutput key assignment." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different code paths: torch.compile SDPA failure vs local dataset loading in an example script." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both are example-script problems, but one is empty multilabel outputs and the other is dataset loading." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Different CI failures: GraniteSpeech stale device override test vs auto_mappings referencing removed configs." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different regressions: processor/tokenizer API breakage vs token embedding resize not propagating." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "No match: category-count overflow is unrelated to Whisper empty transcription handling." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Different problem classes: pipeline processor lookup vs notebook syntax error." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 documentation/quantization example errors are unrelated to the image-classification dataset-loading issue." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config bugs, but they affect different models and different missing/default fields." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different API surfaces." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports: a model-specific image processor export vs layer_type_validation in configuration_utils." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different failures: tokenizer padding/truncation crash vs server KV-cache continuation bug." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated model-specific issues: zero probabilities in SigLIP2 vs dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and feature-extraction error are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Dependency/backend packaging issue vs a generic transformers dependency complaint; not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Same flex_attention area, but compiled flex_attention on torch>=2.9 and AuxRequest version-gating are distinct failures." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Different serialization/config regressions: tied lm_head weights vs rotary_pct not persisting." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time performance regression is different from unsafe sys.modules access, even if related to import behavior." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Different models and symptoms: Qwen3VL loading breakage vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Ministral save/dequantization failure is separate from the FlashAttention runtime failure." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different user-visible bugs in unrelated models; no shared underlying 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": 2, + "component_count": 13, + "review_unit_index": 28, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:41950", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44242", + "issue:44279", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44877", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600" + ], + "soft_pairs": [ + "issue:43643|issue:44496", + "issue:44016|issue:44062", + "issue:43295|issue:45335", + "issue:44964|issue:45600", + "issue:43976|issue:44987", + "issue:44112|issue:44964", + "issue:43673|issue:44336", + "issue:43531|issue:45600", + "issue:45335|issue:45584", + "issue:43824|issue:44933", + "issue:43976|issue:44279", + "issue:43299|issue:45357", + "issue:44496|issue:45042", + "issue:43854|issue:44964", + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:43526|issue:43901", + "issue:44521|issue:45325", + "issue:44242|issue:45200", + "issue:43381|issue:45593", + "issue:44683|issue:45542", + "issue:44351|issue:45278", + "issue:43901|issue:44496", + "issue:43976|issue:45405", + "issue:41950|issue:43650", + "issue:43479|issue:43525", + "issue:41950|issue:45020", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:44496|issue:44877", + "issue:44279|issue:45405", + "issue:43299|issue:43854" + ], + "prepared_review_unit_hash": "6f6f2687a3e0d946629aac730c465b49bc60e1a05a3533d601670b0c477fc40c", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37278, + "estimated_input_tokens": 9320, + "estimated_eval_tokens": 18896 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports across different models, regressions, and subsystems. The soft pairs are textually similar but do not look like true duplicates or mergeable same-fix items.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella for the recurring version-regression/loading failures in this set, so it is the closest thing to a cluster representative; still, the items are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most representative open issue here because it captures the widest version-breakage pattern and is more central than the narrow, model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading/config issues, but one is about missing fields under trust_remote_code and the other is an unrecognized model/config.json problem; different bugs." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated failure modes." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Multimodal processor/tokenizer access bug vs. t5gemma embedding resize bug; different code paths and symptoms." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both involve loading regressions, but one is Phi-4 multimodal and the other is a stale auto_mappings reference; not the same underlying fix." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python compatibility failure and a specific model-loading regression are not the same issue." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale test failure vs. model loading failure; no shared bug." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression and ANSI code output in loading_report are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed auto_mappings entries are different problems." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription generation failure are distinct." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols and different modules." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Dependency/version support issue vs. a general transformers dependency complaint; no clear shared root cause." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but one is a loading failure and the other is a save_pretrained regression with visual encoder keys." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Config/model-type resolution bug vs. PIL image processor torchvision dependency bug; different code paths." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and different failures; only broad 'model loading' similarity." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Dtype propagation in BLIP2 loading vs. Qwen3.5 save_pretrained checkpoint correctness; not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling and a tied-embeddings warning are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT processor label reduction bug vs. documentation mismatch; different issues." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Multimodal assistant mask generation and Qwen2.5-VL rope index scaling are separate multimodal bugs." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE router loss omission and mm_token_type_ids defaulting are different training-time bugs." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs. D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "torch flex_attention compilation failure and TensorFlow backend packaging issue are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-regression report, but 44351 is a specific missing HybridCache import; not enough evidence they are the same underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch for text classification vs. config/model loading failure; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support regression vs. unreleased PEFT version bump; different dependency problems." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video-classification processor lookup bug and a placeholder/invalid issue are not duplicates." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Default multimodal config initialization and missing pad_token_id on Llama4Config are distinct config bugs." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "One is a video pipeline processor lookup issue; the other is a broad remote_code regression report." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer.json being ignored and a Mistral regex patch crash are different tokenizer bugs." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs. AutoTokenizer loading behavior; related subsystem, different bug." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": false, + "reason": "Unrecognized model due missing model_type and strict config rejection for granite_speech are different config-loading failures." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue and an unreleased minimum PEFT version bump are not the same problem." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model families with different loading regressions; no shared concrete code-path 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": 13, + "review_unit_index": 29, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43475", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593" + ], + "soft_pairs": [ + "issue:44462|issue:44779", + "issue:38175|issue:44617", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:43650|issue:45290", + "issue:43723|issue:44162", + "issue:44016|issue:44291", + "issue:43262|issue:44521", + "issue:43450|issue:44279", + "issue:43441|issue:44683", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:43065|issue:44898", + "issue:44623|issue:45397", + "issue:43122|issue:43650", + "issue:44466|issue:45276", + "issue:44623|issue:44749", + "issue:43784|issue:45542", + "issue:43673|issue:43761", + "issue:44671|issue:44779", + "issue:44987|issue:45542", + "issue:43653|issue:45593", + "issue:44297|issue:45397", + "issue:42175|issue:43976", + "issue:43901|issue:43994", + "issue:44361|issue:45593", + "issue:45561|issue:45563", + "issue:43475|issue:44016", + "issue:43824|issue:43976" + ], + "prepared_review_unit_hash": "83dcf28f49e9002ee4535e7e05c292644d6b13c5be4ef596959a245e3ff8da9e", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36273, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No strong duplicate cluster here: the items are mostly unrelated Transformer issues that only share broad themes like tokenization, processors, or v5 regressions. All soft edges are rejected as too semantically different to merge as the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and describe different failure modes." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3Video CUDA OOM are unrelated bugs in different model paths." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer API regression is not the same as Deepseek tokenization output drift." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but one is a SigLIP2 example bug and the other is a pipeline docs mismatch." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Generic placeholder issue versus a specific chat-template crash with tool calls; no shared bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 breakage are different model-loading problems." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights argument handling." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is audio sampling-rate defaulting and the other is assistant mask generation." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video batching shape bug and a dependency issue are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention failure on Ministral-3 and compiled flex_attention failing on newer torch are different code paths." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving quantized models and loading dequantized models with offload are separate quantization issues." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different subsystems: MLA layernorm precision/config issue versus a torch.split return-value issue." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv and Perceiver non-default resolution failure are unrelated vision-model bugs." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files is not the same as gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer behavior change and an unrelated placeholder issue have no meaningful overlap." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Tied-weight serialization depends on device, while resize_token_embeddings not updating outputs is a different Gemma4 bug." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files and Chinese report of slower filtering are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Missing nn import in sentence-transformers and missing tf backend because only tensorboard is installed are different dependency/import issues." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and CLIPVision hidden_states regression are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Deepseek tokenizer regression are different model-specific failures." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Loading a specific model on transformers>=5.1.0 and TensorFlow backend packaging are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token bug and D-FINE auxiliary-loss issue are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config serialization mismatch and gemma-4 zero3 loading are different bug classes." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend packaging with pip extras and Python version compatibility are separate dependency problems." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to SigLIP2 nonsensical pipeline outputs." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer attribute error and D-FINE loss behavior are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist file race and stale generation warning are unrelated issues." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM3 video encoder attribute error and notebook syntax error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for Qwen2.5-VL and Python3.9/3.10 compatibility are unrelated release issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 30, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43295", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44661", + "issue:44749", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:45003", + "issue:45200", + "issue:45250", + "issue:45356", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45593" + ], + "soft_pairs": [ + "issue:43352|issue:45250", + "issue:43295|issue:44617", + "issue:44589|issue:45362", + "issue:43525|issue:43881", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:44295|issue:45397", + "issue:41950|issue:44220", + "issue:42491|issue:43299", + "issue:43901|issue:44246", + "issue:44242|issue:45593", + "issue:44336|issue:44373", + "issue:44462|issue:45356", + "issue:44661|issue:45542", + "issue:45003|issue:45561", + "issue:44246|issue:44496", + "issue:36246|issue:42757", + "issue:43531|issue:45362", + "issue:36246|issue:44351", + "issue:43526|issue:45003", + "issue:43673|issue:44561", + "issue:44336|issue:44485", + "issue:44162|issue:45200", + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:43441|issue:43540", + "issue:44246|issue:44871" + ], + "prepared_review_unit_hash": "764edf8e4abbf15011fa63d4a90649137fb616b0b124dca3b42483258ff3b14e", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36069, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues with only superficial lexical overlap (mostly imports, Qwen, FlashAttention, or model-loading wording). I would not merge any of the soft pairs as duplicates.", + "confidence": 0.24, + "canonical_issue_reason": "No strong duplicate canon exists here because the items span many different code paths; if a single representative is needed, #44246 is the broadest/highest-activity issue, but it is still only a weak stand-in.", + "canonical_pr_reason": null, + "best_issue_reason": "#44246 is the most generic and discussion-heavy issue in the set, so it is the closest thing to a cluster anchor even though it does not truly summarize the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Same broad FlashAttention wording, but one is a concrete Nemotron model support gap and the other is too generic to prove the same bug/change." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Regression in processor/tokenizer handling is unrelated to the CUDA OOM report for Sam3Video." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures and code paths: a storage-type import/type error versus a Qwen chat crash." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4 pad_token_id config error and glm-4v-9b loading failure are distinct model-specific bugs." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Importing AutoImageProcessor and Python-version compatibility are different problems." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access and gemma-4 zero3 loading are separate issues." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video pipeline image-processor lookup is not the same as the fbank feature extraction bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE variants, but the reported load/setup failures are different." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A docs mismatch for return_all_scores does not match an import-performance complaint." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention auxiliary losses, but they affect different models and different gating flags." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal color output and a docstring bug are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer.json loading behavior and a Kimi-K2.5 codec/regex regression are not the same underlying bug." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "Model-addition logic in tokenizer mappings is unrelated to the tensorboard/TensorFlow backend issue." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access safety and xdist race conditions are different concurrency problems." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness is not the same as unrecognized-model/config.model_type loading failure." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different dependency modules." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5-35B chat crashes are distinct." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports: Qwen2_5_VLImageProcessor versus HybridCache." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to modeling_utils sys.modules access." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked prefill cache behavior and removal of is_torch_fx_available are separate regressions." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output handling and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token_type_ids defaults are different model-specific bugs." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing MoE load-balancing loss and LwDetrImageLoss AMP crash do not share the same code path." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and slow filtering after a version upgrade are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-shape issues, but for different models and different missing fields." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Importing a missing image processor and a DeepSpeed/BertModel index error are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen-related video/FlashAttention reports, but they describe different failures and fixes." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import timing and Gemma-3 eos_token_id config 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": 2, + "component_count": 13, + "review_unit_index": 31, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:41628", + "issue:41950", + "issue:42886", + "issue:43065", + "issue:43066", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45278", + "issue:45292", + "issue:45335", + "issue:45356", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:43066|issue:44779", + "issue:45292|issue:45584", + "issue:44987|issue:45459", + "issue:44779|issue:45292", + "issue:42886|issue:45229", + "issue:41628|issue:41950", + "issue:44995|issue:45200", + "issue:43065|issue:43408", + "issue:43901|issue:45003", + "issue:43232|issue:44336", + "issue:44060|issue:44077", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:44995|issue:45588", + "issue:43295|issue:45292", + "issue:43653|issue:44162", + "issue:43475|issue:43540", + "issue:43262|issue:44246", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:44466|issue:45335", + "issue:44933|issue:45459", + "issue:43673|issue:44734", + "issue:44869|issue:45356", + "issue:43931|issue:44368", + "issue:45137|issue:45600", + "issue:43232|issue:43673", + "issue:44297|issue:44623", + "issue:43673|issue:45278", + "issue:43646|issue:44162" + ], + "prepared_review_unit_hash": "708c31f3dbc1992d80b3118f58d084fcb6de263f97d41cbf5e6a75750e968ae7", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36098, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most pairs share only broad topical overlap (tokenizers, generation, import/save/load issues, SAM3/Qwen/Whisper regressions) rather than the same underlying bug. I would not merge any of the soft edges as duplicates.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item (\u201cMany import errors after update from 4.57.0 to 5.5.0\u201d) and the closest fit to the few import-related issues, but the cluster as a whole is too mixed for a strong canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative because it captures the widest shared surface area (import/load regressions) among the set, even though it does not subsume most other items cleanly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and appear to be different bugs/code paths." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated failures: embedding resize behavior vs Whisper empty-transcription generation." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "One is a model-loading failure, the other is protobuf exception handling during tokenizer decode; different root causes." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Different tokenizer/embedding issues with no shared concrete failing path." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading vs multi-GPU CUDA OOM; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "Related to image processors, but one is an import error and the other is a pipeline resolution bug." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different problems: stale indexer cache on second forward pass vs missing default mm_token_type_ids." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both touch SAM3, but one is a dummy module choice and the other is a model-type mismatch warning." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch vs unsafe sys.modules access; no shared code-path bug." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs/cache bug vs ANSI output formatting bug." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different warnings in unrelated model families; not the same defect." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention distributed loading, but one is weight conversion and the other is a ZeRO3 deque crash." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config lookup failure vs unsafe module access; too far apart." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward stale cache bug vs flash-attention s_aux=None crash; distinct code paths." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression vs embedding resize not propagating; not the same issue." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Different tokenizer/model regressions with no common failing mechanism." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different SAM3/Qwen3Omni video issues; too broad to be duplicates." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sample rate bug vs import latency complaint." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Different warnings in different generation/tokenization contexts." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tied-weights warning vs flash-attention generation failure; unrelated bugs." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve weights/resize semantics, but the concrete failures and models differ." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Import-from-image_utils regression vs tokenizer protobuf exception masking; different components." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation/cache-related, but they hit different cache logic and failure modes." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer/codec-related, but one is Whisper timestamp decoding and the other is Kimi-K2.5 codec handling." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Model weight shape mismatch vs tied-weights warning; not the same problem." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Distributed training crash vs stale auto_mappings reference; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but one is sync_gpus handling and the other is chunked_prefill cache presence." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs processor save missing files; related surface, different bug." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Generation cache issue vs broad import-error report; no shared code path." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization regression vs ESM2 breakage; 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": 2, + "component_count": 13, + "review_unit_index": 32, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43482", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43643", + "issue:43673", + "issue:43701", + "issue:43704", + "issue:43873", + "issue:44038", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44361", + "issue:44496", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45230", + "issue:45310", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561" + ], + "soft_pairs": [ + "issue:44361|issue:44749", + "issue:42673|issue:43704", + "issue:44749|issue:45310", + "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:42994|issue:43482", + "issue:43701|issue:44749", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:45375|issue:45478", + "issue:43475|issue:43643", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:45310|issue:45375", + "issue:42994|issue:43525", + "issue:42222|issue:45200", + "issue:42831|issue:44222", + "issue:43873|issue:44945", + "issue:43475|issue:44661", + "issue:45310|issue:45397", + "issue:45362|issue:45375", + "issue:43232|issue:44188", + "issue:44222|issue:45310", + "issue:41628|issue:44351", + "issue:44038|issue:45310", + "issue:42994|issue:44164", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43504|issue:45561", + "issue:43232|issue:44792", + "issue:43377|issue:44242", + "issue:43673|issue:44188", + "issue:36010|issue:41628", + "issue:30990|issue:35141" + ], + "prepared_review_unit_hash": "e4af594eac8bdc983da8d0f80ee481cd570da2e96c0d20d8f6c714f4a0d3f575", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37859, + "estimated_input_tokens": 9465, + "estimated_eval_tokens": 19186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and the soft edges are overwhelmingly false positives. The only clear duplicate is the Qwen3ForCausalLM VRAM leak pair (42673/43704), which should be clustered together; the rest share only broad subsystem/version similarity, not the same concrete bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, more established report for the exact Qwen3ForCausalLM multi-dataloader VRAM leak, with issue:43704 appearing to be the later duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative of the only clearly duplicated bug in this set; the remaining issues are too diverse to serve as a single canonical for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Different failures: MLukeTokenizer task AttributeError vs Chinese report about slow filtering after upgrade." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact bug report: Qwen3ForCausalLM VRAM leak in multiple dataloader threads; 43704 is a later duplicate of 42673." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated symptoms: data-filtering slowdown vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Both are loading-related, but one is a PyTorch ImportError and the other is a Sentence Transformers hang; not the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Too generic on one side and a specific Gemma-4 zero3 from_pretrained issue on the other; no evidence of the same failure." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different concrete problems: quantization/offloading behavior vs missing processor save_pretrained files." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Both involve quantized artifacts, but one is save failure and the other is Qwen2.5-GGUF loading under v5; not the same code-path." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to the filtering slowdown report." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and old InternVL2 meta-init incompatibility are different issues." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Both are model/video related, but the missing fpn_position_embeddings attribute and wrong vision_position_ids are different bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field and the other is a from_pretrained failure; too little evidence they are the same defect." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 video attribute error is unrelated to AutoConfig trust_remote_code missing-fields behavior." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import/API issues, but AutoImageProcessor missing from transformers and a non-existent image_utils import are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer patch crash and auto_docstring annotation crash are unrelated implementation problems." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both touch Qwen3.5 MoE, but one is a generic from_pretrained error while the other is a specific missing config field in vision config." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and Llama4Config pad_token_id missing are different configuration/loading bugs." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma-4 mm_token_type_ids defaulting are unrelated model-specific issues." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but accuracy degradation and save_pretrained failure are not the same underlying bug." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallel output correctness are different runtime issues." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 video loading and tokenizer-mapping new-model registration are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45397", + "accept": false, + "reason": "Different model families and failures: Qwen3.5 MoE from_pretrained vs Gemma-4 zero3 from_pretrained." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5-35B chat crash and missing deepstack_visual_indexes are different symptoms and likely different code paths." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs sync_gpus issue and torch.compile attention-kernel divergence are not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained failure and Qwen3.5 MoE from_pretrained error are only loosely related by model family." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but missing AutoImageProcessor and missing HybridCache are distinct symbols and likely distinct fixes." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3-VL-Moe incompatibility and Qwen3.5 MoE from_pretrained error are related only at a broad model/version level." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Quantized model saving failure and extra_state save/from_pretrained handling are different serialization bugs." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config issue and pytest-xdist file race are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to the captured_info.txt race." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Beit pretrained legacy-field loading and testing-utils race are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation sync_gpus bug and janus image-generation test failure are not the same underlying issue." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask inconsistency and MoE load-balancing-loss omission are different model behaviors." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Missing GenerationMixin cache in v5 chunked_prefill and attention-kernel divergence under torch.compile are separate generation regressions." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing exports and should not be merged as one bug." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang and embedding resize reinitialization are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate is issue:42673 / issue:43704, which is correctly identified as the canonical pair, and the other soft-edge rejections avoid overclaiming equivalence from broad subsystem similarity. No mergeability or evidence-overstatement problems stood out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 33, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:33290", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43278", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45406", + "issue:45459" + ], + "soft_pairs": [ + "issue:42898|issue:44568", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:43976|issue:44933", + "issue:42175|issue:44933", + "issue:43784|issue:43824", + "issue:44964|issue:45137", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:44060|issue:45125", + "issue:42898|issue:45356", + "issue:44734|issue:45103", + "issue:43723|issue:44568", + "issue:43278|issue:45137", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:30333|issue:33290", + "issue:42898|issue:44448", + "issue:41628|issue:45459", + "issue:44222|issue:44297", + "issue:42898|issue:43295", + "issue:43479|issue:43644", + "issue:44442|issue:45459", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:44206|issue:45103", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:22355|issue:28282", + "issue:44222|issue:44484", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:30333|issue:36331" + ], + "prepared_review_unit_hash": "5f3190113d228a21a391c53041fb545c5449d3cfef7d48f06ddb05b6849fae5f", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38156, + "estimated_input_tokens": 9539, + "estimated_eval_tokens": 19334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated transformers regressions across tokenization, multimodal processors, serving, training, packaging, and DeepSpeed. No soft pair looks like the same underlying bug; the closest shared theme is v5 tokenizer/processor behavior changes.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 42898 is the best anchor for the cluster because it is the broadest v5 tokenizer-regression report and is closest to the small group of tokenizer/processor-related items; the other issues mostly describe distinct bugs in different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "42898 is the most representative user-facing regression in the set and the clearest generalization point for the tokenizer-behavior subset, though the cluster as a whole is not a duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors: clean_up_tokenization_spaces vs add_special_tokens/BOS-EOS handling." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Unrelated subsystems: Phi4MultimodalConfig default initialization vs Whisper timestamp decoding crash." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different bug classes: multimodal config defaults vs ModelOutput key assignment logic." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility in Transformers 5.1.0 is unrelated to a missing image_utils import." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend extras mismatch is unrelated to an image_utils import failure." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures in different libraries/models: sentence-transformers nn import vs Qwen2.5-VL class export." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "One is a model-loading regression; the other is a DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "processor.save_pretrained missing files and Qwen3.5 MoE from_pretrained failure are different code paths." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention branching is unrelated to a docstring error." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Tied-weights warning behavior and missing _tp_plan are different model-configuration issues." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is about whitespace cleanup and the other about codec handling/fix_mistral_regex warnings." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache tensor indexing and auto_docstring annotation handling are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading failure and add_special_tokens behavior are distinct tokenizer issues." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to a ZeRO3 deque underflow." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenization, but they describe different regressions and code paths." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image processor method and remote-code/meta-init incompatibility are not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on training failure and Adafactor+DeepSpeed OOM are unrelated training problems." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer whitespace cleanup regression is separate from a model-output difference between v4 and v5." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "AutoImageProcessor import breakage and protobuf decode-error masking are different import/error-handling issues." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained behavior and tokenizer_class mismatch on save_pretrained are different failures." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup behavior change is unrelated to processor.tokenizer/image-to-tokenizer regression." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default config initialization and non-persistent buffer filling are unrelated model-state bugs." + }, + { + "left": "issue:44442", + "right": "issue:45459", + "accept": false, + "reason": "Tokenizer loading failure for FastSpeech2Conformer and protobuf error masking are not the same issue." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE-specific and the other is missing processor files." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy degradation and missing processor save files are different problems." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg crash and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config mismatch on save and Qwen3.5 MoE load failure are different issues." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor export and missing is_offline_mode export are separate import-regression bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch for AutoModel are unrelated import/dependency issues." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained bug is unrelated to the max_shard_size default question." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "v1/chat/completions request handling and Gemma4Processor _tokenizer missing attribute are different server/processor failures." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "torch.split return semantics and missing ReLU in the DSA indexer are not the same code-path problem." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer loading regression and Qwen3.5 flash-attention generation issue are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return values in GlmMoeDsaIndexer and remote-code/meta-init incompatibility are different bugs." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed training jobs and CustomTrainer.compute_loss signature mismatch are unrelated training issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 34, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43576", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44623", + "issue:44704", + "issue:44743", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45357", + "issue:45593" + ], + "soft_pairs": [ + "issue:30333|issue:34689", + "issue:44295|issue:44623", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "issue:44514|issue:45103", + "issue:43479|issue:44913", + "issue:44261|issue:45092", + "issue:43723|issue:44871", + "issue:44373|issue:44485", + "issue:43723|issue:44991", + "issue:43723|issue:44442", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:42886|issue:42994", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43576|issue:43784", + "issue:42757|issue:45278", + "issue:43122|issue:44521", + "issue:44263|issue:44373", + "issue:43232|issue:45593", + "issue:42886|issue:43066", + "issue:44117|issue:44704", + "issue:43122|issue:44514", + "issue:30990|issue:33357", + "issue:42371|issue:44263", + "issue:44295|issue:44297", + "issue:44704|issue:45290", + "issue:42907|issue:44945", + "issue:43976|issue:44945", + "issue:43232|issue:44743" + ], + "prepared_review_unit_hash": "a6e13b1bae1e6f3f45e24a75cb58a3dfc52de0dd70e527d9855244c6fd8e29fa", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37002, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is only loosely related: many items are v5 import/tokenizer/loading regressions, but they describe different code paths and failure modes. I do not see any true duplicates among the soft pairs.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43723 is the best representative because it is a broad, core API regression around tokenizer loading in v5 and overlaps with several nearby tokenizer-related reports without being overly narrow.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the most central user-facing failure in the cluster: `AutoTokenizer.from_pretrained` loading breaks, which is a high-impact, broadly applicable regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Different subsystems and failures: MLflow job reporting vs model loading for Llama vision." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer/read issue is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job/MLflow reporting is unrelated to embedding resize/post_init reinitialization." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "ImportError for missing PyTorch and MLflow reporting are unrelated problems." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Both involve chat templates/processing, but one is a crash on batched input and the other is an auto-docstring annotation bug." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different configuration bugs: multimodal config defaults vs GPTNeoX rotary_pct persistence." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Precision error in MLA q_a_layernorm is unrelated to remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure and Gemma-3 eos_token_id mismatch are different issues." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but they affect different models and likely different underlying causes." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "General tokenizer loading issue and FastSpeech2ConformerTokenizer-specific failure are not the same concrete bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-initialization incompatibility for old InternVL2 and incorrect visual encoder keys in save_pretrained are different paths." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading stall and zero probabilities in SIGLIP2 are unrelated symptoms." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving failure are different code paths." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue is not the same as Qwen3.5 MoE from_pretrained loading error." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Cannot import AutoImageProcessor and cannot import Qwen2_5_VLForConditionalGeneration are separate missing-symbol issues." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Accuracy regression in FP8 is unrelated to Qwen3-VL-Moe model-specific bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken `transformers env` command and sentence-transformers import NameError are different failures." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific missing hub symbol, the other is a broad report of many import errors; not the same underlying bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization output changed across versions and assistant_masks all-zero for multimodal inputs are distinct bugs." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "torch.split return-value issue is unrelated to a wrong docstring." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and wrong tokenizer decoder type are different tokenizer issues, not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs propagation are different loader bugs." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Version-dependent tokenization differences and chat-template crash with padding=False are not the same failure." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading stall for sentence-transformers and MacOS bus error on CLIP model are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and torch.split return values are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer access bug and tokenizer_class mismatch in saved config are different save/load problems." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and chat_template crash on tool-call assistant messages are separate bugs." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized model save failure and incorrect output under pipeline parallelism are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility problem and pipeline-parallelism output bug are not the same issue." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation kwarg update bug and recurrent-state reset in modular_qwen3_5 are distinct code-path failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 35, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45216", + "issue:45245", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45600" + ], + "soft_pairs": [ + "issue:43232|issue:45245", + "issue:39401|issue:44488", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43116|issue:45200", + "issue:39401|issue:44521", + "issue:29127|issue:30990", + "issue:44038|issue:44297", + "issue:43122|issue:44779", + "issue:44261|issue:44373", + "issue:44038|issue:44295", + "issue:42371|issue:42831", + "issue:42907|issue:44964", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:42907|issue:43452", + "issue:43992|issue:44704", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43122|issue:44977", + "issue:42907|issue:44222", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43784|issue:45446", + "issue:42222|issue:43441" + ], + "prepared_review_unit_hash": "fa63d5dbfa3e217c9199cd8babad64e30b7b1e4070640d8bda852a2d0e5c90af", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35335, + "estimated_input_tokens": 8834, + "estimated_eval_tokens": 17924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of unrelated Transformers issues, mostly import, tokenizer, model-loading, and training regressions across different model families. The soft pairs are largely superficial matches by topic or version, not the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45216 is the cleanest, most concrete regression report in the set: it names a specific model family, a clear failure mode, and a version boundary for `save_pretrained`.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45216 is the strongest representative issue because it is narrowly scoped, reproducible in nature, and tied to a specific regression surface rather than a broad symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Different failures: generation state update after `sync_gpus` vs category-count limit in a runtime error." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset mapping bug is unrelated to a model-loading failure for `cjvt/sleng-bert`." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is a different path from GLM-5 generation config validation." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 related, but one is a wrong model-type warning and the other is a missing attribute error; not clearly the same bug." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both mention imports, but one is a specific missing symbol and the other is a broad upgrade breakage report." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import `nn` NameError is unrelated to removed Sam3LiteText config references." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "`num_labels` propagation and FA3 degenerate training are different model-behavior issues." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA ReLU discussion is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Classification script returning empty results is unrelated to Gemma 4 multimodal token type defaults." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping errors and all-zero assistant masks are different tokenizer/template bugs." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 box-message clarity and Sentence-Transformers loading hang are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe issue is not the same as tokenizer class metadata saved in config." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Missing `rms_norm_eps` in MLA and a wrong docstring for `position_ids` are not the same defect." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug is unrelated to FP8 `save_pretrained` issues." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy problems are different precision-related topics." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Model save failures for Ministral/Devstral are unrelated to loading Phi-4 multimodal." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug is not the same as empty outputs from a classification example script." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Shared FP8/Qwen adjacency is too broad; these describe different model/version and save/load problems." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized model saving and `gguf_file` loading failures are separate mechanisms." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing weight loading in UMT5Encoder is unrelated to `AutoProcessor` forwarding kwargs." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and version 5.x, but one is save-pretrained checkpoint corruption and the other is a from-pretrained load error." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different breakages." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenization regression reports are model-specific here; no evidence they stem from the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is not the same as FP8 MOE save_pretrained behavior." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "`is_offline_mode` from huggingface_hub and `HybridCache` from transformers are unrelated missing imports." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Importing sentence-transformers with `nn` missing is unrelated to the flex_attention PyTorch version check." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "A broken VitPose module and a FlashAttention failure in Ministral-3 are different model-path issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 36, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43421", + "issue:43450", + "issue:43493", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44291", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:42673|issue:45072", + "issue:43064|issue:43673", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:42371|issue:43874", + "issue:43116|issue:43493", + "issue:44075|issue:44936", + "issue:44222|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:43976|issue:45446", + "issue:43937|issue:45563", + "issue:39401|issue:44779", + "issue:33453|issue:39401", + "issue:43931|issue:44945", + "issue:45083|issue:45446", + "issue:44117|issue:45588", + "issue:45341|issue:45561", + "issue:43937|issue:44977", + "issue:43827|issue:45446", + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:39401|issue:43421", + "issue:44484|issue:45310", + "issue:43450|issue:43986", + "issue:44829|issue:45216", + "issue:38617|issue:41628", + "issue:44410|issue:45310" + ], + "prepared_review_unit_hash": "9b9ac756c98c6f6fd341113d030f9696def9df5fe2cc92709c3162d3b273df93", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36395, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad themes like imports, tokenizers, Qwen/GLM, or video/model-loading, but not the same concrete bug or change. No soft edge looks safe to merge.", + "confidence": 0.9, + "canonical_issue_reason": "If forced to pick one representative issue, #45278 is the broadest umbrella for the import-regression subgroup (\u201cMany import errors after update from 4.57.0 to 5.5.0\u201d).", + "canonical_pr_reason": null, + "best_issue_reason": "#45278 is the closest thing to a cluster center because it captures the widest, most general failure mode among the mostly unrelated reports; the others are narrower, model-specific, or different subsystems entirely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM inference vs bfloat16 dtype mismatches in flash-attention training; different code paths and symptoms." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug vs GenerationMixin cache missing during chunked prefill; unrelated subsystems." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import from configuration_utils vs broad import failures after upgrade; the latter is only an umbrella, not the same defect." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 GenerationConfig validation failure vs RoPE implementation discussion; different objects and failures." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx module import vs LayoutLMv3 error-message clarity; unrelated issues." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior settings vs missing image-patch helper in GLM46V; no shared bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Empty results in an example classification script vs SigLIP2 HF/JAX discrepancy; different models and failure modes." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD args ignored vs trainer.evaluate() failing after trainer.train(); different training bugs." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained problem for moe vs Qwen3.5 from_pretrained error; save/load paths differ and no common concrete root cause is shown." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL-Moe issue vs Qwen3.5 Moe loading error; related model family, but not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example multi-label classification output bug vs pipeline translation warning/docs regression; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Transformers/Python compatibility issue vs incorrect PyTorch version guard for AuxRequest import; different version checks." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig vs stale num_return_sequences warning in paged generate; different generation behaviors." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bug vs Deepseek tokenizer regression; both tokenizer-related but not the same underlying issue." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression vs wrong offset_mapping; different failure points." + }, + { + "left": "issue:43931", + "right": "issue:44945", + "accept": false, + "reason": "Weight-shape mismatch while loading Qwen3-VL-30B vs incorrect output under pipeline parallelism; different code paths." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "qwen3_omni_moe feature-length helper behavior vs flex_attention import version check; unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None vs flash_attention crash on s_aux=None; unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A testing_utils bug vs a pytest-xdist race on captured_info.txt; same area only in a very broad sense." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 GenerationConfig invalid vs Qwen3.5 flash-attention generation failure; different model and symptom." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() after v5 removals vs PyTorch version check for AuxRequest import; docs vs runtime guard." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in threaded inference vs isolated reproduction of another issue; the second is a reproduction ticket, not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg in init_empty_weights vs PretrainedConfig type checking breakage; both v5 compatibility issues, but different code paths." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version packaging issue vs PyTorch version guard bug; unrelated dependency problems." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset_mapping regression vs runtime post-processor not updating for special tokens; related area but not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained max_shard_size question vs Qwen3.5 Moe from_pretrained error; unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug vs crash loading video models without torchvision; both video-related but distinct failures." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "flash_attention_3 training degeneracy vs save_pretrained checkpoint corruption; different concrete problems." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation mismatch about pipeline() vs a runtime version-check bug; not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 37, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44368", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45081", + "issue:45278", + "issue:45341", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542" + ], + "soft_pairs": [ + "issue:44117|issue:45081", + "issue:42673|issue:43582", + "issue:43408|issue:43742", + "issue:42222|issue:45542", + "issue:42673|issue:43577", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:43012|issue:43577", + "issue:42175|issue:42222", + "issue:44483|issue:45464", + "issue:44933|issue:45278", + "issue:44484|issue:45478", + "issue:43066|issue:43122", + "issue:42617|issue:45341", + "issue:43673|issue:45341", + "issue:44410|issue:45478", + "issue:43874|issue:44261", + "issue:43097|issue:44493", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:43012|issue:43408", + "issue:43986|issue:44484", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:45003|issue:45341", + "issue:44117|issue:44987", + "issue:43986|issue:45341", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43976|issue:45071" + ], + "prepared_review_unit_hash": "0a1023e483c6b67b7e71fbd1650c46aac45f170a5dbb95b5c6058d500e0d99c3", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38336, + "estimated_input_tokens": 9584, + "estimated_eval_tokens": 19424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a noisy cluster of unrelated Transformers issues; the only clear duplicate-like pair is the tokenizer regression around v5 tokenization/decoder behavior.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item here, covering the import-error regressions most likely to subsume the import-focused reports in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global representative because it is the most general and central report among the mostly heterogeneous set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer bugs: missing mapping vs Mistral regex/backend_tokenizer crash." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated defects: multi-thread VRAM leak vs Apple Silicon warmup TypeError." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading warnings/errors with no shared code path indicated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage is unrelated to TensorFlow backend installation detection." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "Memory leak in Qwen3 vs BLIP2 dtype mismatch; different symptoms and paths." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings warning is unrelated to the rms_norm_eps precision bug." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Different validation failures: invalid GenerationConfig vs missing model_type in config." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for one symbol is unrelated to the audio feature extraction bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Precision warning on bfloat16 compile is unrelated to BLIP2 dtype loading." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow dependency packaging issue vs VitPose model breakage." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a general endpoint regression and the other is a Qwen3.5 streaming-specific failure." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but the specific missing import and the broad import-error report are not the same concrete bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question is unrelated to the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": true, + "reason": "Both describe the same v5 tokenizer regression causing changed/wrong tokenization behavior." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Runtime failure in 3d_parallel.py is unrelated to a testing_utils bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked_prefill regression is unrelated to testing_utils." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model-loading defects; not the same concrete bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch API vs missing rms_norm_eps are different model-family issues." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removal of tie_embeddings_and_encoder_decoder is unrelated to position-id key warnings." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose breakage is unrelated to tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention model-load failure and flash_attention_3 training degeneration are different problems." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "bfloat16 precision warning and SAM3 model-type warning are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision crash is unrelated to max_shard_size behavior." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split indexing bug and RoPE implementation issue are different GLM defects." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor is not the same as PretrainedConfig type-checking regression." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression is unrelated to the undefined TensorFlow backend error." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight mismatch is different from missing projections in qwen3next." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "sys.modules access bug is unrelated to testing_utils." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None may explain a load failure, but the specific model-load issue is not clearly the same bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video AutoProcessor crash is unrelated to the testing_utils bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL shape mismatch and Qwen3-VL-Moe failure are model-family related but not clearly the same defect." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Config warning removal and gguf_file loading failures are different code paths." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "SAM3 model-type warning is unrelated to tie_word_embeddings warning in Qwen3.5 fine-tuning." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Image patch counting API bug and GLM DSA split semantics are different issues." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python-version compatibility issue is not the same as the PretrainedConfig type-checking regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet: this is largely a heterogeneous set, and the only clearly supportable duplicate-like link is the tokenizer regression pair (43066/43122). The chosen representative 45278 is a reasonable broad import-regression umbrella without overcommitting, and the other soft-edge verdicts are conservative rejections. No PR mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 38, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43381", + "issue:43502", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45588" + ], + "soft_pairs": [ + "issue:44829|issue:45245", + "issue:43986|issue:45372", + "issue:43064|issue:44315", + "issue:43531|issue:45341", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:44038|issue:44410", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:43502|issue:43992", + "issue:43992|issue:44484", + "issue:43824|issue:43986", + "issue:43097|issue:43873", + "issue:43066|issue:43906", + "issue:43352|issue:44380", + "issue:43825|issue:44655", + "issue:38617|issue:43097", + "issue:43012|issue:44368", + "issue:43012|issue:43550", + "issue:42886|issue:43381", + "issue:42907|issue:44655", + "issue:43208|issue:43550", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:36683|issue:43582" + ], + "prepared_review_unit_hash": "7258d997122636c24df91442c53041ca1419bd8d416e83637e6e70a27e798312", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37568, + "estimated_input_tokens": 9392, + "estimated_eval_tokens": 19040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster looks heterogeneous: most items are unrelated model-specific bugs, import failures, tokenizer issues, or backend regressions. I do not see any soft-edge pair that is clearly the same underlying defect/change, so I would keep the issues separate.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 has the strongest activity/inbound signal among the set and a clear user-facing failure, but it still does not explain the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "Different failures: flash-attention training degeneration vs category-cardinality runtime error." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are loading/import problems, but one is missing torchvision and the other is a mistral_common import regression." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different code paths: optimizer state corruption in FSDP2/PEFT vs Liger Kernel not applied with model_init." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to a testing_utils bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different packages." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA norm epsilon precision bug is unrelated to GLM-5 RoPE behavior." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "One is missing attention projections, the other is a config field being dropped by strict validation." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: layer_type_validation vs HybridCache." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen variants and different symptoms; not the same fix." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction error vs tokenizer mapping None; distinct root causes." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed config API vs flash_attention AttributeError; unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwarg forwarding bug vs docstring/introspection crash with future annotations." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model loading without torchvision is unrelated to tokenizer mapping None." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leak vs missing embed token weights during UMT5Encoder loading." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Model weight-loading issue vs save_pretrained sharding-size question." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Export/import failure for a model class vs processor loading crash due to missing torchvision." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Config API removal is not the same as quantization offloading behavior." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and a separate reproduction issue are not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Unsupported FlashAttention for Nemotron is different from GPT2 attention scaling being ignored." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Error-message wording for translation tasks is unrelated to pipeline save_pretrained support." + }, + { + "left": "issue:38617", + "right": "issue:43097", + "accept": false, + "reason": "Different regressions: one missing import, one removed config attribute/API." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Compile warning on bfloat16 is unrelated to tie_word_embeddings warning." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A warning about precision differs from a model correctness bug under torch.compile + SDPA." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading and gradient-checkpointing-in-eval are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models is a different problem from saving Pipeline objects." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers are unrelated to Bamba compile/SDPA failure." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling backend bug is unrelated to zero-loss sequence classification." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model-specific attention support bug vs Python version compatibility issue." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption is unrelated to GPT2 attention scaling." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training issues do not match the BeitImageProcessorFast label reduction bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions request rejection and batched chat-template crash are different surfaces and likely different fixes." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions assignment regression is unrelated to GPT2 attention scaling." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config vocab_size AttributeError has nothing to do with Apple Silicon allocator warmup TypeError." + } + ] + }, + "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": 13, + "review_unit_index": 39, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:41669", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44188", + "issue:44230", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45593" + ], + "soft_pairs": [ + "issue:43618|issue:43761", + "issue:43012|issue:44683", + "issue:44483|issue:45290", + "issue:44038|issue:44230", + "issue:42757|issue:43824", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:42994|issue:44655", + "issue:43901|issue:44655", + "issue:43867|issue:45216", + "issue:36683|issue:43475", + "issue:43352|issue:43937", + "issue:44655|issue:45478", + "issue:43066|issue:45381", + "issue:44077|issue:44380", + "issue:43064|issue:44492", + "issue:44263|issue:45440", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:36683|issue:43525", + "issue:36010|issue:42757", + "issue:44188|issue:44380", + "issue:43618|issue:45216", + "issue:43352|issue:45593", + "issue:43992|issue:45310", + "issue:36683|issue:44242", + "issue:43010|issue:45278", + "issue:36683|issue:43352", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:36683|issue:43064" + ], + "prepared_review_unit_hash": "a11efddf41576518676cffc600af291b88d81ffe14ba76df21819670472c5604", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36545, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many are distinct Transformers regressions around model configs, loading/saving, chat templates, and backend-specific behavior. Only one soft pair looks like a plausible duplicate; the rest are too symptom- or model-specific to merge safely.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set: it captures the general import-regression theme better than the many model-specific bug reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the best representative issue for the cluster overall because it is the most general user-facing regression report among otherwise unrelated failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is about attentions and the other about hidden_states; different failure modes." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "One is a bfloat16 precision warning during compile, the other is a flex_attention compile failure on newer torch." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different code paths: chat-completions request validation vs apply_chat_template crashing on tool-call messages." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is a v5 loading bug and the other is fp8 inference support; not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols from different packages." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Unrelated issues: API request acceptance vs Qwen2.5-VL video position ids." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3-VL-Moe loading breakage and sorted-state_dict load error are different loading problems." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a removed helper is unrelated to local_files_only still making network requests." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation defects." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving and Pipeline.save_pretrained are separate save-path issues." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to Pipeline serialization failure." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both involve checkpoints, but one is a load error from state_dict ordering and the other is a save_pretrained regression." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing attributes on different model configs/outputs; not the same underlying bug." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash-Attention support limitation and invalid GenerationConfig are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:45478", + "accept": false, + "reason": "Pipeline saving and Qwen3.5 MoE loading errors are different lifecycle stages and different failures." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder type regression is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Different subsystems: patchtsmixer post_init validation vs GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption is unrelated to a cache-strategy typo." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "torch.split behavior in an indexer and DeepSeekV3MoE divergence are different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but for different versions and likely different root causes." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config attribute loss is unrelated to patchtsmixer post_init handling." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config fields, but they affect different models and different attributes." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different exports and different failure causes." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Different attention/backend issues; one is kernel divergence under compile, the other ignores scaling config under SDPA/FlashAttention." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash-Attention support limitation is unrelated to missing auxiliary losses when denoising is off." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different models and different from_pretrained failures; not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config is unrelated to load-balancing loss being skipped." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad decoration is unrelated to generic import errors after upgrade." + }, + { + "left": "issue:36683", + "right": "issue:43352", + "accept": false, + "reason": "Missing config field on Gemma3Config and Flash-Attention support on Nemotron are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both point to import-time slowdown; the generic 'import transformers takes long' report matches the import-* regression." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "A sorted-state_dict loading error is unrelated to a missing config field in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Config attribute absence and distributed optimizer-state corruption are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The single accepted pair (41669/44246) is reasonably supported as an import-time slowdown regression, and the rest of the false verdicts do not overstate duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 40, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44484", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44857", + "issue:44871", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:42890|issue:45561", + "issue:43992|issue:45478", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:44360|issue:45440", + "issue:43618|issue:44077", + "issue:36296|issue:43575", + "issue:43867|issue:44484", + "issue:43618|issue:45588", + "issue:43618|issue:44857", + "issue:28282|issue:33453", + "issue:42890|issue:44964", + "issue:42890|issue:45600", + "issue:42890|issue:44112", + "issue:43010|issue:44075", + "issue:43723|issue:44556", + "issue:43502|issue:44062", + "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43010|issue:43232", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:44355|issue:44749", + "issue:43502|issue:44485", + "issue:30990|issue:31795", + "issue:44075|issue:44871", + "issue:44315|issue:44360", + "issue:30333|issue:33453", + "issue:43010|issue:44368", + "issue:43502|issue:44222" + ], + "prepared_review_unit_hash": "8aecbf51f0f43eea1ce7ce406ce0287bd43b85baa17d16468d86118abdbc5653", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37752, + "estimated_input_tokens": 9438, + "estimated_eval_tokens": 19132 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues spanning model loading, testing, quantization, and config/export regressions. The only strong duplicate-like edge is the Qwen3.5-MoE tensor-parallel load path, where a missing `_tp_plan` plausibly explains the later generic `from_pretrained` failure.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45125 is the most specific root-cause report: it names the missing `_tp_plan` on `Qwen3_5MoeForConditionalGeneration`, which likely explains the broader `from_pretrained` error in the later Qwen3.5-MoE report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45125 is the clearest, most actionable representative of the Qwen3.5-MoE load failure because it identifies the concrete code-path defect rather than just the symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test/CI-related, but one is a missing `set_seed()` in SamHQ tests and the other is a pytest-xdist file race; different bugs and code paths." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and failures: UMT5 missing `embed_tokens.weight` vs Qwen3.5-MoE `from_pretrained` error." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to a v5.4.0 type-checking regression in `PretrainedConfig`." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "One is a sorted-state-dict load error; the other is incorrect visual encoder keys being saved. Related to loading/saving, but not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "`@torch.no_grad` on cache/layer updates is unrelated to a Python version compatibility problem." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "A Python 3.14 load failure is not the same as the Qwen2.5-VL `vision_position_ids` bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different algorithmic issues: DSA indexer activation choice vs DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions regression and PatchTSMixer `post_init` validation are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on model load; not the same concrete defect." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Model load failure from sorted state dict is unrelated to the `max_shard_size` documentation/default question." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "CLIPOutput attentions regression and flash-attention `s_aux=None` crash are separate code paths." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to LwDetrImageLoss AMP/CUDA crashing." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing import error and tokenizer-loading regression are different problems." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky integration test due to missing seed is not the same as a Phi-4 multimodal model load failure." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Test seeding flakiness and stale auto-mapping references are different issues." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test-related, but they affect different tests and have different failure causes." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "`no_grad` decoration for cache updates is unrelated to SGD argument handling." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer-loading issues and checkpoint reloading after version upgrade are distinct load paths and likely different root causes." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "`local_files_only=True` still making requests is unrelated to `AddedToken(..., special=...)` argument duplication." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "A missing seed in one test file and a generic testing_utils bug are not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 `save_pretrained` for MoE and missing `_tp_plan` for tensor parallelism are different defects." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory growth and checkpoint reload compatibility after upgrade are different problems." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer update decoration and a dummy `nn.Conv2d` in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both mention update logic, but one is about `torch.no_grad` on cache updates and the other about generation kwargs after `sync_gpus`; not the same failure." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Separate import/export regressions: `PreTrainedModel` vs `HybridCache`." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5-MoE loading path; the later generic `from_pretrained` error plausibly stems from the missing `_tp_plan` tensor-parallel definition named in 45125." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing `_tp_plan` for the model class and missing `deepstack_visual_indexes` in config are different schema/code issues." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and slow filtering after upgrading from 4.57.3 to 5.3.0 are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline API requests and GLM-5 RoPE implementation discussion are different concerns." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence-transformer loading hang and documentation confusion in `model.forward` are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44871", + "accept": false, + "reason": "Unused SGD args and Gemma-3 EOS token config mismatch are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied in `model_init` and DSA indexer lacking ReLU are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is not the same as tokenizer-loading regression." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache/layer `no_grad` decoration and a Qwen3.5 LoRA warning about `tie_word_embeddings` are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline request leakage and FP8 MoE save behavior are separate bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately cautious. The accepted Qwen3.5-MoE pair is the only clearly duplicate-like edge, and the rejection reasons for the other pairs are conservative rather than overconfident. No PR-mergeability issue applies here since these are issue pairs, not PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 41, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45468", + "issue:45542" + ], + "soft_pairs": [ + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:44222|issue:44230", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:44355|issue:45071", + "issue:42831|issue:43874", + "issue:42757|issue:43576", + "issue:33453|issue:34689", + "issue:33453|issue:36296", + "issue:43827|issue:44961", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:43673|issue:44492", + "issue:38617|issue:43576", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:41628|issue:42548", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:41628|issue:44355", + "issue:44273|issue:45003", + "issue:44261|issue:44360", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:43576|issue:44556", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273" + ], + "prepared_review_unit_hash": "b8641747c94b0e1aa22da41759ad88c1c4779c3855e086682d3e496d94596712", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 37441, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers issues around v5 compatibility, import/loading regressions, and model-specific bugs. They are thematically similar but generally not the same underlying defect.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 44556 is the clearest broad, user-facing regression: reloading checkpoints trained on v4.57 fails after upgrading to v5.2/v5.3. It best represents the cluster\u2019s recurring v5 loading/compatibility theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44556 is the most representative and broadly applicable problem in the set, with explicit version scope and concrete loading failure. It is a better cluster anchor than the more niche import/model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both mention v5 loading breakage, but one is Qwen3VL MoE model loading and the other is generic checkpoint reload failure; no evidence they share the same code path." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network leakage and a meaningless 'racoon' report are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained behavior and FP8 inference support for Qwen3-VL/Qwen3.5 MoE are different issues and likely different code paths." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to a tensor-parallel training bug." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and Pipeline.save_pretrained failures are separate behaviors." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors and PretrainedConfig type-checking regressions are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and a missing image-patch helper in a processor are different bugs." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub symbol import and the transformers env command failure are distinct symptoms." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading breakage are not the same defect." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation referencing removed pipeline APIs and the unrelated 'racoon' issue do not match." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type-checking are different failures." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Env command breakage and Qwen2.5-VL import failure are separate import paths and symptoms." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked prefill and a cache-strategy typo are not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "An import error for layer_type_validation and a broken env command are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "'racoon' is not a meaningful bug report and Gemma-4 audio positional encoding is a model-specific bug." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in forward args and an import error from configuration_utils are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "Broken env command and missing HybridCache import are different import-related failures, not the same issue." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and the unrelated 'racoon' issue do not match." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Missing AutoImageProcessor and missing PreTrainedModel are similar in category but not the same concrete bug." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and the unrelated 'racoon' issue are not the same." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and TextClassificationPipeline docs mismatch are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels bug are different code paths." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Top-level import failure and compiled Python file errors are different failures." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading malfunction and unsafe sys.modules access are related in theme but not demonstrably the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "A precision issue in MLA q_a_layernorm and a DSA indexer ReLU absence are unrelated model/implementation problems." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading and a TensorFlow backend import error are different issues." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor.save_pretrained missing files and a generic bug report are not the same defect." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 regressions, but one is the env command and the other is checkpoint reload after upgrading; not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "General Qwen3-VL-Moe breakage and missing _tp_plan for tensor parallelism are different issues." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D bounding-box output problems and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time performance from removing import * and a missing GenerationMixin cache in chunked prefill are different defects." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Generic checkpoint reload failure and InternVL2 remote-code/meta-init incompatibility are different loading problems." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API-setting guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing set_seed and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs handling are different APIs and bugs." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import performance variability and lazy loading correctness are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 42, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:42913", + "issue:43066", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43723", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:44998", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:43408|issue:44315", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:44393|issue:45478", + "issue:31795|issue:33453", + "issue:43827|issue:44908", + "issue:44077|issue:44861", + "issue:41669|issue:44908", + "issue:43723|issue:44393", + "issue:44655|issue:44861", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:41669|issue:43704", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43606|issue:45468", + "issue:42890|issue:43704", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:44998|issue:45341", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44556|issue:44998" + ], + "prepared_review_unit_hash": "4ae1862d44caaf52c3dcacdade2d3130e9b89c28a29333a3f54df29319bd2520", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40810, + "estimated_input_tokens": 10203, + "estimated_eval_tokens": 20662 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Heterogeneous cluster dominated by v5-era loading/tokenizer/model-API regression reports, plus several unrelated docs/tests/perf items. None of the soft pairs look like the same concrete bug/change, so all are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44556 is the broadest, most representative loading-regression report in the set (v4.57 checkpoints failing after upgrade to v5.2/v5.3).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 is the best cluster anchor because it captures the central user-visible regression theme: checkpoint reload failures after the v5 transition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning on sam3_video vs sam3_tracker is unrelated to Liger Kernel application with model_init." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch in save_pretrained is a specific serialization bug; 45230 is an unspecified bug report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken `transformers env` CLI and inverse_sqrt scheduler kwargs are different code paths and failures." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2.0 support error for NemotronH differs from Qwen3-VL 2D bbox output corruption." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility issue is unrelated to Qwen3-VL bounding box output behavior." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type-checking are unrelated regressions." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is a concrete tensor/buffer bug, not the same as the generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance issue is unrelated to the HybridCache import failure." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import cleanup has no concrete overlap with a testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and pipeline-parallelism output error are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Large import cleanup and a cache-strategy typo are not the same underlying change." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied in model_init is different from flash_attention_3 training degeneration." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "These are different Qwen3-VL-related bugs: bbox hallucination vs Qwen3.5 MoE loading failure." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion for forward arguments is not the same as a tokenizer loading regression." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSMixer post_init policy and _tied_weights_keys list crash are different model-internal issues." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import cleanup/performance work does not match the scheduler bug." + }, + { + "left": "issue:43723", + "right": "issue:44393", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3-VL bounding-box output are different subsystems and symptoms." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weights-key AttributeError are unrelated serialization bugs." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI and lazy-loading behavior are different issues." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU concern is not the same as Gemma-4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error are not duplicates." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure does not match the inverse_sqrt scheduler kwargs bug." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Model import cleanup is unrelated to VRAM leakage in Qwen3ForCausalLM." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Incorrect timestamp calculation in Qwen3VL Processor is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs handling are different problems." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Model.forward docs confusion is unrelated to Llama 3.2 model loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and forward documentation confusion are different issues." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel application in model_init is unrelated to old InternVL2 checkpoints failing meta initialization." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage and GLM-5 RoPE implementation are different code-path bugs." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE math and Gemma-4 audio positional encoding are not the same change." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API settings guidance is unrelated to a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network requests and processor timestamp computation are unrelated regressions." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math does not match missing files in processor.save_pretrained." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation bug and VRAM leak are different failure modes." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value issue in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon discussion is not the same as Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in suno/bark-small is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:42890", + "right": "issue:43704", + "accept": false, + "reason": "Missing set_seed in SAM-HQ tests is a flaky test issue, not a VRAM leak." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "General tokenizer behavior differences and wrong decoder type in v5 are related broadly, but not the same concrete bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to the placeholder/invalid issue title." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights-key AttributeError and chat template tool-call crash are distinct code paths." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Invalid placeholder issue and testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo is unrelated to the placeholder/invalid issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the placeholder/invalid issue." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload regression is unrelated to the placeholder/invalid issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 43, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-373", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:44230", + "issue:44623", + "issue:44861", + "issue:45310" + ], + "soft_pairs": [ + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:31515|issue:36296", + "issue:30333|issue:31515", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "1d667f37a6cbb46452086f049dfcd5c154548ed500b8294b856acdc5ff33eb1c", + "component_budget": { + "node_count": 373, + "item_count": 373, + "soft_pair_count": 1390, + "serialized_chars": 717808, + "estimated_input_tokens": 179452, + "estimated_eval_tokens": 359160 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 9, + "serialized_chars": 9477, + "estimated_input_tokens": 2370, + "estimated_eval_tokens": 4996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and heterogeneous: most items are distinct loading/configuration/runtime bugs that only share broad vocabulary like from_pretrained, loading, or config attributes. There is no clear duplicate PR set here.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45310 is the clearest, most concrete representative of the shared loading/regression theme: it has a specific error, version boundary, and model target. The other issues are largely different subsystems or failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best anchor for the cluster because it is specific enough to identify a concrete bug while still being close to the most common overlapping keywords in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Both are AttributeError reports, but they hit different code paths: Llama4Config missing pad_token_id vs _tied_weights_keys handling in weight-key extraction." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx missing after a 5.0 update is unrelated to the tied-weights list crash." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading in from_pretrained is a performance issue, while layer_type_validation import failure is an import/API regression." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support for Qwen models is unrelated to processor.save_pretrained omitting files." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness and tensor-parallel training bugs are different failure modes in different flows." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting after training failure is a job-status integration issue, not a from_pretrained loading problem." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but one is FP8 support while the other is a from_pretrained error in a specific transformers version; not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Tokenizer loading regression and slow checkpoint loading are related only at a very broad loading level, not the same underlying defect." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching not supporting audio models is a different capability gap than FP8 support for Qwen 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": 13, + "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": "793cf21b3a0313d992dc1027e1800d886325d71a4cd30dbce30898eeb50f4052", + "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-contribution issues: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share a broad theme but not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a duplicate of the other; they concern different features and different implementation work, so there is no single canonical issue within this pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features and code paths (Flash Attention 2 vs GGUF support). Similar wording about adding support for more architectures is too broad to treat 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": 4, + "component_count": 13, + "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-27088-4", + "nodes": [ + "issue:27088", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "9de1c4f0621af4432891c0702b5c558baef7ea7bd19cf93cd4d91d7fa03d02dc", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4455, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4455, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are highly similar docs-translation request issues, but the visible language-specific vs placeholder/template wording is not enough to confidently treat them as exact duplicates. I\u2019d keep the concrete Turkish issue as the most useful representative and avoid merging the others on similarity alone.", + "confidence": 0.59, + "canonical_issue_reason": "Issue 27088 is the only concrete, language-specific request ('Turkish'); the others are placeholder/template-style titles and are less representative as a canonical thread.", + "canonical_pr_reason": null, + "best_issue_reason": "27088 is the clearest user-facing issue in the set and the only one with an explicit target language, so it is the best issue to retain if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Very similar template wording, but the explicit Turkish request vs. a placeholder-style translation request is not enough to prove the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Looks like the same i18n template, but the language-specific request differs in substance; similarity alone is insufficient for a duplicate merge." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "This is a near-match in template text, but not enough evidence that it is the same concrete translation request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic translation-request templates, but the available text does not confirm they target the same language or exact request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "The bodies are extremely similar, yet the placeholder titles are too generic to confirm a true duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Close template match, but there is no explicit evidence they are the same underlying translation task." + } + ] + }, + "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": 13, + "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-36817-13", + "nodes": [ + "issue:36817", + "issue:37015", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:37015|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42503|issue:45027", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "c2b2c2a188c62033345d6b3c8c29fc5e07a2b828c09c9b86386d6cc091f0fba2", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 25, + "serialized_chars": 16011, + "estimated_input_tokens": 4003, + "estimated_eval_tokens": 8262 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 25, + "serialized_chars": 16011, + "estimated_input_tokens": 4003, + "estimated_eval_tokens": 8262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are topical lookalikes, not duplicates: they span different model requests across unrelated families and modalities (text encoders, audio/TTS/ASR, OCR, sparse transformers, perception). The shared pattern is just \"add support for model X\", not one underlying bug or change.", + "confidence": 0.99, + "canonical_issue_reason": "No single canonical issue: the items request support for distinct models/features, so there is no shared underlying defect or code change to deduplicate against.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for a duplicate cluster: none of these issues is a clear superset or the same request as the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests (EuroBert vs DEIMv2); only the broad \"add model\" theme overlaps." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support vs Qwen3-TTS support are different models and different modalities." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated requests; no shared code-path bug." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT model addition vs weight-sparse transformer request are different changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio target different model families/modalities." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model support requests, not the same issue." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral-4B-TTS support are distinct model additions." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-ASR support are different additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs BERT-like models with RoPE are only loosely related, not the same concrete request." + }, + { + "left": "issue:42503", + "right": "issue:45027", + "accept": false, + "reason": "ModernVBERT and Voxtral-4B-TTS are unrelated model support requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE vs Voxtral TTS do not describe the same change." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are sibling but distinct tasks; not one mergeable PR/issue." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and sparse-transformer support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS are separate model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 support are different model additions." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:44205", + "accept": false, + "reason": "Qwen3-ASR and SAM3-LiteText cover different modalities and code paths." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support is unrelated to the sparse-transformer request." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio vs SAM3-LiteText are different model support requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer support and EUPE perception encoder support are separate changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech-model integrations." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated modalities and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 13, + "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-37934-6", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "d0f15d22051ebc55d9d42c3f839f7942f014fddd5608d11829601236088123d0", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6294, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6294, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are only loosely similar at a topical level (all are small bugs/typos/config problems), but they concern different models, APIs, and failure modes. I do not see a duplicate cluster here.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong canonical representative because the set is not a duplicate group; the reported problems span unrelated components and fixes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different areas: Llama4TextL2Norm vs ModernBERTConfig. One questions whether a norm layer is RMSNorm; the other is a type-hint issue in a config field." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both relate to loss/masking behavior, but one is about an unused ignore_value in Mask2Former while the other is about kwargs not being forwarded to a loss function; different bugs and likely different fixes." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to tokenizer regex warnings after a version change." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value handling and a typo in a quantization operation path are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different models and different kinds of defects: unused ignore_value vs incorrect type hint." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation bug is unrelated to a ModernBERTConfig annotation mistake." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint issue is not the same underlying problem as tokenizer regex warning behavior." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint in config vs typo in a quantization attribute reference are distinct issues." + } + ] + }, + "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": 13, + "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": "d30f2b9b2bbbb83456fac183d9a7219e62980b97fdb76a243cbb9a3a42817de9", + "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 do not look like duplicates: one is a vague request about block decoding, the other is a specific request for DeepSeek v3.2 support. They may both relate to model/runtime support, but they do not describe the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43037 is the better anchor because it names a concrete target (DeepSeek v3.2 support) and is more actionable than the very broad 'Set Block Decoding' request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requests: one is about block decoding behavior, the other is about adding support for a specific DeepSeek model version. They do not share a concrete fix or bug." + } + ] + }, + "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": 13, + "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-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "73aabaa8a5e5622e93b9c99c00e2aa57e39036b52b8ae19bddc0f0853675820a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are thematically related (custom trainers in Trainer), but they describe different problems: one is about column-removal behavior/customizability, the other about FLOPs estimation. They should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43598 is the more concrete and user-facing Trainer behavior bug around `remove_unused_column`; it\u2019s a better representative of the cluster than the FLOPs-estimation request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the strongest standalone issue because it names a specific Trainer behavior and a clear customization concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Related only by broad Trainer/custom-trainer context; they target different code paths and fixes (input-column handling vs FLOPs accounting), so they are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 13, + "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-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "8c25d09e22d50b0f045e33c5d3670ff252360d41988e2c3f0282c7a1455de6bd", + "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": "Both issues are about adding missing Hugging Face model support, but they target different models and different API surfaces: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. Qwen3.5 sequence classification support. They are related at a broad subsystem level, not the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43684 is the broader, more general model-registration request and best represents this cluster\u2019s theme of missing AutoModel support.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the clearest representative because it asks for direct AutoModel registration changes rather than a more specific head/task extension.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different functionality: Qwen3-Omni auto-registration vs Qwen3.5 sequence-classification head support. They are not the same concrete change and would not plausibly be one merged 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": 13, + "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": "a07602c38fb88e34907ec0306079b3157f1e2342a85208b51a26536153a98ffb", + "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": "The three \"huggingface\" issues look like a duplicate set; \"Fett\" appears unrelated. No PRs are present.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43845 is the earliest of the repeated \"huggingface\" reports and is as plausible a representative as the others; 43835 has a different title and no corroborating overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best cluster representative because it is the earliest of the matching \"huggingface\" issues and has no evidence making it less representative than 43846/43859.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared filenames/targets or other concrete evidence of the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared filenames/targets or other concrete evidence of the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no shared filenames/targets or other concrete evidence of the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same generic title and very similar metadata/body size, created minutes apart, so they likely describe the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and strong soft similarity; despite a shorter body, it still looks like the same underlying issue report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and strong soft similarity; the metadata suggests another near-duplicate of the same report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the three \"huggingface\" issues share the same title and strong soft-similarity evidence, while \"Fett\" is a separate title with only weak similarity. The chosen representative is the earliest matching issue, and the soft-edge verdicts stay conservative given the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 13, + "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-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "4df6a5ca53679af733d2442f1139742d6cb293a6a7efe06c56dbee45946ac346", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like mostly spam/placeholder issues with one vague documentation request; there is no evidence that any pair refers to the same underlying bug or change.", + "confidence": 0.71, + "canonical_issue_reason": "issue:44418 is the only item that reads like a potentially legitimate issue; the others are explicit spam-like titles or equally empty placeholders.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the best available issue candidate, but only weakly so because its title is generic and the body is not available here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like placeholders with no concrete shared bug or feature description." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders; no evidence they describe the same underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "A spam placeholder and a vague documentation request are not the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and an unrelated title about 'Google LLC' do not indicate the same bug or change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A generic documentation suggestion and a spam placeholder are not duplicates." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A generic documentation suggestion and a spam placeholder are not duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but the titles/body are too uninformative to justify treating them as the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No concrete overlap in the titles suggests the same underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No concrete overlap in the titles suggests the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 13, + "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-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "802985424a8838b55340e81fa6c68447bba0d46f47405f1de5dd010ad12c491e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are likely duplicates: they have the same title, were opened close together, and the similarity signal supports a shared underlying report. The evidence is enough to treat one as the canonical representative, but not enough to claim they are fully identical with high certainty.", + "confidence": 0.86, + "canonical_issue_reason": "#45145 is the better canonical issue because it was opened first and already has an inbound reference, so it is the more established representative of this likely duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue representative for the cluster because it is earlier and has external reference traffic, while #45151 does not add distinct scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "The issues share the same title and a similarity signal, and their timing/body size are close enough to treat them as likely duplicates of the same underlying report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call is a bit too confident for the evidence provided. The packet only supports identical titles, close timing, similar body sizes, one inbound reference, and a soft-similarity signal; it does not support stronger characterizations like \"near-identical\" or \"article-style issue.\" Please make the summary more conservative (e.g., \"likely duplicate\") and avoid adding unsupported details." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 13, + "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": "pull_request", + "component_index": 1, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-12", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45587" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:43995", + "pull_request:43823|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45587", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "d73a248ddbf44034b0ad9f1ae48466710597a4ada31ab9404716843974e40f82", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 32976, + "estimated_input_tokens": 8244, + "estimated_eval_tokens": 16744 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 32976, + "estimated_input_tokens": 8244, + "estimated_eval_tokens": 16744 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs with only one credible duplicate pair: two loss-utils patches for the same cross-entropy kwargs fix. The rest touch different models, docs, or features and should not be merged together.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the better canonical representative for the duplicated loss-utils fix: it has the explicit issue target, broader kwargs handling, and the more complete patch for the same function.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best single PR to represent the cluster because it is the only clearly duplicate-linked code change and is the more substantive version of that fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: VideoPrism model/docs addition vs Executorch dynamic-shape export test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different changes: Mistral tokenizer methods vs adding MobileLLM model files." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API patch vs Executorch export test; no shared bug or code path." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-pretrained robustness changes are unrelated to MobileLLM model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss function kwargs fix and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs fix is unrelated to Mistral4 test/model work." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape test and Mistral4 fixes do not target the same bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export testing and MobileLLM model scaffolding are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition and Falcon output-interface refactor are different features." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "MobileLLM model addition and Mistral4 fixes are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized output refactor and Mistral4 fixes are different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45587", + "accept": false, + "reason": "Mistral4 tests/fixes and docs for continuous batching memory management are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 tests and CLIP-like layernorm renaming are separate changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes and the model-creation skill PR are not the same underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition does not overlap with the model-creation skill/meta tooling PR." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch the same fixed_cross_entropy function to support extra cross_entropy kwargs for the same issue; they are duplicate implementations of the same code-path fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most candidate pairs are indeed unrelated, and the only supported duplicate pair is the shared-issue loss-utils fix between PR 43251 and PR 43254. The conservative false verdicts are consistent with the evidence, and the canonical/best-PR choice is reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "84dc932c08f49695b7f440989210cda501db90fb6b6911aff218447e7fd397f0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both add VibeVoice support, but they are not the same change: one is the base model integration, the other is a draft realtime extension with extra tokenizer/generation work. They should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the cleaner canonical PR for the cluster: it appears to be the original end-to-end VibeVoice integration (docs, auto registrations, model/processing code) and is more complete and review-active than the draft realtime follow-up.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best representative for this cluster because it covers the core VibeVoice implementation rather than the narrower draft realtime expansion in #42781.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: #42781 is a draft \"VibeVoice Realtime\" follow-up with additional tokenizer/feature extraction/generation changes, while #40546 is the base VibeVoice implementation. They overlap in subsystem and files, but they are not the same concrete fix/change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "9a98bb3a3985f5f553535b15991d225c0652478dbae221806d5274147de9ad7d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated feature additions in different models: TimesFM covariate-based forecasting vs. DINOv3 image-classification support. They do not look like the same underlying change or bug fix.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different model families, different tasks, and different codepaths, so this cluster is heterogeneous.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for duplicate-triage purposes because neither PR is a plausible duplicate of the other; they are independent feature PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and functionality with no shared concrete bug/change; one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "5ca5622c9633bbe7eef9d70a2eb0e3cf7982d42dc10a27ffb1990f021d804327", + "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": "Both items are PRs for adding DEIMv2 support to Transformers. PR #44339 is the more complete later submission and appears to subsume the earlier #41356 work, so it is the better canonical PR candidate. There is no issue in this cluster.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44339 is the broader, later DEIMv2 implementation and includes the core model integration plus additional framework wiring (auto-mappings, conversion, loss/modular updates), making it the best representative PR.", + "best_issue_reason": null, + "best_pr_reason": "#44339 is the most complete and maintainable PR for the DEIMv2 addition; it covers the same feature area as #41356 but with substantially more finished integration work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": true, + "reason": "Both PRs target the same DEIMv2 model addition, and #44339 looks like a superset that could plausibly replace the earlier implementation in one merged change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both items are PRs tied to the same issue target (41211) and the later PR #44339 clearly adds broader DEIMv2 integration while overlapping core files with #41356. The soft-edge verdict is conservative, phrased as a plausible supersession rather than a certainty. No issue is present in this cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-2", + "nodes": [ + "pull_request:41797", + "pull_request:45186" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186" + ], + "prepared_review_unit_hash": "8813d9f01389a1fd2dc7a4e148d87e439b4e61bbd388ab029398e8f893912ab0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6722, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6722, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate model-addition PRs with overlapping framework scaffolding, but they target different models and different code paths. They are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different integrations: one adds DeepSeekOCR and the other adds Isaac. Shared auto-registration/docs/test plumbing is expected for new-model PRs, but they do not fix the same underlying bug or implement the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42166-2", + "nodes": [ + "pull_request:42166", + "pull_request:45426" + ], + "soft_pairs": [ + "pull_request:42166|pull_request:45426" + ], + "prepared_review_unit_hash": "e948443bb7a4263acf47b0e41611f9620b539d80078cd0a8340f7c999b89d63a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5407, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5407, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: one adds the InternVLFlash model and docs, while the other adds AXK1 support. They only overlap on shared auto-registration boilerplate files, which is not enough to indicate the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 42166 is the more established and better-documented change, but it should not be treated as a duplicate of PR 45426 because the model additions are unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42166", + "right": "pull_request:45426", + "accept": false, + "reason": "Different features/model families: InternVLFlash vs AXK1. Shared registry files are incidental boilerplate, not evidence of the same fix or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42227-4", + "nodes": [ + "pull_request:42227", + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:42227|pull_request:43291", + "pull_request:42227|pull_request:43665", + "pull_request:42227|pull_request:44815", + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "b1ebd201272566ceea5f8dae34589755324866db78aa730b323a574432f57165", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10168, + "estimated_input_tokens": 2542, + "estimated_eval_tokens": 5340 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10168, + "estimated_input_tokens": 2542, + "estimated_eval_tokens": 5340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These pull requests are mostly unrelated. The only strong candidate for canonical selection is the Whisper return-language fix, while the others are either a separate Whisper tokenizer/test change, test-only cleanup, or an unrelated FP8/dequantization fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42227 is the clearest substantive fix: it has an explicit linked issue, a focused code-path change in the ASR pipeline, and matching tests. The other PRs are either test-only, unrelated, or broader refactors.", + "best_issue_reason": null, + "best_pr_reason": "PR 42227 is the best representative of the cluster because it is the only PR with a concrete bug fix, clear scope, and issue linkage. The others do not appear to address the same underlying problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42227", + "right": "pull_request:43291", + "accept": false, + "reason": "Both involve Whisper, but 42227 fixes ASR pipeline return_language handling while 43291 changes tokenizer decode/test behavior. Different code paths and likely different bugs." + }, + { + "left": "pull_request:42227", + "right": "pull_request:43665", + "accept": false, + "reason": "42227 is a Whisper pipeline bug fix; 43665 is unrelated test-file edits in CLIP and ViT. Not the same change or defect." + }, + { + "left": "pull_request:42227", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper ASR return-language handling is unrelated to FP8 dequantization/core model loading changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "One is Whisper tokenizer behavior, the other is unrelated test edits in different models. No shared underlying bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/test changes and Mistral4 FP8/dequant changes are unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "These touch completely different areas and issues: model tests versus FP8/dequant loading logic." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "a3d8dfc81e992d88741c402702dc50d452cbe31ceaed7b91f5222aad50443fb0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related GitHub Actions maintenance PRs, but they target different upgrade goals and different action families. They share workflow files because both sweep CI configs, not because they fix the same concrete change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the more specific and coherent representative: it is explicitly about Node 24 compatibility across workflow actions. PR 42976 is a separate broad \u201clatest versions\u201d bump, centered on different action upgrades (notably docker/build-push-action).", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better canonical PR for this cluster because its scope and motivation are clearer and more narrowly defined. PR 42976 is adjacent maintenance work but not the same change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: both touch GitHub Actions workflows, but 42975 is a Node 24 compatibility sweep across checkout/cache/upload-artifact and similar workflow actions, while 42976 is a separate upgrade of action versions such as docker/build-push-action. They do not look like the same underlying bug or one mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-5", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:45616" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43448|pull_request:45616", + "pull_request:43451|pull_request:45490", + "pull_request:43451|pull_request:45616" + ], + "prepared_review_unit_hash": "aac687977abbf8a4df90d5ba8b734553cde22951f5bb6a71a849d63566e24be0", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 17758, + "estimated_input_tokens": 4440, + "estimated_eval_tokens": 9136 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 17758, + "estimated_input_tokens": 4440, + "estimated_eval_tokens": 9136 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All five PRs are separate model-addition changes with similar Transformers scaffolding, but they target different model families and code paths. The shared patterns are broad repository plumbing, not the same underlying bug or feature.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each PR adds a different model (ViT NEPA, Molmo, Molmo2, CTSM, DeepSeek V4) with distinct configs, modeling code, and tests.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for duplicate triage; these are independent additions rather than competing fixes for one concrete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and implementations: ViT NEPA vs Molmo. Shared docs/auto-registration files are generic model-boarding work, not the same code-path fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are distinct model families with different modeling, processor/image-processing, and test files; not mergeable as one PR." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA vs CTSM are unrelated model additions. Overlap is only in repository-wide registration/docs infrastructure." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by naming, but they are separate models with different modules and conversion/tests; not the same concrete change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are different model families. Shared auto/documentation edits do not indicate duplicate functionality." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45616", + "accept": false, + "reason": "Molmo and DeepSeek V4 are unrelated model additions; same broad Transformers boilerplate, but no common bug or feature." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are distinct model implementations with different code paths and tests." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45616", + "accept": false, + "reason": "Molmo2 vs DeepSeek V4 are unrelated additions; similar auto-mapping/docs changes are not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45476" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532", + "pull_request:43488|pull_request:45476", + "pull_request:43532|pull_request:45476" + ], + "prepared_review_unit_hash": "7a9c8ce0bef66f03b893785eb7e592eac6b372484fac1c3952e6f2b5f2c8c301", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests look like unrelated test/demo or workflow-sandbox changes rather than duplicate fixes. The only overlap is a shared test file path, which appears incidental and not evidence of the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is about setup/version/dependency tweaks plus a test change, while 43532 is a workflow/comment-CI refactor with multiple workflow files; they do not fix the same concrete code-path problem." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "43488 changes packaging/versioning and a test, whereas 45476 adds a PR CI caller workflow and unrelated tokenization/test edits; shared test filenames are not enough to treat them as the same change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "43532 modifies self-comment CI and notification/testing workflows, while 45476 introduces a PR CI workflow and unrelated code/test noise; these are different changes and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "19632779c328a5bca100a97825cf36b07bd285171634170ea246d684be7f448e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related pipeline-documentation additions, but they target different concrete features: promptable concept segmentation vs promptable visual segmentation. They share scaffolding files, yet the underlying pipelines, models, and tests are not the same change, so they should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43613 is the more comprehensive and central change set, with broader model coverage and the larger pipeline implementation for a concrete feature addition.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the best representative of the cluster because it is the broader, more complete pipeline addition and touches the main code path more extensively than #43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipeline features and code paths: concept segmentation vs visual segmentation. Shared docs/registry updates and similar scaffolding are not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "a4fce0b365039fd1ba61706e1c0c51d444883fa4a8cf878f7d641842ce9ff5dc", + "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": "These two PRs both touch `trainer.py` but address different, unrelated customization points: gradient-accumulation loss scaling vs. signature-column filtering. They are not the same underlying change and should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Same file, but different code paths and behaviors: 43651 changes training-step loss scaling for gradient accumulation, while 43663 extracts signature-column inspection for trainer column filtering. They are independently useful and not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "8063df79c284170316b069d0575ca103c91e8603b98c7de121c5226a539fb042", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are aimed at the same runtime type-annotation NameError path in src/transformers/cli/serve.py, centered on TypeAdapter and annotation evaluation. PR 43656 is the broadest and most direct fix; 43836 and 43842 look like narrower or alternative implementations of the same underlying issue.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43656 is the most representative: it directly targets the TypeAdapter NameError in the CLI, has the clearest title, and applies a broader annotation-evaluation fix rather than a narrower point patch.", + "best_issue_reason": null, + "best_pr_reason": "PR 43656 is the best single artifact for the cluster because it most clearly captures the bug and its fix in one focused change, while the other PRs appear to be partial/alternative treatments of the same problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both fix the same TypeAdapter-related runtime NameError in the same file and code path; 43842 is a narrower variant of the same annotation-evaluation problem." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both address the same serve.py annotation NameError around TypeAdapter; the fixes differ in style, but the underlying bug is the same and they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: all three PRs touch the same file and concern TypeAdapter/annotation-evaluation NameError issues in the CLI. The soft-edge acceptances are also conservative enough: 43836 and 43842 share the same issue target and clearly overlap, and 43656 and 43842 are plausibly mergeable as alternative fixes for the same annotation-related runtime error path." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43973-2", + "nodes": [ + "pull_request:43973", + "pull_request:45283" + ], + "soft_pairs": [ + "pull_request:43973|pull_request:45283" + ], + "prepared_review_unit_hash": "c0ad9ac08b3ddf609d6fa4cce73e8bb46809d9884daa36a9de5dab504920cf26", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5194, + "estimated_input_tokens": 1299, + "estimated_eval_tokens": 2854 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5194, + "estimated_input_tokens": 1299, + "estimated_eval_tokens": 2854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds Lfm2Audio model support and docs, while the other adds Qwen3.5 GGUF loading support. No duplicate relationship is evident.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduplication: the PRs target different subsystems and fix unrelated problems.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43973", + "right": "pull_request:45283", + "accept": false, + "reason": "Different features/code paths: Lfm2Audio model integration vs Qwen3.5 GGUF loading support. They do not appear to be 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": 16, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request: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", 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"pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44068", + 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"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": "61718eb247d8f8561753bb60b11f6d210e3599f2b954cb35bcd64610d7e5ce8b", + "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 batch of model-specific output-tracing refactors, not one single duplicate. The only clear duplicate groups are within the same concrete code path: GPT-J/CodeGen, GPT-Neo, and the shared Flaubert/XLM attention path. Cross-model pairs that merely share the same issue tag or broad refactor theme should be rejected.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best canonical representative of the GPT-J/CodeGen output-tracing refactor: it covers the same concrete code paths as the overlapping GPT-J PRs and is the most complete/latest version of that change.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the strongest single PR to anchor the duplicate set because it is the broadest and clearest implementation of the GPT-J/CodeGen standardized output-tracing change, whereas most other items are separate model-specific refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; shared output-tracing theme is too broad." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet vs DeBERTa are unrelated implementations; same tracking issue is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in modeling_gptj.py; 44085 looks like a narrow/renamed version of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different vision backbones and different code paths, despite both targeting standardized outputs." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model stacks." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; same refactor theme only at a very broad level." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are separate implementations; not the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; only the decorator pattern is shared." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo file and same output-tracing refactor; these look like duplicate/revision PRs." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are distinct decoder stacks." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; 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same output-tracing theme but different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different decoder models." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are separate model implementations." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model families; same refactor style only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are distinct code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated models." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are unrelated code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT vs Flaubert/XLM; 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only the refactor theme overlaps." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa are unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are unrelated models; same output-tracing pattern is too broad." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing change; 44722 is the fuller revision of the same code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J output-tracing refactor in modeling_gptj.py." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet are different vision code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated models." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different decoder models." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44116", + "accept": true, + "reason": "Same Flaubert attention/output-tracing code path; XLM and Flaubert share the underlying implementation." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate groups are supported by shared concrete code paths/files (GPT-J/CodeGen, GPT-Neo, and Flaubert/XLM), and the rejected cross-model pairs are appropriately cautious rather than overclaiming based only on the shared issue tag or broad refactor theme." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 24, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request: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": "06e4be836757ec7b0aa495a4de0ca35b30d4f4ac854c916ff18a1df28ca858e8", + "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 PRs are all model-specific refactors toward standardized output tracing/capture, but they affect different architectures and code paths. They look thematically similar rather than duplicate or mergeable into one change set.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative: it has the clearest scoped refactor, an explicit issue target, and a nontrivial implementation in SpeechT5 output tracing.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best overall candidate because it is well-scoped, explicitly tied to issue 43979, and contains the most concrete model-specific output-tracing change in the group.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are standardized output-capture refactors, but they modify different models (VisualBert vs TextNet) and different forward/output paths; they are related patterns, not the same change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Same general refactor theme, but MPNet and VisualBert are separate code paths with model-specific output-recording setup; not a single concrete fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are parallel refactors in different model implementations, not the same underlying bug or patchable change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert have unrelated model code and this is only a shared migration pattern to capture_outputs, so they should not be merged as duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Despite both targeting output tracing, SqueezeBert and SpeechT5 are distinct implementations with different behavior changes; they are not the same concrete code-path 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": 17, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "a1f50e4f1f752c27dd91ea14ae6282fff12cc38d4ab513a77e4ba6646d69d43a", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39788, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39788, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates; they are a batch of similar output-tracing refactors across different model implementations. 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no shared concrete fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech-encoder-decoder and SuperPoint are unrelated models." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and output contracts." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families; only the generic refactor pattern overlaps." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated code paths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different implementations and output structures." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are separate model families; 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": 18, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "443c5efaeb2ea4163122769222f02ed08312548bedff4d1c65151fd2ce111215", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 11073, + "estimated_input_tokens": 2769, + "estimated_eval_tokens": 5794 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 11073, + "estimated_input_tokens": 2769, + "estimated_eval_tokens": 5794 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share boilerplate integration files because all add new model packages, but they do not describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45075 is the most substantial standalone model integration here, with a full model package, conversion script, image processing, tests, and auto-registry updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model families and different functionality: PenguinVL vs Voxtral TTS. Shared auto/docs files are just standard new-model wiring, not the same fix." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model additions: PenguinVL and DeepSeek-OCR-2 target unrelated code paths and model behavior, despite similar registration/documentation edits." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model integrations with different conversion, processing, and modeling code; they are not mergeable as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "e726920aac3b45d10903620c4ef398c40de77d6b92b0683d5226dc7d182a70f2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related to module/kernel fusion, but they target different layers of the feature: one adds a generic module fusion API, the other wires in a specific n-to-1 kernel fusion path via `KernelConfig`. They are not the same underlying change.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the more foundational change: it introduces the core `module_fusion.py` API and tests, which the other PR does not duplicate.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the best representative of the cluster because it defines the generic fusion abstraction rather than one concrete integration path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related feature area, but different scope and code paths: generic module fusion API vs specific `KernelConfig`-driven n-to-1 kernel fusion integration. Not mergeable as a single 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": 20, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "2064555c31d725ff7abb83aeb8f3ecbbfbf00ef17162341382593a4596529b22", + "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 address the same Mistral regex patch bug in the same file and target the same issue; PR 45317 is the more complete version because it adds test coverage and has a clearer, updated title.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "Choose PR 45317 as canonical: it fixes the same AttributeError path as 45086 but also includes tests, making it the more complete representative of the fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative overall because it is the fuller implementation of the same underlying bug fix and is more likely to stand on its own.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete bug in _patch_mistral_regex, same target issue, same changed code path, and the second PR is essentially a superset with tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "a5f2b62cba7524b552179a8dcda1708afb8b064e89b1651478f4214eeb226b62", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related to NemotronH restructuring, but they are not the same change: one is a conversion/model refactor to align NemotronH with GraniteMoeHybrid-style naming, while the other introduces separate NemotronHDense/NemotronHSparse model variants and documentation updates. I would not treat them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the broader, more representative NemotronH architecture change: it introduces the split into dense/sparse variants, updates auto-mapping/config/model files, and carries the public-facing docs. PR #45115 looks like an earlier narrower refactor around inheritance and checkpoint key conversion.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the better cluster representative because it covers the main user-visible model reorganization, not just an internal conversion-mapping refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They touch overlapping NemotronH files, but the concrete changes differ: #45115 is a GraniteMoeHybrid-compatible refactor and key renaming pass, while #45569 creates separate dense/sparse NemotronH variants plus docs and auto-mapping updates. Related subsystem, 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": 22, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "f007a87f028c6f62bad08c3ea783a7f00e99154a0921b7f1ea1cfd72832e3ee7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are closely related heterogeneous-model feature PRs, but they are not duplicates: #45333 introduces the per-layer config plumbing, while #45332 consumes that plumbing to add model/cache/runtime support. They should be triaged as related sequential work, not merged as one change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45333 is the more foundational change: it adds the per-layer configuration API and utility plumbing that the other PR builds on.", + "best_issue_reason": null, + "best_pr_reason": "#45332 is the broader end-user feature implementation, adding heterogeneous model, cache, and masking support across the runtime paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but distinct. #45333 defines heterogeneous config support; #45332 implements modeling/cache behavior that uses it. They affect different code paths and could plausibly be merged separately." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45394-5", + "nodes": [ + "pull_request:45394", + "pull_request:45487", + "pull_request:45592", + "pull_request:45596", + "pull_request:45615" + ], + "soft_pairs": [ + "pull_request:45394|pull_request:45596", + "pull_request:45487|pull_request:45592", + "pull_request:45487|pull_request:45596", + "pull_request:45487|pull_request:45615", + "pull_request:45592|pull_request:45596", + "pull_request:45592|pull_request:45615", + "pull_request:45596|pull_request:45615" + ], + "prepared_review_unit_hash": "645d61f9d6cfceb1c22f2544b28cb8477c856bbf8cefec625c88262af26096a3", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 13277, + "estimated_input_tokens": 3320, + "estimated_eval_tokens": 6896 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 13277, + "estimated_input_tokens": 3320, + "estimated_eval_tokens": 6896 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not true duplicates overall: they split into unrelated fixes for XCLIP/AltCLIP/ChineseCLIP/FastVLM and separate XPU expectation updates for BLT and Qianfan OCR. The only strong signal is broad theme overlap around tests/model-parallel behavior, but the concrete code paths and affected models differ.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45487 is the strongest standalone representative because it includes an actual model-parallel code fix with broader functional impact, whereas the others are narrower test-only expectation updates or fixes for different model families.", + "best_issue_reason": null, + "best_pr_reason": "PR #45487 is the best global representative if one must be chosen, since it fixes a concrete runtime/model-parallel bug rather than just adjusting test expectations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45394", + "right": "pull_request:45596", + "accept": false, + "reason": "Different model families and different fixes: XCLIP no-split/model-parallel wiring vs BLT XPU generation expectations. Same broad testing theme, not the same underlying bug." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45592", + "accept": false, + "reason": "AltCLIP/ChineseCLIP model-parallel/device placement fix versus FastVLM test padding-side adjustment. Not the same code path or bug." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45596", + "accept": false, + "reason": "One is a model-parallel/device fix for AltCLIP/ChineseCLIP; the other is a BLT XPU test expectation update. Different models and different failure modes." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45615", + "accept": false, + "reason": "AltCLIP/ChineseCLIP runtime fix and Qianfan OCR XPU expectation additions are unrelated changes in different models." + }, + { + "left": "pull_request:45592", + "right": "pull_request:45596", + "accept": false, + "reason": "Both are test-oriented, but one fixes FastVLM padding behavior and the other adds BLT XPU expectations. Not mergeable as one concrete fix." + }, + { + "left": "pull_request:45592", + "right": "pull_request:45615", + "accept": false, + "reason": "FastVLM test padding-side change and Qianfan OCR XPU expectation additions target different model behaviors and failures." + }, + { + "left": "pull_request:45596", + "right": "pull_request:45615", + "accept": false, + "reason": "Both touch XPU test expectations, but for different models and outputs; this is thematic similarity only, 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": "pull_request", + "component_index": 24, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "d113be785e944ba2be1010bb1334e5a7acfb6ef6947d17a3dab4d6a28e084b5a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5306, + "estimated_input_tokens": 1327, + "estimated_eval_tokens": 2910 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5306, + "estimated_input_tokens": 1327, + "estimated_eval_tokens": 2910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are both typing-related, but they are not the same change. PR #45415 is a broad type-checking sweep across many transformers files plus pyproject typing ignores, while PR #45425 adds specific typing protocol/alias support for modeling_utils/peft and related checks. They should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR is a clear duplicate target here; #45425 is narrower and more self-contained, while #45415 is a broad repository-wide typing cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the best representative if one must be chosen because it has a focused, concrete typing change with a small file set and clear purpose.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing-related context and overlapping helper files are not enough: #45415 is a broad type-checking pass across many modules, whereas #45425 adds specific typing aliases/protocols for modeling_utils/peft. Different underlying change and not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260424T060039Z/analysis-runs/hybrid-model-20260424t060039z/manifest.json b/snapshots/20260424T060039Z/analysis-runs/hybrid-model-20260424t060039z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1f5627965a75a29b758fdefa6e245935e21bc5cb --- /dev/null +++ b/snapshots/20260424T060039Z/analysis-runs/hybrid-model-20260424t060039z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260424t060039z", + "artifacts": { + "hybrid": "snapshots/20260424T060039Z/analysis-runs/hybrid-model-20260424t060039z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260424T060039Z/analysis-runs/hybrid-model-20260424t060039z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-04-24T06:04:57Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260424T060039Z", + "variant": "hybrid" +} diff --git a/snapshots/20260424T060039Z/manifest.json b/snapshots/20260424T060039Z/manifest.json index cfbda7b6fea09b979eec222e34122ddb6610726f..4dbf90b2933ed4ebf50e8dacb4a01c0ca0de3762 100644 --- a/snapshots/20260424T060039Z/manifest.json +++ b/snapshots/20260424T060039Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 375 }, "extracted_at": "2026-04-24T06:00:39Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260424t060039z", + "runs": { + "hybrid-model-20260424t060039z": { + "analysis_id": "hybrid-model-20260424t060039z", + "artifacts": { + "hybrid": "snapshots/20260424T060039Z/analysis-runs/hybrid-model-20260424t060039z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260424T060039Z/analysis-runs/hybrid-model-20260424t060039z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260424T060039Z/analysis-runs/hybrid-model-20260424t060039z/manifest.json", + "model": null, + "published_at": "2026-04-24T06:04:57Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260424T060039Z", "watermark": {